VAERS_IDs are clickable, opening in a new tab or window depending on your settings in the browser
vaers_build_all.py
run_all() ...
validate_dirs_and_files() ...
130 drops in input to process
First (oldest) input: ../Download/ALL_VAERS_DROPS/2020-12-18_VAERS_CSV.zip
Last (newest) input: ../Download/ALL_VAERS_DROPS/2023-06-09_AllVAERSDataCSVS.zip
No processed files show up in vaers_changes. Is the first in the loop.
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2020-12-18
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2020-12-18_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 903614
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 902911
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 903614
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 902911
691 exact duplicates dropped in concatenated files, now 185790 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 903614
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 902911
130088 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
2431 reports to work with (unique VAERS_IDs)
2076 dropped in df_data due to no covid VAX_TYPE involved in the report
2503 dropped in df_vax due to no covid VAX_TYPE involved in the report
2461 dropped in df_syms due to no covid VAX_TYPE involved in the report
355 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
0 SYMPTOM_TEXT field repeat sentences deduped in 0 reports, max difference 0 bytes in VAERS_ID 0
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
356 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
356 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2020-12-18_VAERS_CONSOLIDATED.csv
Consolidation of 2020-12-18 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
355 rows in df_vax_flat
Merging DATA into VAX flattened
355 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2020-12-18_VAERS_FLATTENED.csv
355 rows in vaers_flattened/2020-12-18_VAERS_FLATTENED.csv
Flattening of 2020-12-18 done
No flattened file to compare prior to this, 2020-12-18, skip compare
Due to first drop, copying current vaers_flattened/2020-12-18_VAERS_FLATTENED.csv to: vaers_changes/2020-12-18_VAERS_CHANGES.csv
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2020-12-25
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2020-12-25_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 908578
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 905526
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 908578
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 905526
697 exact duplicates dropped in concatenated files, now 187938 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 908578
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 905526
130557 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
3931 reports to work with (unique VAERS_IDs)
2773 dropped in df_data due to no covid VAX_TYPE involved in the report
3286 dropped in df_vax due to no covid VAX_TYPE involved in the report
3224 dropped in df_syms due to no covid VAX_TYPE involved in the report
1158 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
25 SYMPTOM_TEXT field repeat sentences deduped in 9 reports, max difference 160 bytes in VAERS_ID 905796
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1162 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1162 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2020-12-25_VAERS_CONSOLIDATED.csv
Consolidation of 2020-12-25 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1158 rows in df_vax_flat
Merging DATA into VAX flattened
1158 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2020-12-25_VAERS_FLATTENED.csv
1158 rows in vaers_flattened/2020-12-25_VAERS_FLATTENED.csv
Flattening of 2020-12-25 done
open vaers_flattened/2020-12-18_VAERS_FLATTENED.csv ... Highest VAERS_ID 903614 Using flat 2020-12-25 already in memory, 1158 rows
Previous changes file for changes, cell_edits and status columns
open vaers_changes/2020-12-18_VAERS_CHANGES.csv ... Highest VAERS_ID 903614
Comparing
2020-12-18 v. 2020-12-25
1158 this drop total covid
355 previous total covid
338 identical set aside
820 this drop to work with
17 previous to work with
803 difference
806 new in 2020-12-25
0 delayed this week
3 deleted this week kept
0 restored this week
Column value changes
11 SPLTTYPE [] <> VSafe [902465, 902492, 902524, 902706, 902777, 902826, 902895, 902932, 902939, 903134, 903163]
VAX_LOT 903261 [] <> EH9899
VAX_LOT 903228 [] <> EK5730
symptom_entries 903123 _|_Blood creatinine normal_|_Carbon dioxide normal_|_Prothrombin time shortened_|_ <>
3 columns altered
14 modified reports on 2020-12-25
Writing ... vaers_changes/2020-12-25_VAERS_CHANGES.csv
4 reports with the most (2) records/lots/doses: 903157 903848 903867 903999
Creating stats.csv since it did not already exist
column changes: {'SPLTTYPE': 11, 'VAX_LOT': 2, 'symptom_entries': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
0 delayed/late/gapfill
3 deleted
0 restored
0 cell edits trivial not printed
14 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
0 delayed/late/gapfill
3 deleted
0 restored
0 cell edits trivial not printed
14 cell edits significant
0 cells emptied entirely
0 writeups changed
4239 never published [903613, 903616, 903617, 903618, 903619, 903623, 903624, 903625 ... 908570, 908571, 908572, 908573, 908574, 908575, 908576, 908577]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-01-08
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-01-08_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 916538
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 927260
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 925616
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 916538
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 927260
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 925616
710 exact duplicates dropped in concatenated files, now 194631 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 916538
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 927260
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 925616
131121 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
9866 reports to work with (unique VAERS_IDs)
3108 dropped in df_data due to no covid VAX_TYPE involved in the report
3690 dropped in df_vax due to no covid VAX_TYPE involved in the report
3658 dropped in df_syms due to no covid VAX_TYPE involved in the report
6758 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
342 SYMPTOM_TEXT field repeat sentences deduped in 145 reports, max difference 601 bytes in VAERS_ID 906428
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
6775 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
6775 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-01-08_VAERS_CONSOLIDATED.csv
Consolidation of 2021-01-08 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
6758 rows in df_vax_flat
Merging DATA into VAX flattened
6758 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-01-08_VAERS_FLATTENED.csv
6758 rows in vaers_flattened/2021-01-08_VAERS_FLATTENED.csv
Flattening of 2021-01-08 done
Using flat 2020-12-25 already in memory, 1158 rows
Using flat 2021-01-08 already in memory, 6758 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2020-12-25 already in memory
Comparing
2020-12-25 v. 2021-01-08
6758 this drop total covid
1158 previous total covid
1137 identical set aside
5621 this drop to work with
21 previous to work with
5600 difference
5603 new in 2021-01-08
0 delayed this week
3 deleted this week kept
0 restored this week
Column value changes
ER_ED_VISIT 903806 Y <> []
HOSPITAL 903806 [] <> Y
SPLTTYPE 6 cells of trivial non-letter differences ignored
8 SPLTTYPE VSafe <> [] [902465, 902492, 902524, 902706, 902777, 902895, 902932, 902939]
SPLTTYPE 902725 v-safe <> []
SPLTTYPE 903785 svafe <> vsafe
SYMPTOM_TEXT 902492 <> at Hospital
symptom_entries 903931 _|_Blood creatinine normal_|_ <> _|_Blood creatinine increased_|_
5 columns altered
21 modified reports on 2021-01-08
Writing ... vaers_changes/2021-01-08_VAERS_CHANGES.csv
17 reports with the most (2) records/lots/doses: 903157 903848 903867 903999 904522 905340 906428 907571 907776 907837 908431 908448 908763 909370 909520 910580 919620
column changes: {'SPLTTYPE': 10, 'ER_ED_VISIT': 1, 'HOSPITAL': 1, 'SYMPTOM_TEXT': 1, 'symptom_entries': 1, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
0 delayed/late/gapfill
3 deleted
0 restored
6 cell edits trivial not printed
14 cell edits significant
10 cells emptied entirely
1 writeups changed
All time
0 delayed/late/gapfill
6 deleted
0 restored
6 cell edits trivial not printed
28 cell edits significant
10 cells emptied entirely
1 writeups changed
17179 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 927252, 927253, 927254, 927255, 927256, 927257, 927258, 927259]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-01-15
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-01-15_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 916538
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 946293
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 939334
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 916538
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 946293
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 939334
719 exact duplicates dropped in concatenated files, now 196147 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 916538
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 946293
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 939334
131290 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
11110 reports to work with (unique VAERS_IDs)
3266 dropped in df_data due to no covid VAX_TYPE involved in the report
3882 dropped in df_vax due to no covid VAX_TYPE involved in the report
3889 dropped in df_syms due to no covid VAX_TYPE involved in the report
7844 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
251 SYMPTOM_TEXT field repeat sentences deduped in 118 reports, max difference 601 bytes in VAERS_ID 906428
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
7868 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
7868 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-01-15_VAERS_CONSOLIDATED.csv
Consolidation of 2021-01-15 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
7844 rows in df_vax_flat
Merging DATA into VAX flattened
7844 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-01-15_VAERS_FLATTENED.csv
7844 rows in vaers_flattened/2021-01-15_VAERS_FLATTENED.csv
Flattening of 2021-01-15 done
Using flat 2021-01-08 already in memory, 6758 rows
Using flat 2021-01-15 already in memory, 7844 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-01-08 already in memory
Comparing
2021-01-08 v. 2021-01-15
7844 this drop total covid
6758 previous total covid
6746 identical set aside
1098 this drop to work with
12 previous to work with
1086 difference
891 new in 2021-01-15
201 delayed this week
6 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 911084 0.08 <> 51.0
CAGE_MO 911084 0.0 <> []
CAGE_YR 911084 0.0 <> 51.0
LAB_DATA 1 cell of trivial non-letter differences ignored
SEX 911084 [] <> F
SPLTTYPE 908653 v <> vsafe
symptom_entries 920784 <> _|_Full blood count_|_
symptom_entries 919087 _|_Fibrin D dimer normal_|_ <> _|_Fibrin D dimer increased_|_
symptom_entries 919129 <> _|_Paraesthesia_|_
7 columns altered
12 modified reports on 2021-01-15
Writing ... vaers_changes/2021-01-15_VAERS_CHANGES.csv
24 reports with the most (2) records/lots/doses: 903157 903848 903867 903999 904522 905340 906428 907571 907776 907837 908431 908448 908763 909370 909520 910580 919620 924893 925641 938049 938056 938126 938576 944595
column changes: {'symptom_entries': 3, 'SPLTTYPE': 1, 'CAGE_MO': 1, 'SEX': 1, 'CAGE_YR': 1, 'AGE_YRS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'OFC_VISIT': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
201 delayed/late/gapfill
6 deleted
0 restored
1 cell edits trivial not printed
8 cell edits significant
1 cells emptied entirely
0 writeups changed
All time
201 delayed/late/gapfill
12 deleted
0 restored
7 cell edits trivial not printed
36 cell edits significant
11 cells emptied entirely
1 writeups changed
35032 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 946285, 946286, 946287, 946288, 946289, 946290, 946291, 946292]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-01-22
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-01-22_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 916538
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 964724
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 958809
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 916538
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 964724
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 958809
721 exact duplicates dropped in concatenated files, now 198321 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 916538
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 964724
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 958809
131289 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
13258 reports to work with (unique VAERS_IDs)
3413 dropped in df_data due to no covid VAX_TYPE involved in the report
4046 dropped in df_vax due to no covid VAX_TYPE involved in the report
4059 dropped in df_syms due to no covid VAX_TYPE involved in the report
9845 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
266 SYMPTOM_TEXT field repeat sentences deduped in 124 reports, max difference 601 bytes in VAERS_ID 906428
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
9878 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
9878 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-01-22_VAERS_CONSOLIDATED.csv
Consolidation of 2021-01-22 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
9845 rows in df_vax_flat
Merging DATA into VAX flattened
9845 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-01-22_VAERS_FLATTENED.csv
9845 rows in vaers_flattened/2021-01-22_VAERS_FLATTENED.csv
Flattening of 2021-01-22 done
Using flat 2021-01-15 already in memory, 7844 rows
Using flat 2021-01-22 already in memory, 9845 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-01-15 already in memory
Comparing
2021-01-15 v. 2021-01-22
9845 this drop total covid
7844 previous total covid
7827 identical set aside
2018 this drop to work with
17 previous to work with
2001 difference
737 new in 2021-01-22
1278 delayed this week
14 deleted this week kept
0 restored this week
Column value changes
SPLTTYPE 918388 NHSNfacilitynumber48433 <> []
STATE 909555 ID <> IN
symptom_entries 905345 <> _|_Thrombocytopenia_|_
3 columns altered
15 modified reports on 2021-01-22
Writing ... vaers_changes/2021-01-22_VAERS_CHANGES.csv
34 reports with the most (2) records/lots/doses: 903157 903848 903867 903999 904522 905340 906428 907571 907776 907837 908431 908448 908763 909370 909520 910580 912896 919620 924893 925641 938049 938056 938126 938576 943614 944595 945504 946663 948418 949732 950911 953077 961741 964617
column changes: {'SPLTTYPE': 1, 'STATE': 1, 'symptom_entries': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'VAX_LOT': 0}
This week
1278 delayed/late/gapfill
14 deleted
0 restored
0 cell edits trivial not printed
3 cell edits significant
1 cells emptied entirely
0 writeups changed
All time
1479 delayed/late/gapfill
26 deleted
0 restored
7 cell edits trivial not printed
39 cell edits significant
12 cells emptied entirely
1 writeups changed
51348 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 964716, 964717, 964718, 964719, 964720, 964721, 964722, 964723]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-01-29
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-01-29_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918442
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 985205
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 972049
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918442
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 985205
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 972049
724 exact duplicates dropped in concatenated files, now 199826 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918442
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 985205
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 972049
131312 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
14720 reports to work with (unique VAERS_IDs)
3471 dropped in df_data due to no covid VAX_TYPE involved in the report
4106 dropped in df_vax due to no covid VAX_TYPE involved in the report
4135 dropped in df_syms due to no covid VAX_TYPE involved in the report
11249 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
134 SYMPTOM_TEXT field repeat sentences deduped in 64 reports, max difference 601 bytes in VAERS_ID 906428
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
11295 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
11295 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-01-29_VAERS_CONSOLIDATED.csv
Consolidation of 2021-01-29 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
11249 rows in df_vax_flat
Merging DATA into VAX flattened
11249 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-01-29_VAERS_FLATTENED.csv
11249 rows in vaers_flattened/2021-01-29_VAERS_FLATTENED.csv
Flattening of 2021-01-29 done
Using flat 2021-01-22 already in memory, 9845 rows
Using flat 2021-01-29 already in memory, 11249 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-01-22 already in memory
Comparing
2021-01-22 v. 2021-01-29
11249 this drop total covid
9845 previous total covid
9799 identical set aside
1450 this drop to work with
46 previous to work with
1404 difference
780 new in 2021-01-29
638 delayed this week
14 deleted this week kept
0 restored this week
Column value changes
26 SPLTTYPE IHS <> [] [902948, 902952, 903229, 903523, 903790, 903796, 903804, 903856, 903960, 903967, 904115, 904889, 904890, 905764, 905775, 905888, 905972, 906080, 906512, 906613, 906980, 907256, 907839, 908053, 908216, 910976]
SPLTTYPE 918418 NHSNfacilitynumber48433 <> []
SPLTTYPE 905174 Pfizer EH 9899, Nazaeth H <> []
SPLTTYPE 905874 ihs <> []
symptom_entries 928291 <> _|_Hepatic enzyme increased_|_
symptom_entries 947687 <> _|_White blood cell count increased_|_
symptom_entries 927575 _|_SARS-CoV-2 test positive_|_ <> _|_SARS-CoV-2 test negative_|_
2 columns altered
58 modified reports on 2021-01-29
Writing ... vaers_changes/2021-01-29_VAERS_CHANGES.csv
47 reports with the most (2) records/lots/doses: 903157 903848 903867 903999 904522 905340 906428 907571 907776 907837 908431 908448 908763 909370 909520 910580 912896 913038 919620 924893 925641 938049 938056 938126 938576 943614 944595 945504 946663 948418 949732 950911 953077 961741 962110 963587 964617 965549 967274 970198 970515 971567 971939 973267 973816 974177 975206
column changes: {'SPLTTYPE': 29, 'symptom_entries': 3, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
638 delayed/late/gapfill
14 deleted
0 restored
0 cell edits trivial not printed
32 cell edits significant
29 cells emptied entirely
0 writeups changed
All time
2117 delayed/late/gapfill
40 deleted
0 restored
7 cell edits trivial not printed
71 cell edits significant
41 cells emptied entirely
1 writeups changed
70401 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 985197, 985198, 985199, 985200, 985201, 985202, 985203, 985204]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-02-05
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-02-05_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918442
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1003624
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 972049
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918442
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1003624
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 972049
726 exact duplicates dropped in concatenated files, now 201302 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918442
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1003624
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 972049
131320 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
16172 reports to work with (unique VAERS_IDs)
3475 dropped in df_data due to no covid VAX_TYPE involved in the report
4110 dropped in df_vax due to no covid VAX_TYPE involved in the report
4144 dropped in df_syms due to no covid VAX_TYPE involved in the report
12697 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
149 SYMPTOM_TEXT field repeat sentences deduped in 70 reports, max difference 601 bytes in VAERS_ID 906428
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
12754 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
12754 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-02-05_VAERS_CONSOLIDATED.csv
Consolidation of 2021-02-05 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
12697 rows in df_vax_flat
Merging DATA into VAX flattened
12697 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-02-05_VAERS_FLATTENED.csv
12697 rows in vaers_flattened/2021-02-05_VAERS_FLATTENED.csv
Flattening of 2021-02-05 done
Using flat 2021-01-29 already in memory, 11249 rows
Using flat 2021-02-05 already in memory, 12697 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-01-29 already in memory
Comparing
2021-01-29 v. 2021-02-05
12697 this drop total covid
11249 previous total covid
11225 identical set aside
1472 this drop to work with
24 previous to work with
1448 difference
625 new in 2021-02-05
841 delayed this week
18 deleted this week kept
0 restored this week
Column value changes
symptom_entries 959549 _|_Electrocardiogram_|_X-ray_|_ <>
symptom_entries 979796 _|_Adverse event_|_ <>
symptom_entries 937480 _|_Electrocardiogram normal_|_ <>
symptom_entries 919620 <> _|_Pyrexia_|_
symptom_entries 976786 <> _|_Throat tightness_|_
symptom_entries 952101 <> _|_Atrial fibrillation_|_Dehydration_|_
1 column altered
46 modified reports on 2021-02-05
Writing ... vaers_changes/2021-02-05_VAERS_CHANGES.csv
58 reports with the most (2) records/lots/doses: 903157 903848 903867 903999 904522 905340 906428 907571 907776 907837 908431 908448 908763 909370 909520 910580 912896 913038 914017 919620 924893 925641 938049 938056 938126 938576 943614 944595 945504 946663 948418 949732 950911 953077 961741 962110 963587 964617 965549 967274 970198 970515 971567 971939 973267 973816 974177 975206 978768 983425 984929 988246 989556 990700 991686 992082 992774 995419
column changes: {'symptom_entries': 6, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
841 delayed/late/gapfill
18 deleted
0 restored
0 cell edits trivial not printed
6 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
2958 delayed/late/gapfill
58 deleted
0 restored
7 cell edits trivial not printed
77 cell edits significant
41 cells emptied entirely
1 writeups changed
87350 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1003616, 1003617, 1003618, 1003619, 1003620, 1003621, 1003622, 1003623]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-02-12
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-02-12_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918442
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1024853
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1010239
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918442
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1024853
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1010239
728 exact duplicates dropped in concatenated files, now 204634 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918442
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1024853
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1010239
131330 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
19436 reports to work with (unique VAERS_IDs)
3513 dropped in df_data due to no covid VAX_TYPE involved in the report
4157 dropped in df_vax due to no covid VAX_TYPE involved in the report
4193 dropped in df_syms due to no covid VAX_TYPE involved in the report
15923 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
305 SYMPTOM_TEXT field repeat sentences deduped in 132 reports, max difference 601 bytes in VAERS_ID 906428
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
16022 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
16022 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-02-12_VAERS_CONSOLIDATED.csv
Consolidation of 2021-02-12 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
15923 rows in df_vax_flat
Merging DATA into VAX flattened
15923 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-02-12_VAERS_FLATTENED.csv
15923 rows in vaers_flattened/2021-02-12_VAERS_FLATTENED.csv
Flattening of 2021-02-12 done
Using flat 2021-02-05 already in memory, 12697 rows
Using flat 2021-02-12 already in memory, 15923 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-02-05 already in memory
Comparing
2021-02-05 v. 2021-02-12
15923 this drop total covid
12697 previous total covid
12683 identical set aside
3240 this drop to work with
14 previous to work with
3226 difference
1567 new in 2021-02-12
1664 delayed this week
5 deleted this week kept
0 restored this week
Column value changes
symptom_entries 958913 _|_Blood glucose normal_|_Haemoglobin normal_|_ <>
symptom_entries 976123 <> _|_Blood test_|_Chest X-ray_|_Electrocardiogram_|_
symptom_entries 990525 <> _|_Condition aggravated_|_
symptom_entries 977869 _|_Oxygen therapy_|_ <>
symptom_entries 988325 <> _|_Type III immune complex mediated reaction_|_Vasculitis_|_
symptom_entries 983612 <> _|_Dyspnoea_|_
symptom_entries 990424 _|_Drug ineffective_|_Infection_|_ <>
symptom_entries 941246 <> _|_COVID-19_|_
symptom_entries 982042 <> _|_COVID-19_|_
1 column altered
67 modified reports on 2021-02-12
Writing ... vaers_changes/2021-02-12_VAERS_CHANGES.csv
1 report with the most (3) records/lots/doses: 1000280
column changes: {'symptom_entries': 9, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
1664 delayed/late/gapfill
5 deleted
0 restored
0 cell edits trivial not printed
9 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
4622 delayed/late/gapfill
63 deleted
0 restored
7 cell edits trivial not printed
86 cell edits significant
41 cells emptied entirely
1 writeups changed
105334 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1024845, 1024846, 1024847, 1024848, 1024849, 1024850, 1024851, 1024852]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-02-19
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-02-19_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1040574
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1010239
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1040574
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1010239
733 exact duplicates dropped in concatenated files, now 208832 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1040574
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1010239
131341 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
23580 reports to work with (unique VAERS_IDs)
3673 dropped in df_data due to no covid VAX_TYPE involved in the report
4335 dropped in df_vax due to no covid VAX_TYPE involved in the report
4402 dropped in df_syms due to no covid VAX_TYPE involved in the report
19907 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
84 SYMPTOM_TEXT field repeat sentences deduped in 37 reports, max difference 601 bytes in VAERS_ID 906428
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
20030 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
20030 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-02-19_VAERS_CONSOLIDATED.csv
Consolidation of 2021-02-19 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
19907 rows in df_vax_flat
Merging DATA into VAX flattened
19907 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-02-19_VAERS_FLATTENED.csv
19907 rows in vaers_flattened/2021-02-19_VAERS_FLATTENED.csv
Flattening of 2021-02-19 done
Using flat 2021-02-12 already in memory, 15923 rows
Using flat 2021-02-19 already in memory, 19907 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-02-12 already in memory
Comparing
2021-02-12 v. 2021-02-19
19907 this drop total covid
15923 previous total covid
15890 identical set aside
4017 this drop to work with
33 previous to work with
3984 difference
1040 new in 2021-02-19
2972 delayed this week
28 deleted this week kept
0 restored this week
Column value changes
2 SPLTTYPE [] <> vsafe [909911, 924493]
symptom_entries 958698 <> _|_Computerised tomogram head_|_Computerised tomogram neck_|_
symptom_entries 992372 _|_Magnetic resonance imaging brain_|_ <>
symptom_entries 912701 <> _|_Angiogram abnormal_|_Aspartate aminotransferase increased_|_Blood albumin increased_|_Blood alkaline phosphatase increased_|_Blood creatinine increased_|_Blood glucose increased_|_Blood urea increased_|_Carbon dioxide decreased_|_Cardiopulmonary failure_|_Cognitive disorder_|_Dyspnoea_|_Eosinophil count decreased_|_Glomerular filtration rate decreased_|_Hypernatraemia_|_Hypoxia_|_Lymphocyte count decreased_|_Neutrophil count increased_|_Protein total increased_|_
2 columns altered
68 modified reports on 2021-02-19
Writing ... vaers_changes/2021-02-19_VAERS_CHANGES.csv
1 report with the most (3) records/lots/doses: 1000280
column changes: {'symptom_entries': 3, 'SPLTTYPE': 2, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
2972 delayed/late/gapfill
28 deleted
0 restored
0 cell edits trivial not printed
5 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
7594 delayed/late/gapfill
91 deleted
0 restored
7 cell edits trivial not printed
91 cell edits significant
41 cells emptied entirely
1 writeups changed
116904 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1040566, 1040567, 1040568, 1040569, 1040570, 1040571, 1040572, 1040573]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-02-26
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-02-26_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1057795
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1010239
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1057795
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1010239
740 exact duplicates dropped in concatenated files, now 214568 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1057795
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1010239
131372 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
29202 reports to work with (unique VAERS_IDs)
3990 dropped in df_data due to no covid VAX_TYPE involved in the report
4663 dropped in df_vax due to no covid VAX_TYPE involved in the report
4774 dropped in df_syms due to no covid VAX_TYPE involved in the report
25212 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
10 SYMPTOM_TEXT field repeat sentences deduped in 5 reports, max difference 601 bytes in VAERS_ID 906428
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
25399 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
25399 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-02-26_VAERS_CONSOLIDATED.csv
Consolidation of 2021-02-26 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
25212 rows in df_vax_flat
Merging DATA into VAX flattened
25212 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-02-26_VAERS_FLATTENED.csv
25212 rows in vaers_flattened/2021-02-26_VAERS_FLATTENED.csv
Flattening of 2021-02-26 done
Using flat 2021-02-19 already in memory, 19907 rows
Using flat 2021-02-26 already in memory, 25212 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-02-19 already in memory
Comparing
2021-02-19 v. 2021-02-26
25212 this drop total covid
19907 previous total covid
19901 identical set aside
5311 this drop to work with
6 previous to work with
5305 difference
1632 new in 2021-02-26
3677 delayed this week
4 deleted this week kept
0 restored this week
Column value changes
symptom_entries 985367 <> _|_COVID-19_|_
symptom_entries 983192 <> _|_COVID-19_|_
1 column altered
93 modified reports on 2021-02-26
Writing ... vaers_changes/2021-02-26_VAERS_CHANGES.csv
1 report with the most (3) records/lots/doses: 1000280
column changes: {'symptom_entries': 2, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
3677 delayed/late/gapfill
4 deleted
0 restored
0 cell edits trivial not printed
2 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
11271 delayed/late/gapfill
95 deleted
0 restored
7 cell edits trivial not printed
93 cell edits significant
41 cells emptied entirely
1 writeups changed
128521 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1057787, 1057788, 1057789, 1057790, 1057791, 1057792, 1057793, 1057794]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-03-05
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-03-05_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1074599
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1055830
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1074599
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1055830
745 exact duplicates dropped in concatenated files, now 220542 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1074599
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1055830
131374 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
35086 reports to work with (unique VAERS_IDs)
4007 dropped in df_data due to no covid VAX_TYPE involved in the report
4691 dropped in df_vax due to no covid VAX_TYPE involved in the report
4794 dropped in df_syms due to no covid VAX_TYPE involved in the report
31079 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
953 SYMPTOM_TEXT field repeat sentences deduped in 438 reports, max difference 601 bytes in VAERS_ID 906428
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
31346 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
31346 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-03-05_VAERS_CONSOLIDATED.csv
Consolidation of 2021-03-05 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
31079 rows in df_vax_flat
Merging DATA into VAX flattened
31079 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-03-05_VAERS_FLATTENED.csv
31079 rows in vaers_flattened/2021-03-05_VAERS_FLATTENED.csv
Flattening of 2021-03-05 done
Using flat 2021-02-26 already in memory, 25212 rows
Using flat 2021-03-05 already in memory, 31079 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-02-26 already in memory
Comparing
2021-02-26 v. 2021-03-05
31079 this drop total covid
25212 previous total covid
25202 identical set aside
5877 this drop to work with
10 previous to work with
5867 difference
1052 new in 2021-03-05
4822 delayed this week
7 deleted this week kept
0 restored this week
Column value changes
HISTORY 1056845 Mercy Humility House Senior Living <> facility
OTHER_MEDS 1056845 Senior Living <> facility
symptom_entries 1000739 <> _|_Pallor_|_
symptom_entries 925394 <> _|_Hyperhidrosis_|_
3 columns altered
98 modified reports on 2021-03-05
Writing ... vaers_changes/2021-03-05_VAERS_CHANGES.csv
1 report with the most (4) records/lots/doses: 1045638
column changes: {'symptom_entries': 2, 'HISTORY': 1, 'OTHER_MEDS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
4822 delayed/late/gapfill
7 deleted
0 restored
0 cell edits trivial not printed
4 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
16093 delayed/late/gapfill
102 deleted
0 restored
7 cell edits trivial not printed
97 cell edits significant
41 cells emptied entirely
1 writeups changed
139434 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1074591, 1074592, 1074593, 1074594, 1074595, 1074596, 1074597, 1074598]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-03-12
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-03-12_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1092883
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1055830
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1092883
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1055830
748 exact duplicates dropped in concatenated files, now 227960 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1092883
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1055830
131373 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
42455 reports to work with (unique VAERS_IDs)
4011 dropped in df_data due to no covid VAX_TYPE involved in the report
4698 dropped in df_vax due to no covid VAX_TYPE involved in the report
4801 dropped in df_syms due to no covid VAX_TYPE involved in the report
38444 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
746 SYMPTOM_TEXT field repeat sentences deduped in 347 reports, max difference 601 bytes in VAERS_ID 906428
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
38759 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
38759 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-03-12_VAERS_CONSOLIDATED.csv
Consolidation of 2021-03-12 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
38444 rows in df_vax_flat
Merging DATA into VAX flattened
38444 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-03-12_VAERS_FLATTENED.csv
38444 rows in vaers_flattened/2021-03-12_VAERS_FLATTENED.csv
Flattening of 2021-03-12 done
Using flat 2021-03-05 already in memory, 31079 rows
Using flat 2021-03-12 already in memory, 38444 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-03-05 already in memory
Comparing
2021-03-05 v. 2021-03-12
38444 this drop total covid
31079 previous total covid
31057 identical set aside
7387 this drop to work with
22 previous to work with
7365 difference
3398 new in 2021-03-12
3987 delayed this week
20 deleted this week kept
0 restored this week
Column value changes
symptom_entries 928970 _|_Pituitary-dependent Cushing's syndrome_|_ <>
symptom_entries 938126 _|_Magnetic resonance imaging abnormal_|_ <>
1 column altered
104 modified reports on 2021-03-12
Writing ... vaers_changes/2021-03-12_VAERS_CHANGES.csv
1 report with the most (4) records/lots/doses: 1045638
column changes: {'symptom_entries': 2, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
3987 delayed/late/gapfill
20 deleted
0 restored
0 cell edits trivial not printed
2 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
20080 delayed/late/gapfill
122 deleted
0 restored
7 cell edits trivial not printed
99 cell edits significant
41 cells emptied entirely
1 writeups changed
150330 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1092875, 1092876, 1092877, 1092878, 1092879, 1092880, 1092881, 1092882]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-03-19
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-03-19_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1115348
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1055830
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1115348
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1055830
759 exact duplicates dropped in concatenated files, now 234238 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1115348
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1055830
131373 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
48622 reports to work with (unique VAERS_IDs)
4016 dropped in df_data due to no covid VAX_TYPE involved in the report
4703 dropped in df_vax due to no covid VAX_TYPE involved in the report
4807 dropped in df_syms due to no covid VAX_TYPE involved in the report
44606 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
307 SYMPTOM_TEXT field repeat sentences deduped in 148 reports, max difference 601 bytes in VAERS_ID 906428
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
45032 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
45032 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-03-19_VAERS_CONSOLIDATED.csv
Consolidation of 2021-03-19 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
44606 rows in df_vax_flat
Merging DATA into VAX flattened
44606 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-03-19_VAERS_FLATTENED.csv
44606 rows in vaers_flattened/2021-03-19_VAERS_FLATTENED.csv
Flattening of 2021-03-19 done
Using flat 2021-03-12 already in memory, 38444 rows
Using flat 2021-03-19 already in memory, 44606 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-03-12 already in memory
Comparing
2021-03-12 v. 2021-03-19
44606 this drop total covid
38444 previous total covid
38427 identical set aside
6179 this drop to work with
17 previous to work with
6162 difference
2324 new in 2021-03-19
3853 delayed this week
15 deleted this week kept
0 restored this week
Column value changes
symptom_entries 1017171 _|_Bronchoscopy normal_|_Chest X-ray normal_|_ <> _|_Granulomatosis with polyangiitis_|_
symptom_entries 921508 _|_Anxiety_|_Palpitations_|_ <>
1 column altered
124 modified reports on 2021-03-19
Writing ... vaers_changes/2021-03-19_VAERS_CHANGES.csv
2 reports with the most (5) records/lots/doses: 931821 1094197
column changes: {'symptom_entries': 2, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
3853 delayed/late/gapfill
15 deleted
0 restored
0 cell edits trivial not printed
2 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
23933 delayed/late/gapfill
137 deleted
0 restored
7 cell edits trivial not printed
101 cell edits significant
41 cells emptied entirely
1 writeups changed
166612 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1115340, 1115341, 1115342, 1115343, 1115344, 1115345, 1115346, 1115347]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-03-26
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-03-26_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1136908
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1055830
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1136908
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1055830
763 exact duplicates dropped in concatenated files, now 240538 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1136908
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1055830
131372 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
54851 reports to work with (unique VAERS_IDs)
3990 dropped in df_data due to no covid VAX_TYPE involved in the report
4676 dropped in df_vax due to no covid VAX_TYPE involved in the report
4775 dropped in df_syms due to no covid VAX_TYPE involved in the report
50861 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
367 SYMPTOM_TEXT field repeat sentences deduped in 161 reports, max difference 1141 bytes in VAERS_ID 1100325
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
51363 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
51363 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-03-26_VAERS_CONSOLIDATED.csv
Consolidation of 2021-03-26 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
50861 rows in df_vax_flat
Merging DATA into VAX flattened
50861 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-03-26_VAERS_FLATTENED.csv
50861 rows in vaers_flattened/2021-03-26_VAERS_FLATTENED.csv
Flattening of 2021-03-26 done
Using flat 2021-03-19 already in memory, 44606 rows
Using flat 2021-03-26 already in memory, 50861 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-03-19 already in memory
Comparing
2021-03-19 v. 2021-03-26
50861 this drop total covid
44606 previous total covid
44558 identical set aside
6303 this drop to work with
48 previous to work with
6255 difference
1041 new in 2021-03-26
5253 delayed this week
39 deleted this week kept
0 restored this week
Column value changes
LAB_DATA 2 cells of trivial non-letter differences ignored
LAB_DATA 1101884 Abbott <>
SYMPTOM_TEXT 925372 EE <> Patient
SYMPTOM_TEXT 1045584 Pfizer First Connect <>
symptom_entries 1057831 _|_Multisystem inflammatory syndrome in children_|_ <>
symptom_entries 1022292 _|_Blood bilirubin decreased_|_Electrocardiogram ST segment abnormal_|_Glycosylated haemoglobin_|_ <> _|_Blood bilirubin increased_|_
symptom_entries 1019850 <> _|_Pulseless electrical activity_|_
symptom_entries 1026132 <> _|_Anticoagulant therapy_|_
3 columns altered
146 modified reports on 2021-03-26
Writing ... vaers_changes/2021-03-26_VAERS_CHANGES.csv
2 reports with the most (5) records/lots/doses: 931821 1094197
column changes: {'symptom_entries': 4, 'SYMPTOM_TEXT': 2, 'LAB_DATA': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
5253 delayed/late/gapfill
39 deleted
0 restored
2 cell edits trivial not printed
7 cell edits significant
0 cells emptied entirely
2 writeups changed
All time
29186 delayed/late/gapfill
176 deleted
0 restored
9 cell edits trivial not printed
108 cell edits significant
41 cells emptied entirely
3 writeups changed
181904 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1136900, 1136901, 1136902, 1136903, 1136904, 1136905, 1136906, 1136907]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-04-02
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-04-02_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1157733
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1055830
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1157733
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1055830
785 exact duplicates dropped in concatenated files, now 246597 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1157733
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1055830
131371 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
60860 reports to work with (unique VAERS_IDs)
3991 dropped in df_data due to no covid VAX_TYPE involved in the report
4677 dropped in df_vax due to no covid VAX_TYPE involved in the report
4778 dropped in df_syms due to no covid VAX_TYPE involved in the report
56869 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
115 SYMPTOM_TEXT field repeat sentences deduped in 58 reports, max difference 1141 bytes in VAERS_ID 1100325
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
57422 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
57422 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-04-02_VAERS_CONSOLIDATED.csv
Consolidation of 2021-04-02 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
56869 rows in df_vax_flat
Merging DATA into VAX flattened
56869 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-04-02_VAERS_FLATTENED.csv
56869 rows in vaers_flattened/2021-04-02_VAERS_FLATTENED.csv
Flattening of 2021-04-02 done
Using flat 2021-03-26 already in memory, 50861 rows
Using flat 2021-04-02 already in memory, 56869 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-03-26 already in memory
Comparing
2021-03-26 v. 2021-04-02
56869 this drop total covid
50861 previous total covid
50821 identical set aside
6048 this drop to work with
40 previous to work with
6008 difference
1240 new in 2021-04-02
4779 delayed this week
11 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 1 cell of trivial non-letter differences ignored
HISTORY 2 cells of trivial non-letter differences ignored
LAB_DATA 12 cells of trivial non-letter differences ignored
OTHER_MEDS 5 cells of trivial non-letter differences ignored
OTHER_MEDS 1114774 <> Mary Ruth's
SPLTTYPE 1051701 vsafe <> []
SYMPTOM_TEXT 13 cells of trivial non-letter differences ignored
symptom_entries 938712 _|_Respiratory rate_|_ <>
symptom_entries 991769 _|_Blood test normal_|_Computerised tomogram normal_|_Magnetic resonance imaging normal_|_ <>
symptom_entries 1012825 _|_Body temperature increased_|_ <>
symptom_entries 978529 _|_COVID-19 pneumonia_|_ <>
symptom_entries 979461 _|_Condition aggravated_|_Electroencephalogram_|_ <>
symptom_entries 1020077 _|_Hemiplegia_|_ <> _|_Hemiparesis_|_
symptom_entries 950258 <> _|_Lymphangitis_|_Metabolic function test_|_Neutrophil count_|_
7 columns altered
205 modified reports on 2021-04-02
Writing ... vaers_changes/2021-04-02_VAERS_CHANGES.csv
2 reports with the most (5) records/lots/doses: 931821 1094197
column changes: {'symptom_entries': 7, 'SPLTTYPE': 1, 'OTHER_MEDS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
4779 delayed/late/gapfill
11 deleted
0 restored
33 cell edits trivial not printed
9 cell edits significant
1 cells emptied entirely
0 writeups changed
All time
33965 delayed/late/gapfill
187 deleted
0 restored
42 cell edits trivial not printed
117 cell edits significant
42 cells emptied entirely
3 writeups changed
196722 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1157725, 1157726, 1157727, 1157728, 1157729, 1157730, 1157731, 1157732]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-04-09
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-04-09_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1183418
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1055830
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1183418
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1055830
803 exact duplicates dropped in concatenated files, now 258213 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1183418
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1055830
131368 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
72339 reports to work with (unique VAERS_IDs)
3992 dropped in df_data due to no covid VAX_TYPE involved in the report
4678 dropped in df_vax due to no covid VAX_TYPE involved in the report
4779 dropped in df_syms due to no covid VAX_TYPE involved in the report
68347 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
995 SYMPTOM_TEXT field repeat sentences deduped in 762 reports, max difference 1141 bytes in VAERS_ID 1100325
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
69044 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
69044 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-04-09_VAERS_CONSOLIDATED.csv
Consolidation of 2021-04-09 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
68347 rows in df_vax_flat
Merging DATA into VAX flattened
68347 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-04-09_VAERS_FLATTENED.csv
68347 rows in vaers_flattened/2021-04-09_VAERS_FLATTENED.csv
Flattening of 2021-04-09 done
Using flat 2021-04-02 already in memory, 56869 rows
Using flat 2021-04-09 already in memory, 68347 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-04-02 already in memory
Comparing
2021-04-02 v. 2021-04-09
68347 this drop total covid
56869 previous total covid
56835 identical set aside
11512 this drop to work with
34 previous to work with
11478 difference
1684 new in 2021-04-09
9811 delayed this week
17 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 2 cells of trivial non-letter differences ignored
HISTORY 2 cells of trivial non-letter differences ignored
LAB_DATA 6 cells of trivial non-letter differences ignored
OTHER_MEDS 4 cells of trivial non-letter differences ignored
STATE 1113563 HI <> CA
SYMPTOM_TEXT 6 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1055305 22 y.o <> Patient is a 22 y.o
symptom_entries 1059400 _|_Immediate post-injection reaction_|_ <>
symptom_entries 951104 _|_Antineutrophil cytoplasmic antibody_|_Antinuclear antibody_|_Complement factor_|_Metabolic function test_|_Respiratory viral panel_|_Thyroxine normal_|_ <>
symptom_entries 997613 _|_Cardiac telemetry normal_|_ <>
symptom_entries 974685 _|_Hyperhidrosis_|_ <> _|_Peripheral swelling_|_Swelling_|_
7 columns altered
204 modified reports on 2021-04-09
Writing ... vaers_changes/2021-04-09_VAERS_CHANGES.csv
2 reports with the most (5) records/lots/doses: 931821 1094197
column changes: {'symptom_entries': 4, 'SYMPTOM_TEXT': 1, 'STATE': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'VAX_LOT': 0}
This week
9811 delayed/late/gapfill
17 deleted
0 restored
20 cell edits trivial not printed
6 cell edits significant
0 cells emptied entirely
1 writeups changed
All time
43776 delayed/late/gapfill
204 deleted
0 restored
62 cell edits trivial not printed
123 cell edits significant
42 cells emptied entirely
4 writeups changed
210911 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1183410, 1183411, 1183412, 1183413, 1183414, 1183415, 1183416, 1183417]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-04-16
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-04-16_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1217752
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1186600
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1217752
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1186600
832 exact duplicates dropped in concatenated files, now 276247 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1217752
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1186600
131368 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
90074 reports to work with (unique VAERS_IDs)
3994 dropped in df_data due to no covid VAX_TYPE involved in the report
4683 dropped in df_vax due to no covid VAX_TYPE involved in the report
4785 dropped in df_syms due to no covid VAX_TYPE involved in the report
86080 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
884 SYMPTOM_TEXT field repeat sentences deduped in 435 reports, max difference 1141 bytes in VAERS_ID 1100325
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
87073 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
87073 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-04-16_VAERS_CONSOLIDATED.csv
Consolidation of 2021-04-16 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
86080 rows in df_vax_flat
Merging DATA into VAX flattened
86080 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-04-16_VAERS_FLATTENED.csv
86080 rows in vaers_flattened/2021-04-16_VAERS_FLATTENED.csv
Flattening of 2021-04-16 done
Using flat 2021-04-09 already in memory, 68347 rows
Using flat 2021-04-16 already in memory, 86080 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-04-09 already in memory
Comparing
2021-04-09 v. 2021-04-16
86080 this drop total covid
68347 previous total covid
68295 identical set aside
17785 this drop to work with
52 previous to work with
17733 difference
5342 new in 2021-04-16
12405 delayed this week
14 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 1 cell of trivial non-letter differences ignored
CUR_ILL 949678 Asma y alta presi n <> Asthma and high blood pressure
HISTORY 2 cells of trivial non-letter differences ignored
HISTORY 949678 Asma y presi n alta <> Asthma and high blood pressure
LAB_DATA 11 cells of trivial non-letter differences ignored
LAB_DATA 965621 who was taking patients absence <> Physician
LAB_DATA 1145423 245923487 245923466 245923464 245923472]Collected <>
OTHER_MEDS 2 cells of trivial non-letter differences ignored
OTHER_MEDS 949678 benadril cada horas y vez al dia <> benadryl each hours and time per day
OTHER_MEDS 970188 <> VITAMIN B12 CYANOCOBALAMIN
SPLTTYPE 971878 #21002 <> []
SYMPTOM_TEXT 10 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 985829 Prattville Baptist <>
SYMPTOM_TEXT 970634 <> patient
SYMPTOM_TEXT 965044 at Olmsted Medical Center <>
SYMPTOM_TEXT 945403 Maniilaq Public J <>
SYMPTOM_TEXT 925832 EE <> Patient
SYMPTOM_TEXT 959087 fox <>
SYMPTOM_TEXT 986663 <> Patient had consented to the vaccination and received VIS
SYMPTOM_TEXT 958784 Fastmed <> urgent care
SYMPTOM_TEXT 965975 PD <> facility
SYMPTOM_TEXT 985833 MOD21-13680 <>
VAX_DOSE_SERIES 970188 UNK|1 <> 1
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_MANU 970188 Unknown|Moderna <> Moderna
VAX_NAME 970188 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_TYPE 970188 UNK|COVID19 <> COVID19
symptom_entries 955565 _|_Electrocardiogram_|_ <>
symptom_entries 969783 _|_Pain in extremity_|_Pyrexia_|_ <> _|_Injection site pain_|_
symptom_entries 1093663 <> _|_Heart rate irregular_|_
symptom_entries 995522 _|_Blood lactic acid_|_ <>
symptom_entries 964060 _|_Blood urine_|_Microbiology test_|_ <> _|_Blood urine present_|_
symptom_entries 1025489 _|_Electrocardiogram normal_|_White blood cell count normal_|_ <>
symptom_entries 907478 _|_Magnetic resonance imaging brain normal_|_ <>
15 columns altered
242 modified reports on 2021-04-16
Writing ... vaers_changes/2021-04-16_VAERS_CHANGES.csv
3 reports with the most (5) records/lots/doses: 931821 1010932 1094197
column changes: {'SYMPTOM_TEXT': 10, 'symptom_entries': 7, 'OTHER_MEDS': 2, 'LAB_DATA': 2, 'VAX_TYPE': 1, 'SPLTTYPE': 1, 'VAX_MANU': 1, 'VAX_DOSE_SERIES': 1, 'VAX_NAME': 1, 'CUR_ILL': 1, 'HISTORY': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
12405 delayed/late/gapfill
14 deleted
0 restored
29 cell edits trivial not printed
28 cell edits significant
1 cells emptied entirely
10 writeups changed
All time
56181 delayed/late/gapfill
218 deleted
0 restored
91 cell edits trivial not printed
151 cell edits significant
43 cells emptied entirely
14 writeups changed
227496 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1217743, 1217744, 1217745, 1217746, 1217747, 1217748, 1217749, 1217750]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-04-23
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-04-23_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1245985
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1186600
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1245985
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1186600
867 exact duplicates dropped in concatenated files, now 309477 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1245985
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1186600
131368 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
122895 reports to work with (unique VAERS_IDs)
3994 dropped in df_data due to no covid VAX_TYPE involved in the report
4683 dropped in df_vax due to no covid VAX_TYPE involved in the report
4785 dropped in df_syms due to no covid VAX_TYPE involved in the report
118901 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1818 SYMPTOM_TEXT field repeat sentences deduped in 852 reports, max difference 1141 bytes in VAERS_ID 1100325
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
120303 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
120303 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-04-23_VAERS_CONSOLIDATED.csv
Consolidation of 2021-04-23 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
118901 rows in df_vax_flat
Merging DATA into VAX flattened
118901 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-04-23_VAERS_FLATTENED.csv
118901 rows in vaers_flattened/2021-04-23_VAERS_FLATTENED.csv
Flattening of 2021-04-23 done
Using flat 2021-04-16 already in memory, 86080 rows
Using flat 2021-04-23 already in memory, 118901 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-04-16 already in memory
Comparing
2021-04-16 v. 2021-04-23
118901 this drop total covid
86080 previous total covid
86042 identical set aside
32859 this drop to work with
38 previous to work with
32821 difference
8310 new in 2021-04-23
24535 delayed this week
24 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 951752 White Barn <>
ALLERGIES 1206347 Ninguna <> None
CUR_ILL 1117344 CMS-HCC <>
CUR_ILL 1206347 h gado graso <> fatty liver
HISTORY 1 cell of trivial non-letter differences ignored
HISTORY 1117344 CMS-HCC <>
HISTORY 1206347 h gado graso <> fatty liver
LAB_DATA 3 cells of trivial non-letter differences ignored
LAB_DATA 1206347 an lisis de sangre cada horas rayos X tomograf a computarizada endoscopia <> blood tests every hours X-rays computed tomography endoscopy
OTHER_MEDS 1 cell of trivial non-letter differences ignored
OTHER_MEDS 1206347 levotiroxin fluoxetina rexulty <> levothyroxine fluoxetine rexulti
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1163608 Teledoc <> doctor
SYMPTOM_TEXT 1206347 Dolor intenso de cabeza y dolor de est mago decaimiento <> Severe headache and stomach ache decline
symptom_entries 977262 _|_Ageusia_|_Alopecia_|_Anosmia_|_Induration_|_Nausea_|_Taste disorder_|_Tooth fracture_|_ <> _|_Erythema_|_Motion sickness_|_Neurological symptom_|_
symptom_entries 1010030 _|_Pyrexia_|_Yellow skin_|_ <>
symptom_entries 1155884 _|_Syncope_|_ <> _|_Injection site swelling_|_
symptom_entries 928035 _|_Skin warm_|_ <> _|_Arthralgia_|_Back pain_|_Feeling hot_|_
symptom_entries 955979 _|_Blood magnesium decreased_|_Blood phosphorus decreased_|_Glycosylated haemoglobin increased_|_ <>
symptom_entries 1028827 _|_Fibrin D dimer_|_ <>
7 columns altered
232 modified reports on 2021-04-23
Writing ... vaers_changes/2021-04-23_VAERS_CHANGES.csv
3 reports with the most (5) records/lots/doses: 931821 1010932 1094197
column changes: {'symptom_entries': 6, 'SYMPTOM_TEXT': 2, 'ALLERGIES': 2, 'CUR_ILL': 2, 'HISTORY': 2, 'OTHER_MEDS': 1, 'LAB_DATA': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
24535 delayed/late/gapfill
24 deleted
0 restored
6 cell edits trivial not printed
16 cell edits significant
0 cells emptied entirely
2 writeups changed
All time
80716 delayed/late/gapfill
242 deleted
0 restored
97 cell edits trivial not printed
167 cell edits significant
43 cells emptied entirely
16 writeups changed
222885 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1245977, 1245978, 1245979, 1245980, 1245981, 1245982, 1245983, 1245984]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-04-30
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-04-30_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1272683
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1260427
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1272683
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1260427
925 exact duplicates dropped in concatenated files, now 349445 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1272683
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1260427
131456 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
161736 reports to work with (unique VAERS_IDs)
4459 dropped in df_data due to no covid VAX_TYPE involved in the report
5206 dropped in df_vax due to no covid VAX_TYPE involved in the report
5290 dropped in df_syms due to no covid VAX_TYPE involved in the report
157277 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
4812 SYMPTOM_TEXT field repeat sentences deduped in 1769 reports, max difference 1800 bytes in VAERS_ID 1171131
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
159636 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
159636 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-04-30_VAERS_CONSOLIDATED.csv
Consolidation of 2021-04-30 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
157277 rows in df_vax_flat
Merging DATA into VAX flattened
157277 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-04-30_VAERS_FLATTENED.csv
157277 rows in vaers_flattened/2021-04-30_VAERS_FLATTENED.csv
Flattening of 2021-04-30 done
Using flat 2021-04-23 already in memory, 118901 rows
Using flat 2021-04-30 already in memory, 157277 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-04-23 already in memory
Comparing
2021-04-23 v. 2021-04-30
157277 this drop total covid
118901 previous total covid
118816 identical set aside
38461 this drop to work with
85 previous to work with
38376 difference
7593 new in 2021-04-30
30844 delayed this week
61 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1 cell of trivial non-letter differences ignored
HISTORY 2 cells of trivial non-letter differences ignored
HOSPDAYS 950787 [] <> 5.0
LAB_DATA 2 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 7 cells of trivial non-letter differences ignored
symptom_entries 1215455 _|_C-reactive protein_|_Full blood count_|_Metabolic function test_|_Physical examination_|_Red blood cell sedimentation rate_|_Vital signs measurement_|_ <> _|_C-reactive protein increased_|_Full blood count normal_|_Metabolic function test normal_|_Red blood cell sedimentation rate increased_|_
symptom_entries 1211823 <> _|_Alanine aminotransferase increased_|_Aspartate aminotransferase increased_|_Blood creatine phosphokinase increased_|_
symptom_entries 1022969 _|_Cerebrovascular accident_|_ <>
symptom_entries 956349 _|_Laboratory test abnormal_|_ <> _|_Blood thyroid stimulating hormone_|_
symptom_entries 1002497 _|_Vital signs measurement_|_ <>
symptom_entries 980053 <> _|_Blood glucose_|_Differential white blood cell count_|_Metabolic function test_|_Troponin I_|_
symptom_entries 1212324 _|_Blood test_|_C-reactive protein_|_Electrocardiogram_|_Fibrin D dimer_|_Troponin_|_ <> _|_C-reactive protein normal_|_Electrocardiogram normal_|_Fibrin D dimer normal_|_Troponin I normal_|_
symptom_entries 956560 _|_Laboratory test_|_ <> _|_Alanine aminotransferase increased_|_Aspartate aminotransferase increased_|_Blood alkaline phosphatase normal_|_Blood chloride decreased_|_Blood potassium decreased_|_Blood sodium decreased_|_White blood cell count decreased_|_
symptom_entries 987115 _|_Magnetic resonance imaging normal_|_ <> _|_Magnetic resonance imaging_|_
symptom_entries 1211589 _|_Computerised tomogram head_|_Computerised tomogram thorax_|_Full blood count_|_International normalised ratio_|_Metabolic function test_|_Prothrombin time_|_Ultrasound Doppler_|_ <> _|_Computerised tomogram thorax normal_|_Full blood count normal_|_International normalised ratio normal_|_Metabolic function test normal_|_Platelet count normal_|_Prothrombin time normal_|_Ultrasound Doppler abnormal_|_Venogram normal_|_
symptom_entries 1032658 <> _|_Ultrasound scan abnormal_|_
symptom_entries 956759 <> _|_Laboratory test_|_Neutrophil count increased_|_SARS-CoV-2 test negative_|_White blood cell count increased_|_
symptom_entries 957490 <> _|_Ultrasound Doppler normal_|_Ultrasound scan normal_|_
6 columns altered
266 modified reports on 2021-04-30
Writing ... vaers_changes/2021-04-30_VAERS_CHANGES.csv
1 report with the most (9) records/lots/doses: 962303
column changes: {'symptom_entries': 13, 'HOSPDAYS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
30844 delayed/late/gapfill
61 deleted
0 restored
12 cell edits trivial not printed
14 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
111560 delayed/late/gapfill
303 deleted
0 restored
109 cell edits trivial not printed
181 cell edits significant
43 cells emptied entirely
16 writeups changed
210800 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1272675, 1272676, 1272677, 1272678, 1272679, 1272680, 1272681, 1272682]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-05-07
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-05-07_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1294855
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1280980
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1294855
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1280980
974 exact duplicates dropped in concatenated files, now 387136 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1294855
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1280980
131597 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
198184 reports to work with (unique VAERS_IDs)
5230 dropped in df_data due to no covid VAX_TYPE involved in the report
6125 dropped in df_vax due to no covid VAX_TYPE involved in the report
6268 dropped in df_syms due to no covid VAX_TYPE involved in the report
192954 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1863 SYMPTOM_TEXT field repeat sentences deduped in 619 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
196249 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
196249 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-05-07_VAERS_CONSOLIDATED.csv
Consolidation of 2021-05-07 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
192954 rows in df_vax_flat
Merging DATA into VAX flattened
192954 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-05-07_VAERS_FLATTENED.csv
192954 rows in vaers_flattened/2021-05-07_VAERS_FLATTENED.csv
Flattening of 2021-05-07 done
Using flat 2021-04-30 already in memory, 157277 rows
Using flat 2021-05-07 already in memory, 192954 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-04-30 already in memory
Comparing
2021-04-30 v. 2021-05-07
192954 this drop total covid
157277 previous total covid
157177 identical set aside
35777 this drop to work with
100 previous to work with
35677 difference
6033 new in 2021-05-07
29729 delayed this week
85 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 1 cell of trivial non-letter differences ignored
HISTORY 1058426 english <> language
LAB_DATA 2 cells of trivial non-letter differences ignored
OTHER_MEDS 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 4 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1061000 At It which <> Urgent Care i
symptom_entries 977073 _|_Abdominal pain upper_|_Abdominal wall mass_|_ <> _|_Mesenteric neoplasm_|_
symptom_entries 1088837 _|_Blood magnesium increased_|_ <>
symptom_entries 1054160 _|_Food allergy_|_ <>
symptom_entries 930494 _|_Blood glucose fluctuation_|_ <> _|_Blood glucose increased_|_
symptom_entries 930603 _|_Blood glucose fluctuation_|_ <> _|_Blood glucose normal_|_
symptom_entries 1024307 _|_Extra dose administered_|_ <> _|_Inappropriate schedule of product administration_|_
symptom_entries 1007096 _|_Inappropriate schedule of product administration_|_ <>
7 columns altered
318 modified reports on 2021-05-07
Writing ... vaers_changes/2021-05-07_VAERS_CHANGES.csv
1 report with the most (9) records/lots/doses: 962303
column changes: {'symptom_entries': 7, 'HISTORY': 2, 'SYMPTOM_TEXT': 1, 'ALLERGIES': 1, 'CUR_ILL': 1, 'OTHER_MEDS': 1, 'LAB_DATA': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
29729 delayed/late/gapfill
85 deleted
0 restored
8 cell edits trivial not printed
14 cell edits significant
0 cells emptied entirely
1 writeups changed
All time
141289 delayed/late/gapfill
388 deleted
0 restored
117 cell edits trivial not printed
195 cell edits significant
43 cells emptied entirely
17 writeups changed
196795 never published [903616, 903617, 903618, 903619, 903639, 903652, 903653, 903657 ... 1294847, 1294848, 1294849, 1294850, 1294851, 1294852, 1294853, 1294854]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-05-14
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-05-14_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1316369
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1315858
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1316369
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1315858
1024 exact duplicates dropped in concatenated files, now 424168 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1316369
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1315858
131724 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
233807 reports to work with (unique VAERS_IDs)
6002 dropped in df_data due to no covid VAX_TYPE involved in the report
7039 dropped in df_vax due to no covid VAX_TYPE involved in the report
7243 dropped in df_syms due to no covid VAX_TYPE involved in the report
227805 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1645 SYMPTOM_TEXT field repeat sentences deduped in 529 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
232215 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
232215 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-05-14_VAERS_CONSOLIDATED.csv
Consolidation of 2021-05-14 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
227805 rows in df_vax_flat
Merging DATA into VAX flattened
227805 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-05-14_VAERS_FLATTENED.csv
227805 rows in vaers_flattened/2021-05-14_VAERS_FLATTENED.csv
Flattening of 2021-05-14 done
Using flat 2021-05-07 already in memory, 192954 rows
Using flat 2021-05-14 already in memory, 227805 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-05-07 already in memory
Comparing
2021-05-07 v. 2021-05-14
227805 this drop total covid
192954 previous total covid
192883 identical set aside
34922 this drop to work with
71 previous to work with
34851 difference
4230 new in 2021-05-14
30678 delayed this week
57 deleted this week kept
0 restored this week
Column value changes
LAB_DATA 1 cell of trivial non-letter differences ignored
NUMDAYS 1272627 367.0 <> 2.0
OTHER_MEDS 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 3 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1225566 William <> Patient
symptom_entries 1093021 _|_Computerised tomogram pelvis_|_ <> _|_Computerised tomogram abdomen_|_Computerised tomogram pelvis abnormal_|_Neutrophil percentage decreased_|_Scan with contrast abnormal_|_White blood cell count increased_|_
symptom_entries 1055086 _|_Pain_|_ <>
symptom_entries 1017743 _|_Sinusoidal foetal heart rate pattern_|_ <>
symptom_entries 1263150 _|_Platelet count normal_|_ <>
symptom_entries 1041456 _|_Aortic arteriosclerosis_|_Arteriosclerosis coronary artery_|_Atelectasis_|_Lung consolidation_|_ <>
symptom_entries 963003 _|_Ear pain_|_Facial pain_|_Magnetic resonance imaging normal_|_ <>
symptom_entries 1083241 _|_Blood test normal_|_Computerised tomogram_|_Magnetic resonance imaging_|_Muscular weakness_|_Speech disorder_|_ <>
5 columns altered
402 modified reports on 2021-05-14
Writing ... vaers_changes/2021-05-14_VAERS_CHANGES.csv
1 report with the most (9) records/lots/doses: 962303
column changes: {'symptom_entries': 7, 'SYMPTOM_TEXT': 1, 'NUMDAYS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
30678 delayed/late/gapfill
57 deleted
0 restored
5 cell edits trivial not printed
9 cell edits significant
0 cells emptied entirely
1 writeups changed
All time
171967 delayed/late/gapfill
445 deleted
0 restored
122 cell edits trivial not printed
204 cell edits significant
43 cells emptied entirely
18 writeups changed
183057 never published [903617, 903618, 903619, 903639, 903652, 903653, 903657, 903667 ... 1316338, 1316339, 1316340, 1316341, 1316342, 1316343, 1316344, 1316345]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-05-21
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-05-21_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1336300
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1323519
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1336300
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1323519
1081 exact duplicates dropped in concatenated files, now 460694 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1336300
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1323519
131724 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
268974 reports to work with (unique VAERS_IDs)
6453 dropped in df_data due to no covid VAX_TYPE involved in the report
7548 dropped in df_vax due to no covid VAX_TYPE involved in the report
7778 dropped in df_syms due to no covid VAX_TYPE involved in the report
262521 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1365 SYMPTOM_TEXT field repeat sentences deduped in 513 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
268232 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
268232 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-05-21_VAERS_CONSOLIDATED.csv
Consolidation of 2021-05-21 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
262521 rows in df_vax_flat
Merging DATA into VAX flattened
262521 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-05-21_VAERS_FLATTENED.csv
262521 rows in vaers_flattened/2021-05-21_VAERS_FLATTENED.csv
Flattening of 2021-05-21 done
Using flat 2021-05-14 already in memory, 227805 rows
Using flat 2021-05-21 already in memory, 262521 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-05-14 already in memory
Comparing
2021-05-14 v. 2021-05-21
262521 this drop total covid
227805 previous total covid
227721 identical set aside
34800 this drop to work with
84 previous to work with
34716 difference
4014 new in 2021-05-21
30753 delayed this week
51 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 2 cells of trivial non-letter differences ignored
HISTORY 2 cells of trivial non-letter differences ignored
HISTORY 1059701 hipertensi n <> hypertension
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1220816 Mayo <>
LAB_DATA 1236951 PSYCHIATRY HE DID <> PSYCHRIATIC HAVING DONE
LAB_DATA 1291476 <> no Neck pain Pulmonary shortness of breath cough chest wall lesions Cardiovascular extremity coolness cyanosis new edema Abdomen abdominal nausea vomiting diarrhea GU dysuria hematuria chance pregnancy per pt Musculoskeletal limited ROM right shoulder ache Neuro headache numbness/tingling weakness speech disturbance balance issue Skin rash All systems were reviewed and negative except as noted above Physical exam General Patient appears to be in little distress HEENT normal conjunctivae PERRL rhinorrhea mouth facial swelling voice overt photophobia nystagmus Horner EOMI supple work breathing abdomen soft non-tender without guarding No abnormal distention Extremities ROMs extremities including Normal Neer Hawkins warm alert with attention Face symmetrical motor movements paresthesia evidence truncal or appendicular ataxia Psych mood Assessment Plan suspect COVID-19 vaccine-related adverse event Supportive care discussed return indications
LAB_DATA 1315972 fevers chills <> fevers/chills Nose/throat CV chest pain palpitations syncope edema Pulm SOB wheezes cough hemoptysis GI anorexia abd nausea vomiting no diarrhea GU dysuria hematuria urgency frequency MSK joint warmth redness deformity Neuro HA seizures weakness numbness/tingling vertigo lightheadedness AMS Skin rash lesions itching Heme easy bruising/bleeding petechiae All systems reviewed negative except as stated above Physical Exam Vital signs acute intervention necessary NAD AOX3 cooperative Head Normocephalic atraumatic Eyes PERRL EOMI conjunctival injection scleral icterus Ears edema/erythema of otic canal TM edema/erythema/dullness/bulging discharge Throat pharyngeal erythema tonsillar exudates uvular deviation asymmetric swelling trismus drooling or voice changes Neck meningismus normal ROM Lymph cervical lymphadenopathy Respiratory Unlabored breathing respiratory effort LCTAB Normal peripheral circulation RRR m/r/g Abd Soft NTND rashes purpura Grossly intact moves all extremities equally gait TTP ecchymosis focal Psych mood affect appropriate responses
LAB_DATA 1138207 IU <>
OTHER_MEDS 2 cells of trivial non-letter differences ignored
OTHER_MEDS 1059701 para <> for
SYMPTOM_TEXT 2 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1315983 year old female <> y F
SYMPTOM_TEXT 1236951 ONE GETTING SHOW INCOHERENCE IN SPEAKING SLEEP OR EATING <> A GIVING PRESENT INCOHERENT SPEECH INSOMNIA AND APPETITE
SYMPTOM_TEXT 1314655 <> Ultrasound showed no clots April 22 PCP recommended retesting D-Dimer in a few weeks to see if the value changed May 7 retested Test score was 0.40 within normal limits
SYMPTOM_TEXT 1315972 Body aches <> Bodyache
SYMPTOM_TEXT 1307787 the <> they
SYMPTOM_TEXT 1314002 STATE <>
SYMPTOM_TEXT 1306733 I <> He
SYMPTOM_TEXT 1314135 ER 032721 <> HOSPITAL 3/27/21
SYMPTOM_TEXT 1286289 IMPACT SIIS <> database
SYMPTOM_TEXT 1059701 El lugar de la inyecci n se a puesto rojo y da comez n tambi n est duro al tocar Tambi n me a dado diarrea <> The injection site has become red and itchy it is also hard to touch I have also had diarrhea
SYMPTOM_TEXT 1290695 was 8/04/2004 <>
SYMPTOM_TEXT 1282276 Hasan <>
SYMPTOM_TEXT 1314955 realized over <> realised ovee i
SYMPTOM_TEXT 1313067 Allergan <> Company
symptom_entries 1059805 _|_CSF cell count normal_|_Magnetic resonance imaging head_|_Viral test negative_|_ <>
symptom_entries 1137889 _|_Injection site pain_|_ <>
symptom_entries 1093869 _|_Chest X-ray_|_Echocardiogram_|_ <>
symptom_entries 1140110 _|_Swelling_|_ <> _|_Oedema peripheral_|_
symptom_entries 1073173 _|_Blood lactic acid decreased_|_Electrocardiogram normal_|_Fibrin D dimer increased_|_ <>
symptom_entries 996141 _|_Body temperature_|_ <>
symptom_entries 1072881 _|_Cardiac pacemaker insertion_|_ <>
symptom_entries 1071869 _|_Electrocardiogram abnormal_|_Fall_|_ <>
symptom_entries 1140191 <> _|_Blood thyroid stimulating hormone_|_Electrocardiogram_|_Fibrin D dimer_|_Full blood count_|_Metabolic function test_|_Pregnancy test urine_|_
symptom_entries 1020485 _|_Eye discharge_|_Facial paralysis_|_Headache_|_Lip disorder_|_Taste disorder_|_ <>
symptom_entries 1190483 _|_Pulmonary embolism_|_ <>
symptom_entries 1141525 _|_Unevaluable event_|_ <> _|_Arthralgia_|_Hypoaesthesia_|_Injected limb mobility decreased_|_Injection site pain_|_Muscular weakness_|_Pain_|_Pain in extremity_|_Product administered at inappropriate site_|_
6 columns altered
478 modified reports on 2021-05-21
Writing ... vaers_changes/2021-05-21_VAERS_CHANGES.csv
1 report with the most (9) records/lots/doses: 962303
column changes: {'SYMPTOM_TEXT': 14, 'symptom_entries': 12, 'LAB_DATA': 5, 'HISTORY': 1, 'OTHER_MEDS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
30753 delayed/late/gapfill
51 deleted
0 restored
9 cell edits trivial not printed
33 cell edits significant
0 cells emptied entirely
14 writeups changed
All time
202720 delayed/late/gapfill
496 deleted
0 restored
131 cell edits trivial not printed
237 cell edits significant
43 cells emptied entirely
32 writeups changed
168013 never published [903617, 903618, 903619, 903639, 903652, 903653, 903657, 903667 ... 1336273, 1336274, 1336275, 1336276, 1336277, 1336278, 1336287, 1336291]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-05-28
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-05-28_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1357471
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1353123
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1357471
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1353123
1157 exact duplicates dropped in concatenated files, now 495055 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1357471
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1353123
131722 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
301936 reports to work with (unique VAERS_IDs)
7136 dropped in df_data due to no covid VAX_TYPE involved in the report
8329 dropped in df_vax due to no covid VAX_TYPE involved in the report
8593 dropped in df_syms due to no covid VAX_TYPE involved in the report
294800 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
2067 SYMPTOM_TEXT field repeat sentences deduped in 741 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
301815 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
301815 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-05-28_VAERS_CONSOLIDATED.csv
Consolidation of 2021-05-28 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
294800 rows in df_vax_flat
Merging DATA into VAX flattened
294800 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-05-28_VAERS_FLATTENED.csv
294800 rows in vaers_flattened/2021-05-28_VAERS_FLATTENED.csv
Flattening of 2021-05-28 done
Using flat 2021-05-21 already in memory, 262521 rows
Using flat 2021-05-28 already in memory, 294800 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-05-21 already in memory
Comparing
2021-05-21 v. 2021-05-28
294800 this drop total covid
262521 previous total covid
262372 identical set aside
32428 this drop to work with
149 previous to work with
32279 difference
8161 new in 2021-05-28
24216 delayed this week
98 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1105593 Triglic ridos altos <> High triglycerides
OTHER_MEDS 1105593 Ninguno <> None
SYMPTOM_TEXT 3 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1291958 EST <>
SYMPTOM_TEXT 1105593 Fuerte inflamaci n cerca al cuello de un n dulo fuertemente inflamado No se si es una arteria Pero cada vez se inflama peor <> Strong inflammation near to the neck of a strongly inflamed nodule I don't know if it's an artery But it is getting worse and worse
symptom_entries 1066693 _|_Blood glucose normal_|_ <>
symptom_entries 1103930 _|_Alanine aminotransferase_|_Aspartate aminotransferase_|_Blood alkaline phosphatase_|_Blood bilirubin_|_Blood creatinine_|_Blood urea_|_Full blood count_|_ <>
symptom_entries 1063702 _|_Angiogram cerebral normal_|_Arteriogram carotid normal_|_Ataxia_|_Computerised tomogram head normal_|_ <>
symptom_entries 1069155 _|_Cerebral palsy_|_ <> _|_Band neutrophil percentage_|_Blood immunoglobulin G increased_|_Lymphocyte morphology abnormal_|_
symptom_entries 929473 _|_Vaccination site pain_|_ <>
symptom_entries 947626 _|_Pain_|_Vaccination site pain_|_ <>
symptom_entries 1000642 _|_Influenza like illness_|_ <>
symptom_entries 939412 _|_Vaccination site pain_|_Vaccination site pruritus_|_Vaccination site rash_|_ <>
symptom_entries 936338 _|_Vaccination site erythema_|_Vaccination site pain_|_Vaccination site swelling_|_ <>
symptom_entries 936197 _|_Vaccination site pain_|_ <>
symptom_entries 1183715 _|_Arthralgia_|_Dizziness_|_Insomnia_|_ <>
symptom_entries 1206583 _|_Formication_|_ <>
symptom_entries 929451 _|_Arthropod bite_|_ <>
symptom_entries 1025300 _|_Blood creatinine_|_Blood electrolytes normal_|_Troponin_|_ <>
symptom_entries 929447 _|_Vaccination site pain_|_ <>
symptom_entries 929460 _|_Lymphadenopathy_|_Pain_|_Swelling_|_ <>
symptom_entries 1095766 _|_Mass_|_X-ray abnormal_|_ <>
symptom_entries 1063243 _|_Magnetic resonance imaging brain_|_ <>
symptom_entries 998943 _|_SARS-CoV-2 test negative_|_ <>
symptom_entries 1019664 <> _|_Echocardiogram abnormal_|_
symptom_entries 1007628 _|_Blood test normal_|_Electrocardiogram normal_|_ <>
symptom_entries 1035784 _|_Chest X-ray_|_Computerised tomogram_|_Full blood count normal_|_Magnetic resonance imaging brain_|_ <>
symptom_entries 1182409 _|_Hypoaesthesia_|_Pain_|_ <>
symptom_entries 936342 _|_Pain_|_Vaccination site movement impairment_|_Vaccination site pain_|_ <>
symptom_entries 936476 _|_Vaccination site pain_|_ <>
symptom_entries 1074283 _|_Hyperhidrosis_|_Lethargy_|_ <>
symptom_entries 1182404 _|_Chest discomfort_|_Decreased appetite_|_ <>
symptom_entries 929456 _|_Chest pain_|_Lymphadenopathy_|_Pain_|_ <>
symptom_entries 929453 _|_Pain_|_Vaccination site reaction_|_Vaccination site swelling_|_ <>
symptom_entries 1177868 _|_Disorientation_|_Feeling abnormal_|_ <>
symptom_entries 1074405 _|_Hyperhidrosis_|_ <>
symptom_entries 936220 _|_Vaccination site pain_|_ <>
symptom_entries 954612 _|_Vaccination complication_|_ <>
symptom_entries 1183718 _|_Discomfort_|_Insomnia_|_Muscle spasms_|_Muscle tightness_|_ <>
symptom_entries 929433 _|_Swelling_|_ <>
symptom_entries 1052121 _|_Encephalopathy_|_ <>
symptom_entries 1182411 _|_Pain in extremity_|_ <>
symptom_entries 1183783 _|_Nasopharyngitis_|_ <>
symptom_entries 936607 _|_Vaccination site pain_|_ <>
symptom_entries 1188649 _|_Gastrointestinal disorder_|_ <>
symptom_entries 1176656 _|_Platelet count_|_ <>
symptom_entries 947535 _|_Vaccination site pain_|_ <>
symptom_entries 929471 _|_Hypoaesthesia_|_ <>
symptom_entries 947544 _|_Pain in extremity_|_ <>
symptom_entries 1188655 _|_Injection site pain_|_ <> []
symptom_entries 1179183 _|_Pain in extremity_|_Paraesthesia_|_ <>
4 columns altered
547 modified reports on 2021-05-28
Writing ... vaers_changes/2021-05-28_VAERS_CHANGES.csv
1 report with the most (9) records/lots/doses: 962303
column changes: {'symptom_entries': 46, 'SYMPTOM_TEXT': 2, 'CUR_ILL': 1, 'OTHER_MEDS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
24216 delayed/late/gapfill
98 deleted
0 restored
3 cell edits trivial not printed
50 cell edits significant
1 cells emptied entirely
2 writeups changed
All time
226936 delayed/late/gapfill
594 deleted
0 restored
134 cell edits trivial not printed
287 cell edits significant
44 cells emptied entirely
34 writeups changed
156491 never published [903617, 903618, 903619, 903653, 903657, 903667, 903675, 903679 ... 1357456, 1357457, 1357458, 1357459, 1357460, 1357461, 1357463, 1357464]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-06-04
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-06-04_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1374554
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1366144
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1374554
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1366144
1226 exact duplicates dropped in concatenated files, now 531196 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1374554
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1366144
131722 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
336331 reports to work with (unique VAERS_IDs)
7311 dropped in df_data due to no covid VAX_TYPE involved in the report
8557 dropped in df_vax due to no covid VAX_TYPE involved in the report
8865 dropped in df_syms due to no covid VAX_TYPE involved in the report
329020 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
3210 SYMPTOM_TEXT field repeat sentences deduped in 1250 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
337728 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
337728 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-06-04_VAERS_CONSOLIDATED.csv
Consolidation of 2021-06-04 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
329020 rows in df_vax_flat
Merging DATA into VAX flattened
329020 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-06-04_VAERS_FLATTENED.csv
329020 rows in vaers_flattened/2021-06-04_VAERS_FLATTENED.csv
Flattening of 2021-06-04 done
Using flat 2021-05-28 already in memory, 294800 rows
Using flat 2021-06-04 already in memory, 329020 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-05-28 already in memory
Comparing
2021-05-28 v. 2021-06-04
329020 this drop total covid
294800 previous total covid
294588 identical set aside
34432 this drop to work with
212 previous to work with
34220 difference
12977 new in 2021-06-04
21281 delayed this week
38 deleted this week kept
0 restored this week
Column value changes
SPLTTYPE 941946 [] <> VSafe
51 SPLTTYPE [] <> vsafe [903384, 903945, 904331, 904498, 905783, 905876, 907991, 908685, 908995, 909016, 910911, 914937, 920673, 930446, 931694, 933977, 934506, 938868, 941552, 941846, 943919, 943981, 947014, 947686, 951826, 964506, 979052, 986568, 991493, 1041718, 1051701, 1089259, 1089404, 1112383, 1123186, 1137443, 1147564, 1147644, 1166125, 1187397, 1187893, 1195390, 1196226, 1196691, 1197134, 1199045, 1200726, 1201212, 1207598, 1209619, 1210475]
SPLTTYPE 1337168 Vasafe <> vsafe
7 SPLTTYPE vasfe <> vsafe [1324036, 1326491, 1327710, 1333997, 1334464, 1337497, 1343826]
STATE 1142725 [] <> FR
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1186014 April 2 2021 date of 04/02/2021 on <>
SYMPTOM_TEXT 1282927 Dr <> 05/14/2021
SYMPTOM_TEXT 1297558 white <>
symptom_entries 1094509 _|_Blood calcium normal_|_Carbon dioxide increased_|_Computerised tomogram_|_Electrocardiogram_|_Mean cell haemoglobin normal_|_Tenderness_|_White blood cell count normal_|_ <>
symptom_entries 1153910 _|_Abdominal pain upper_|_Bradycardia_|_Eye irritation_|_Vaccination site pain_|_ <>
symptom_entries 1054128 _|_Computerised tomogram abdomen_|_ <>
symptom_entries 1154026 _|_Heart rate_|_Swollen tongue_|_Throat tightness_|_ <>
symptom_entries 1148240 _|_Cardiac failure acute_|_ <>
symptom_entries 1280493 _|_Chest pain_|_Echocardiogram normal_|_ <>
symptom_entries 1041211 _|_Blood alkaline phosphatase increased_|_SARS-CoV-2 antibody test_|_SARS-CoV-2 antibody test positive_|_ <>
symptom_entries 1095197 _|_Alanine aminotransferase normal_|_Albumin globulin ratio_|_Albumin globulin ratio normal_|_Aspartate aminotransferase normal_|_Basophil count decreased_|_Basophil count normal_|_Bilirubin urine_|_Blood alkaline phosphatase normal_|_Blood bilirubin normal_|_Blood chloride normal_|_Blood glucose decreased_|_Blood glucose normal_|_Blood lactic acid_|_Blood potassium normal_|_Blood sodium normal_|_Blood urine absent_|_Carbon dioxide normal_|_Electrocardiogram_|_Eosinophil count decreased_|_Eosinophil count normal_|_Fibrin D dimer increased_|_Glomerular filtration rate_|_Glucose urine absent_|_Haematocrit normal_|_Mean cell haemoglobin concentration normal_|_Mean cell volume normal_|_Mean platelet volume normal_|_Monocyte count normal_|_Monocyte percentage_|_Nitrite urine absent_|_Protein urine absent_|_Red blood cell count normal_|_Specific gravity urine normal_|_Streptococcus test_|_Urine ketone body absent_|_Urine leukocyte esterase_|_White blood cells urine negative_|_White blood cells urine positive_|_pH urine normal_|_ <>
symptom_entries 1317134 _|_Computerised tomogram abnormal_|_ <> _|_Angiogram pulmonary abnormal_|_
symptom_entries 1153837 _|_Anaphylactic reaction_|_ <>
symptom_entries 1154051 _|_Blood immunoglobulin E_|_Fatigue_|_ <>
symptom_entries 1154042 _|_Erythema_|_ <>
symptom_entries 992603 _|_Angiogram_|_Deep vein thrombosis_|_Hypotension_|_Ultrasound Doppler_|_ <> _|_SARS-CoV-2 test negative_|_
symptom_entries 1136945 _|_Heart sounds abnormal_|_ <>
symptom_entries 1153887 _|_Therapy non-responder_|_ <>
symptom_entries 1153878 _|_Blood test_|_ <>
symptom_entries 1153904 _|_Arthralgia_|_Blood pressure measurement_|_Body temperature increased_|_Myalgia_|_Pain in extremity_|_Pyrexia_|_ <>
symptom_entries 1221182 _|_Pyrexia_|_Vaccination site pain_|_ <>
symptom_entries 1031466 _|_Asthenia_|_Back pain_|_Cerebrovascular accident_|_ <>
symptom_entries 1250025 _|_Vaccination site mass_|_Vaccination site swelling_|_ <>
symptom_entries 1066973 _|_Computerised tomogram head_|_ <>
symptom_entries 1068047 _|_Off label use_|_Product use issue_|_ <>
symptom_entries 1030019 _|_Bedridden_|_Decreased appetite_|_Troponin_|_ <>
symptom_entries 1049728 _|_Blood fibrinogen_|_Blood lactate dehydrogenase_|_C-reactive protein_|_Full blood count_|_International normalised ratio_|_Lipase_|_Metabolic function test_|_Procalcitonin_|_Serum ferritin_|_ <>
symptom_entries 1153891 _|_Blood glucose_|_Blood glucose abnormal_|_ <> []
symptom_entries 1153883 _|_Blood pressure measurement_|_Heart rate_|_ <>
symptom_entries 1153901 _|_Blood pressure measurement_|_ <>
symptom_entries 1095030 _|_Echocardiogram abnormal_|_ <>
symptom_entries 1276843 _|_Blood test_|_Lymphadenopathy_|_Neck pain_|_SARS-CoV-2 test_|_ <>
symptom_entries 1010500 _|_Body temperature_|_ <>
symptom_entries 1153897 _|_Body temperature_|_Fatigue_|_Pregnancy test_|_ <>
2 symptom_entries _|_Drug ineffective_|_SARS-CoV-2 antibody test_|_ <> [1154025, 1276850]
5 symptom_entries _|_Drug ineffective_|_SARS-CoV-2 test_|_ <> [1154046, 1154056, 1154062, 1276841, 1276849]
2 symptom_entries _|_SARS-CoV-2 test_|_ <> [1154059, 1154108]
symptom_entries 1316701 <> _|_SARS-CoV-2 test positive_|_
symptom_entries 1154053 _|_SARS-CoV-2 test_|_Vaccination failure_|_ <>
symptom_entries 1154054 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1004864 <> _|_Diabetes mellitus_|_Hypertension_|_
symptom_entries 1130492 _|_Headache_|_ <>
symptom_entries 1153896 _|_Heart rate_|_Oxygen saturation_|_Respiratory rate_|_ <>
symptom_entries 1031460 _|_Cystitis_|_ <>
symptom_entries 1217059 _|_Pain_|_ <>
symptom_entries 1217521 _|_Pain_|_ <>
symptom_entries 1154040 _|_Malaise_|_ <>
symptom_entries 1154037 _|_Drug ineffective_|_SARS-CoV-2 test_|_ <>
symptom_entries 1030851 _|_Erythema_|_ <>
symptom_entries 1217465 _|_Exposure via skin contact_|_ <>
symptom_entries 1217499 _|_Insomnia_|_ <>
symptom_entries 1153890 _|_Pain_|_Syncope_|_ <>
symptom_entries 1217697 _|_Pain_|_ <>
symptom_entries 1253437 _|_Pain_|_ <>
symptom_entries 1254115 _|_Taste disorder_|_ <>
symptom_entries 1153908 _|_Vaccination site pain_|_ <>
4 columns altered
768 modified reports on 2021-06-04
Writing ... vaers_changes/2021-06-04_VAERS_CHANGES.csv
1 report with the most (9) records/lots/doses: 962303
column changes: {'SPLTTYPE': 112, 'symptom_entries': 59, 'SYMPTOM_TEXT': 3, 'STATE': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'VAX_LOT': 0}
This week
21281 delayed/late/gapfill
38 deleted
0 restored
1 cell edits trivial not printed
175 cell edits significant
1 cells emptied entirely
3 writeups changed
All time
248217 delayed/late/gapfill
632 deleted
0 restored
135 cell edits trivial not printed
462 cell edits significant
45 cells emptied entirely
37 writeups changed
139143 never published [903617, 903618, 903619, 903653, 903657, 903667, 903675, 903679 ... 1374529, 1374533, 1374537, 1374544, 1374546, 1374548, 1374551, 1374552]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-06-11
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-06-11_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1392132
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1382497
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1392132
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1382497
1293 exact duplicates dropped in concatenated files, now 562975 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1392132
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1382497
131722 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
366427 reports to work with (unique VAERS_IDs)
8049 dropped in df_data due to no covid VAX_TYPE involved in the report
9435 dropped in df_vax due to no covid VAX_TYPE involved in the report
9865 dropped in df_syms due to no covid VAX_TYPE involved in the report
358378 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1973 SYMPTOM_TEXT field repeat sentences deduped in 858 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
368629 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
368629 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-06-11_VAERS_CONSOLIDATED.csv
Consolidation of 2021-06-11 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
358378 rows in df_vax_flat
Merging DATA into VAX flattened
358378 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-06-11_VAERS_FLATTENED.csv
358378 rows in vaers_flattened/2021-06-11_VAERS_FLATTENED.csv
Flattening of 2021-06-11 done
Using flat 2021-06-04 already in memory, 329020 rows
Using flat 2021-06-11 already in memory, 358378 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-06-04 already in memory
Comparing
2021-06-04 v. 2021-06-11
358378 this drop total covid
329020 previous total covid
328454 identical set aside
29924 this drop to work with
566 previous to work with
29358 difference
10378 new in 2021-06-11
19075 delayed this week
95 deleted this week kept
0 restored this week
Column value changes
HISTORY 1 cell of trivial non-letter differences ignored
SPLTTYPE 3 cells of trivial non-letter differences ignored
80 SPLTTYPE [] <> vsafe [929238, 938629, 941559, 962637, 979839, 983242, 983312, 989533, 1004863, 1022594, 1029355, 1029775, 1053903, 1053940, 1053944, 1054363, 1055001, 1055157, 1063244, 1073953, 1084068, 1085563, 1088027, 1099456, 1112333, 1125393, 1129866, 1135928, 1147301, 1154226, 1154430, 1168540, 1175336, 1214168, 1221564, 1222097, 1222580, 1226156, 1231245, 1233041, 1234054, 1243123, 1245338, 1248418, 1250315, 1251923, 1256730, 1258442, 1270840, 1273648, 1281091, 1283021, 1289804, 1291397, 1308239, 1317552, 1317737, 1322076, 1327419, 1334414, 1337411, 1343230, 1344035, 1347481, 1347568, 1357958, 1358075, 1358410, 1358623, 1358633, 1360778, 1361673, 1364613, 1364704, 1367781, 1368116, 1368349, 1368502, 1368599, 1368667]
SPLTTYPE 1205095 vsfae <> vsafe
SYMPTOM_TEXT 4 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1123783 express <> urgent
SYMPTOM_TEXT 1133286 Dr Neurologist PCM <>
SYMPTOM_TEXT 1198251 Kaiser <> clinic
SYMPTOM_TEXT 1167994 <> with PCM
SYMPTOM_TEXT 1321020 <> EDD
SYMPTOM_TEXT 1311035 on 3/1 <>
SYMPTOM_TEXT 1272014 3/13 <>
SYMPTOM_TEXT 1220311 apple <>
SYMPTOM_TEXT 1108691 Sensaci n molesta en el pecho Dolor leve Aceleraci n de ritmo card aco repentino <> Uncomfertable feeling in the chest Soft pain Sudden heart rate acceleration
symptom_entries 1153891 [] <> _|_Blood glucose_|_Blood glucose abnormal_|_
symptom_entries 978069 _|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1154026 <> _|_Heart rate_|_Swollen tongue_|_Throat tightness_|_
symptom_entries 1229789 _|_Computerised tomogram abnormal_|_ <>
symptom_entries 1237667 _|_Echocardiogram normal_|_ <> _|_Carbon dioxide abnormal_|_Glycosylated haemoglobin increased_|_Haematocrit increased_|_Haemoglobin increased_|_Lymphocyte percentage increased_|_Mean cell haemoglobin increased_|_Mean cell volume increased_|_Monocyte percentage increased_|_Neutrophil percentage decreased_|_White blood cell count decreased_|_
symptom_entries 1338829 _|_Alanine aminotransferase normal_|_Aspartate aminotransferase normal_|_Blood bicarbonate_|_Blood creatinine normal_|_Blood potassium normal_|_Blood urea normal_|_Haemoglobin normal_|_Hyponatraemia_|_Platelet count normal_|_Rash papular_|_SARS-CoV-2 antibody test_|_Serum ferritin normal_|_Troponin increased_|_ <>
symptom_entries 1077758 _|_Confusional state_|_Disorientation_|_Fear_|_Renal impairment_|_ <>
symptom_entries 1276706 _|_COVID-19_|_ <>
symptom_entries 1342593 _|_Laboratory test normal_|_ <>
symptom_entries 1154101 _|_Heart rate_|_ <>
symptom_entries 1157567 _|_Paraesthesia_|_ <>
symptom_entries 1154051 <> _|_Blood immunoglobulin E_|_Fatigue_|_
symptom_entries 1333670 _|_Fibrin D dimer increased_|_ <>
symptom_entries 1153887 <> _|_Therapy non-responder_|_
symptom_entries 1153878 <> _|_Blood test_|_
symptom_entries 1277266 _|_Discomfort_|_Dysgeusia_|_Echocardiogram_|_Illness_|_Investigation_|_Troponin_|_ <>
symptom_entries 1154123 _|_Rash_|_ <>
symptom_entries 1120155 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1030019 <> _|_Bedridden_|_Decreased appetite_|_Troponin_|_
symptom_entries 1153904 <> _|_Arthralgia_|_Blood pressure measurement_|_Body temperature increased_|_Myalgia_|_Pain in extremity_|_Pyrexia_|_
symptom_entries 1157561 _|_Blood glucose fluctuation_|_Decreased appetite_|_Illness_|_Nausea_|_ <>
symptom_entries 1119104 _|_Fibrin D dimer normal_|_ <>
symptom_entries 1104167 _|_Blood test normal_|_Cardiac monitoring normal_|_Electrocardiogram normal_|_X-ray normal_|_ <>
symptom_entries 1276693 _|_Blood test_|_Chest X-ray_|_Chills_|_Computerised tomogram head_|_Electrocardiogram_|_Insomnia_|_Loss of consciousness_|_Lymphadenopathy_|_Musculoskeletal disorder_|_Pain in extremity_|_Pyrexia_|_ <>
symptom_entries 1022021 _|_Body temperature_|_Drug ineffective_|_SARS-CoV-2 test_|_Suspected COVID-19_|_ <>
symptom_entries 1280371 _|_Brain natriuretic peptide normal_|_Ejection fraction normal_|_Influenza virus test negative_|_Red blood cell sedimentation rate normal_|_ <>
symptom_entries 1154046 <> _|_Drug ineffective_|_
2 symptom_entries <> _|_Drug ineffective_|_SARS-CoV-2 test_|_ [1154056, 1154062]
symptom_entries 1154053 <> _|_SARS-CoV-2 test_|_Vaccination failure_|_
symptom_entries 1154025 <> _|_Drug ineffective_|_SARS-CoV-2 antibody test_|_
symptom_entries 1022009 _|_SARS-CoV-2 test_|_ <>
2 symptom_entries <> _|_SARS-CoV-2 test_|_ [1154059, 1154108]
symptom_entries 1154084 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1276701 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1088749 _|_CSF test normal_|_ <>
symptom_entries 1153896 <> _|_Heart rate_|_Oxygen saturation_|_Respiratory rate_|_
symptom_entries 1157520 _|_Chest pain_|_Feeling of body temperature change_|_Pain_|_ <>
symptom_entries 1153910 <> _|_Abdominal pain upper_|_Bradycardia_|_Eye irritation_|_Vaccination site pain_|_
symptom_entries 1061907 _|_Computerised tomogram_|_Magnetic resonance imaging_|_ <>
symptom_entries 1158675 _|_Condition aggravated_|_ <>
symptom_entries 972540 <> _|_Seizure_|_
symptom_entries 1162124 _|_Death_|_ <>
symptom_entries 1157604 _|_Gastric cancer stage IV_|_ <>
symptom_entries 1157530 _|_Pyrexia_|_ <>
symptom_entries 1154040 <> _|_Malaise_|_
symptom_entries 1276712 _|_Syncope_|_ <>
symptom_entries 1153890 <> _|_Pain_|_Syncope_|_
symptom_entries 1153901 <> _|_Blood pressure measurement_|_
symptom_entries 1249827 _|_Myalgia_|_ <>
symptom_entries 1153881 _|_Pain_|_ <>
symptom_entries 1093782 _|_Syncope_|_ <>
symptom_entries 1254476 _|_Rhinorrhoea_|_ <>
symptom_entries 1154037 <> _|_Drug ineffective_|_SARS-CoV-2 test_|_
symptom_entries 1153908 <> _|_Vaccination site pain_|_
4 columns altered
1103 modified reports on 2021-06-11
Writing ... vaers_changes/2021-06-11_VAERS_CHANGES.csv
1 report with the most (9) records/lots/doses: 962303
column changes: {'SPLTTYPE': 406, 'symptom_entries': 57, 'SYMPTOM_TEXT': 10, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
19075 delayed/late/gapfill
95 deleted
0 restored
8 cell edits trivial not printed
473 cell edits significant
0 cells emptied entirely
10 writeups changed
All time
267292 delayed/late/gapfill
727 deleted
0 restored
143 cell edits trivial not printed
935 cell edits significant
45 cells emptied entirely
47 writeups changed
126539 never published [903617, 903618, 903619, 903653, 903657, 903667, 903675, 903679 ... 1392123, 1392124, 1392126, 1392127, 1392128, 1392129, 1392130, 1392131]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-06-18
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-06-18_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1410486
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1407675
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1410486
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1407675
1371 exact duplicates dropped in concatenated files, now 594421 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1410486
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1407675
131722 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
396138 reports to work with (unique VAERS_IDs)
8851 dropped in df_data due to no covid VAX_TYPE involved in the report
10430 dropped in df_vax due to no covid VAX_TYPE involved in the report
10852 dropped in df_syms due to no covid VAX_TYPE involved in the report
387287 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
2242 SYMPTOM_TEXT field repeat sentences deduped in 870 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
399080 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
399080 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-06-18_VAERS_CONSOLIDATED.csv
Consolidation of 2021-06-18 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
387287 rows in df_vax_flat
Merging DATA into VAX flattened
387287 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-06-18_VAERS_FLATTENED.csv
387287 rows in vaers_flattened/2021-06-18_VAERS_FLATTENED.csv
Flattening of 2021-06-18 done
Using flat 2021-06-11 already in memory, 358378 rows
Using flat 2021-06-18 already in memory, 387287 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-06-11 already in memory
Comparing
2021-06-11 v. 2021-06-18
387287 this drop total covid
358378 previous total covid
358200 identical set aside
29087 this drop to work with
178 previous to work with
28909 difference
11092 new in 2021-06-18
17896 delayed this week
80 deleted this week kept
1 restored this week 1347783
Column value changes
AGE_YRS 1349827 55.0 <> 56.0
AGE_YRS 1332463 59.0 <> 58.0
ALLERGIES 1 cell of trivial non-letter differences ignored
ALLERGIES 1289481 ALERGIA A COMIDA CRUST CEOS Y MOLUSCOS <> Crustaceans and molluscs
ALLERGIES 1201527 Alergia a la Penicilina Alergia al comer carne de cerdo <> Allergic to penicillin and pork
ALLERGIES 1372576 Alergico a la penicilina <> Penicillin allergy
ALLERGIES 1220399 Asa iodine penicillins <> ASAL Iodine Penicillin
3 ALLERGIES Aspirina <> Aspirin [1137888, 1205516, 1285299]
ALLERGIES 1268237 Gluten y aspirina <> Gluten and aspirin
ALLERGIES 1214998 Frademicina <> Frademicin
ALLERGIES 1289013 NINGUNNO <> None
4 ALLERGIES Ninguna <> None [1139271, 1146234, 1206235, 1259297]
4 ALLERGIES Ninguno <> None [1256065, 1270732, 1271605, 1283442]
ALLERGIES 1281351 Ninguno, <> None
ALLERGIES 1343943 No que yo sepa <> None that I know of
ALLERGIES 1180422 Penicilina <> Penicilin
ALLERGIES 1268310 Penicilina <> Penicillin
ALLERGIES 1209689 Penicilina <> Penicillin
2 ALLERGIES ninguna <> None [1259612, 1260945]
ALLERGIES 1214447 ninguno <> None
ALLERGIES 1149032 no aplica <> Does not Apply
CAGE_YR 1332463 [] <> 58.0
CUR_ILL 1214998 Arritmia card aca <> Cardiac Arrhythmia
CUR_ILL 1270732 Ciculacion <> Circulation
CUR_ILL 1264577 Dolor de garganta <> Throat pain
CUR_ILL 1287820 Hipotiroidismo <> Hypothyroidism
CUR_ILL 1220399 Infecci n de garganta 3 days ZytromaX <> Throat Infection 3 days ZYTHROMAX
CUR_ILL 1289481 NINGUNA ENFERMEDAD <> No disease
CUR_ILL 1289013 NINGUNAS <> None
7 CUR_ILL Ninguna <> None [1180422, 1206235, 1209539, 1216346, 1259297, 1343943, 1372576]
CUR_ILL 1281351 Ninguna. <> None
CUR_ILL 1285299 Ninguna. <> None.
2 CUR_ILL Ninguno <> None [1256065, 1271605]
CUR_ILL 1283442 Resistencia a la insulina <> Insulin resistant
CUR_ILL 1257826 Solo problemas con las alergias y colesterol <> Just problems with allergies and cholesterol
CUR_ILL 1268237 miomas uterinos y quistes <> Uterine fibroids and cysts
3 CUR_ILL ninguna <> None [1259612, 1260945, 1297020]
CUR_ILL 1214447 ninguno <> None
CUR_ILL 1149032 no aplica <> Does not apply
DATEDIED 11 cells of trivial non-letter differences ignored
12 DIED [] <> Y [1034500, 1071120, 1099617, 1222886, 1258483, 1290894, 1296384, 1337021, 1352131, 1385652, 1388057, 1391671]
HISTORY 1289013 COLESTEROL <> Cholesterol
HISTORY 1289481 CONDICI N DE LA PIEL ECZEMA <> Eczema
HISTORY 1146234 Escoliosis <> Scoliosis
HISTORY 1260550 artritis <> disease and arthritis
HISTORY 1220399 ansiedad Abnea <> Anxiety Apnea
8 HISTORY Ninguna <> None [1180422, 1206235, 1213967, 1259297, 1270732, 1283442, 1343943, 1372576]
HISTORY 1285299 Ninguna. <> None.
2 HISTORY Ninguno <> None [1256065, 1271605]
HISTORY 1281351 Ninguno. <> None
HISTORY 1287374 No s lo asma <> No only asthma
HISTORY 1216346 Problemas artr ticos ligeros <> Mild arthritic problems
HISTORY 1214998 Tr s dias ap s a vacina meu corpo apresentou erup es cut neas <> Three days after the vaccine my body presented a skin rash
HISTORY 1214447 alergias estacionales <> Seasonal Allergies
HISTORY 1344187 lupus menopausia <> Lupus Menopause
3 HISTORY ninguna <> None [1259612, 1260945, 1297020]
HISTORY 1149032 no aplica <> Does not apply
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1256474 Despues de las la noche llege a emergencias Se le llevo cabo un ultrasonido y rayos X en el afectada examenes sangre <> After at night I arrived the emergency room An ultrasound and X-rays were carried out on affected blood tests
LAB_DATA 1263400 laboratorio de sangre con resultados normales <> blood lab with normal results
LAB_DATA 1266791 1 ABRIL 2021 <> April 1st 2021
LAB_DATA 1270732 Sonomamografia realizada el en seno izquierdo Neuropatia Dianostico recibido por evaluacion medica Neurologo <> Sonomamography performed on in left breast Neuropathy Diagnosis received for medical evaluation Neurologist
LAB_DATA 1259297 A n no tengo los resultados de mis estudios m dicos Recien hoy me ha revisado un doctor <> I don't have the results yet I just went to the doctor today
LAB_DATA 1287820 CBC Abril/24/2021 Plaquetas 65,000 <> CBC done on April 24 2021 Platelets 65,000
LAB_DATA 1139271 En Marzo 26 acudi a la emergency por par lisis facial y tuvo un scan normal y otros an lisis samguineos <> Went to ER on March 26th because of facial paralysis Had bloodwork and imaging done
LAB_DATA 1146234 Hasta el dia de hoy ninguno hecho el medico PCP que me atiende todavia no tiene el Reporte de los Efectos Adversos de la 1ra Dosis de la Vacunacion Estoy en camino a hacerlo <> I have not done any labs yet My PCP does not have the adverse event report of the first dose yet I am on my way to have labs done
LAB_DATA 1372576 Los examines de laboratorio que me han hecho Los medicos dicen que todo esta normal <> The lab tests that have been done to me the doctors say that everything is normal
LAB_DATA 1289481 ME RECETARON MEDICAMENTOS PARA LOS PROXIMOS DIAS DEL EVENTO CAP 3 VECES AL D A CADA 8 HORAS Y TAB 1 VEZ DIA SI NO BEBO EL MEDICAMENTO SE TRANCA PECHO LA GARGANTA SALEN RONCHAS EN LAS PIERNAS BRAZOS <> They prescribed me medication for the days of event caps three times a day every eight hours tabs once
LAB_DATA 1137888 Medicion de vitales y ver nota descripcion evento <> Measurement of vitals and see event description note
LAB_DATA 1327764 Medico Fisiatra medico Neurologo medico Cardiologo medico Generalista <> Physiatrist Neurologist Cardiologist Generalist
LAB_DATA 1281351 NINGUNA <> None
LAB_DATA 1220399 Ninguna <> None
LAB_DATA 1256065 Ninguno <> None
LAB_DATA 1261956 Ninguno <> None.
LAB_DATA 1283442 Ninguno al momento <> None at the moment
LAB_DATA 1205516 Paciente concsulto con su medico pero no se hizo ninguna prueba de laboratorio <> Patient consulted with his doctor but no laboratory test was done
LAB_DATA 1347673 Primeramente se hizo test de audici n y se me dio pastillas de esteroides por 1 semana se hizo otro test de audici n y los resultados mostraron m s p rdida por lo que se me deriv a la donde de urgencia se me puso inyeccion de esteroides 3 en total con una diferencia de d as entre una y otra Hasta ahora no he podido recuperar mi audici n completa y no he sentido mejor a <> First a hearing test was done and I was given steroid pills for 1 week another hearing test was done and the results showed more loss so I was referred to the University where I was given an urgent injection of steroids 3 in total with a difference of days between one and the other So far I have not been able to regain my full hearing and I have not felt any improvement
LAB_DATA 1378067 Ultrasonido Electrocardiograma An lisis de sangre 6/5/2121 6/6/2121 <> Ultrasound Electrocardiogram Blood test 6/5/21 6/6/21
2 LAB_DATA ninguno <> None [1259612, 1268237]
LAB_DATA 1149032 ninguno al momento <> None at the moment
LAB_DATA 1344187 sonograma renal salio normal <> renal sonogram came out normal
ONSET_DATE 1 cell of trivial non-letter differences ignored
OTHER_MEDS 1 cell of trivial non-letter differences ignored
OTHER_MEDS 1343943 Nada <> None
OTHER_MEDS 1283442 Ningino <> None
OTHER_MEDS 1256474 Ningun medicamento <> None
11 OTHER_MEDS Ninguno <> None [1138944, 1180422, 1205927, 1206235, 1209539, 1213967, 1256065, 1261956, 1271605, 1287374, 1372576]
OTHER_MEDS 1281351 Ninguno. <> None
2 OTHER_MEDS ninguno <> None [1201527, 1214447]
OTHER_MEDS 1270732 Aspirina 325mg <> Aspirin 325mg
OTHER_MEDS 1259297 Colageno liquido <> Liquid collagen
OTHER_MEDS 1260945 Suplementos Dieteticos <> Dietary supplements
OTHER_MEDS 1300461 Astovastatina <> Atorvastatin
OTHER_MEDS 1149080 Hydrchlorothiazide 50MG <> Hydrochlorothiazide 50MG
OTHER_MEDS 1139271 Gavapectin y <> Gabapentin and
OTHER_MEDS 1287820 <> and
OTHER_MEDS 1255894 Vitamina Col geno <> Vitamin Collagen
OTHER_MEDS 1260550 cetiricine liothyrine <> Cetirizine 10mg and Liothyronine
OTHER_MEDS 1214998 Vitamina Escitaloplan Clonazepan <> Vitamin Escitalopram Clonazepam
OTHER_MEDS 1146234 Multi vitaminas minerales 1 tab diaria Vitamina C 1 tab/diaria 500mg <> Multivitamins 1 tab daily and vitamin C 500mg 1 tab daily
OTHER_MEDS 1216346 Vitaminas Complejo B y Complejo C ocasionalmente acetaminofen <> Vitamins Complex B and Complex C occasionally acetaminophen
OTHER_MEDS 1289481 EL PACIENTE NO ESTABA BEBIENDO NING N MEDICAMENTO AL MOMENTO DE ADMINISTRARLE LA VACUNA <> Patient is not on any medications as of the day of getting vaccinated
OTHER_MEDS 1289013 PARA EL COLESTEROL LA PRESION 25 MG <> For cholesterol High blood pressure 25mg
OTHER_MEDS 1205516 Paciente toma Hydrea Segun paciente habia dejado de tomar 1 o 2 dias antes <> Patient takes Hydrea According to the patient he had stopped taking 1 or 2 days before
OTHER_MEDS 1220399 Avalide150/12.5 300mg Klonazepan 0.5 Plavix 75mg Questran light 1 Zegerid 40/1000 Pepcid 40mg 2.0 mg night 5mg 2x500mg after 2 hrs vaccinate <> AVALIDE KLONOPIN PLAVIX QUESTRAN ZEGERID PEPCID
OTHER_MEDS 1294096 <> VENETOCLAX ABBVIE
OTHER_MEDS 1257826 aspirina y no me acuerdo de la medicina para presi n empieza con algo tengo a mano <> aspirin and I do not remember the medicine for pressure starts with something have it on hand
PRIOR_VAX 1289630 Fiebre,dolor muscular y dolor de cabeza <> Fever Muscle aches
PRIOR_VAX 1209689 Dolor de cabeza mareos y visi n borrosa <> Headaches dizziness and blurred vision
PRIOR_VAX 1255894 Menstruaci n con fuerte dolor de cabeza y sangrado con co gulos <> Menstruation with severe headache and bleeding with clots
PRIOR_VAX 1285299 Ten a como os Me di dificultad respiratoria y bronquitis <> I was like years old It gave me shortness of breath and bronchitis
PRIOR_VAX 1259612 edad a os vacuna primera dosis la aplicacion fue el dia 23-04-2021 <> age years first dose vaccine The application was on 04-23-2021
PRIOR_VAX 1270732 Evento Adverso dolor agudo y calambres en ambas piernas calambre pierna izquierda Edad del <> Yes Adverse Event acute pain and cramps in both legs cramp the left leg Patient age 55
STATE 1209128 ID <> AZ
4 STATE ID <> IL [1209155, 1215128, 1323588, 1323828]
STATE 1358417 ID <> OH
3 STATE [] <> PR [1216017, 1299805, 1331156]
STATE 1316715 [] <> VA
SYMPTOM_TEXT 3 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1270732 en seno izquierdo Neuropatia ambas piernas Este dianostico lo recibi del Neurologo que evaluo el <> in the left breast Neuropathy both legs I received this diagnosis from Neurologist who evaluated on
SYMPTOM_TEXT 1256065 10 horas luego de la vacuna dolor muscular en el sitio de la vacuna 16 horas luego de la vacuna fiebre y malestar gral tratado con acetaminof n Hoy 25 de abril ha desaparecido el malestar gral pero persiste el dolor en el lugar de la vacuna <> 10 hours after the vaccine muscle pain at the vaccination site 16 hours after the vaccine fever and general discomfort treated with acetaminophen Today April 25 the general discomfort has disappeared but the pain persists in the place of the vaccine
SYMPTOM_TEXT 1259612 a las 48 horas de haberme sido administrada la vacuna tuve comezon en las manos cara y pies hormigueo entumecimiento en las manos mucha comezon en partes del cuerpo <> 48 hours after the vaccine was administered I had itching on my hands face and feet tingling numbness in the hands a lot of itching in parts of the body
SYMPTOM_TEXT 1137888 Paciente se manten en observaci n por luego de la administraci vacuna notifica enfermera encargada del que siente picor antebrazo misma procede notificar al personal miden vitales B/P 91mg/dl Se canaliza paciente con Comienza ambos brazos y espalda clinica ordena administrar verbaliza tener lengua pesada brazo izquierdo adormecido e indica no puede respirar descontinuo coloca canula Indica sentirse mejor coloco administracion comenzo movimientos involuntarios piernas descontinua el medicamento Disminuyeron transportarla ambulancia llamada mas cercano <> Patient was kept under observation for after the administration of vaccine notifies nurse in charge that he feels itchy forearm she proceeds to notify staff vitals are measured B P 91mg dl is channeled with Starts on both arms and back clinic orders administer verbalizes having heavy tongue numb left arm indicates cannot breathe discontinued cannula placed Indicates feeling better began involuntary movements legs The drug Involuntary decreased She transported by ambulance calling nearest
SYMPTOM_TEXT 1255894 Luego de la primera dosis de la vacuna contra el COVI-19 de Moderna lleg mi menstruaci n con un fuerte dolor de cabeza y en toda la menstruaci n tuve sangrado con co gulos Esto nunca me hab a sucedido <> After the first dose of Moderna's COVID-19 vaccine my period came with a severe headache and throughout my period I had bleeding with clots This had never happened to me
SYMPTOM_TEXT 1287374 Luego de la vacunaci n conforme pasaron los d as la comida comenz a olerme rara Ya lleg al punto de que ese olor lo siento en el sabor Los alimentos y l quidos me saben a metal Algunos alimentos como el pan no los tolero <> After the vaccination as the days passed the food began to smell strange It has already reached the point that I feel that smell in the taste Food and liquids taste like metal to me Some foods like bread I can't tolerate
SYMPTOM_TEXT 1201527 Casi 2 dias con fiebre dolor en el cuerpo ardor en la piel sin energia y con mareos <> Almost two days with fever body ache burning skin lack of energy and dizziness
SYMPTOM_TEXT 1260945 Comienzo de menstruacion despues de no haber menstruado desde Octubre del 2020 <> Beginning of menstruation after not having menstruated since October 2020
SYMPTOM_TEXT 1283442 Dolor de cuerpo fatiga dolor de cabeza leve hasta el segundo d a Tuve escalofr os durante el primer d a luego desaparecieron y no volvieron a ocurrir Estoy en el 3er d a y siento sensibilidad en las piernas y tendencia a adormecimiento que a n no para No es constante es cada cierto tiempo cuando estoy presionando mis pies sobre algo por mucho tiempo <> Body ache fatigue mild headache up to the second day I had chills for the first day then they went away and didn't happen again I am on the 3rd day and I feel tenderness in my legs and a tendency to numbness that still does not stop It is not constant it is every so often when I am pressing my feet on something for a long time
SYMPTOM_TEXT 1264577 Escalosfr os Dolor de cabeza mareo nauseas dolor de cuerpo fiebre <> Chills Headache Dizziness Nausea Body aches Fever
SYMPTOM_TEXT 1327764 Desviacion de la comisura de la boca lado izquierdo ojo izquiero lloroso lengua pesada perdida de fuerza en mano izquierda y problemas del habla <> Deviation of the corner of the mouth on the left side watery left eye heavy tongue loss of strength in the left hand and speech problems
SYMPTOM_TEXT 1300461 Par lisis facial en el lado derecho <> Facial paralysis on the right side
SYMPTOM_TEXT 1180422 Fiebre escalofr os cansancio dolor de cabeza dolor muscular n useas <> Fever chills tiredness headache muscle pain nausea
SYMPTOM_TEXT 1266791 FIEBRE TOS MALESTAR GENERAL FATIGA <> Fever cough malaise and fatigue
SYMPTOM_TEXT 1289630 Fiebre,dolor muscular y dolor de cabeza <> Fever muscle pain and headaches
SYMPTOM_TEXT 1378067 Fiebre cansancio esperado Dolor en el pecho Variacion en el ritmo cardiaco Dolor al respirar y solo al hacer respiraciones profundas <> Fever tiredness expected Chest pain Variation in heart rate Pain when breathing and only when taking deep breaths
SYMPTOM_TEXT 1271605 Fiebres dolor de cabeza un poco de tos dolor de huesos falta de apetito brazo donde se coloco la inyeccion dormido <> Fevers headache slight cough bone pain poor appetite arm where the injection was given asleep
SYMPTOM_TEXT 1349827 <> Narrative
SYMPTOM_TEXT 1209689 Dolor de cabeza mareos y visi n borrosa <> Headaches dizziness and blurred vision
SYMPTOM_TEXT 1138944 Fiebre alta dolor de cabeza dolor corporal fuerte <> High fever headache and severe body pain
SYMPTOM_TEXT 1257826 Senti como me quemaba dentro del brazo hasta subiendo por el cuello y llegando a la cabeza cansada dolor de cabeza y mareada pero lo m s importante es que el lado izquierdo es dormido como si tuviera anestesia todavia el d a de hoy es igual el brazo es con dolor y baja en la parte de abajo de mi axila y contin a hacia mi pecho <> I felt like it burned inside my arm going up my neck and reaching my head tired headache and dizzy but the most important thing is that the left side is asleep as if it had anesthesia Today the arm is still the same with pain and goes down into the bottom of my armpit and continues towards my chest
SYMPTOM_TEXT 1206235 Tuve reacci n hasta el tercer d a que me causo la vacuna alergia anaphylaxis <> I had a reaction until the third day that I got the vaccine allergy anaphylaxis
SYMPTOM_TEXT 1268237 Tengo un fuere dolor en el vientre bajo empezo leve pero se a ido aumentando como transcurre la semana la primera dosis fue lo mismo pero no tan fuerte y tambien se me inflamo el abdomen tengo escalofrio y malestar general he tenido dolor de cabeza continuo que no ha disminuido hasta ahora me duele el cuello y siento mucho cansancio <> I have a severe pain in the lower abdomen that started mild but has increased as the week passes The first dose was the same but not so strong and my abdomen also swelled I have chills and general malaise I have had a continuous headache that has not decreased so far my neck hurts and I feel very tired
SYMPTOM_TEXT 1210233 Tengo 3 d as con los ganglios inflamados y no se me quitan <> I have three days with swollen lymph nodes and it doesn't want to go away
SYMPTOM_TEXT 1139271 Inmediatamente despu s ning n s ntoma pero a los 20 d as Bella Palsy <> Immediately after no symptoms but after twenty days bell's palsy
SYMPTOM_TEXT 1297020 en el principio un dolor muy fuerte brazos cuerpo todo despu s empez estomago la espalda y fue empeorando d as llendo saliendo de sala emergencia luego hospitalizado todav por problemas despues vacuna ltimo ecxamen salio positivo variante del antes descubrir esto perdi su vista dos horas no puede caminar fuerza sus extremidades se le disparo presi n tiene disfacia sigue con terapias f sicas <> In the beginning very strong pain arms whole body after stomach started back and everything got worse for days going to from emergency room then still hospitalized all due problems vaccine in last exam variant was positive before discovering this he lost his sight two hours cannot walk strength of limbs pressure shot up has dysphacia is with physical therapy
SYMPTOM_TEXT 1343943 In en la cara sensaci n en mi boca como cuando te anestesia un destista dificulte para respirar la nariz totalmente tapada me toc ir a emergencias <> In the face sensation in my mouth like anesthesia from a dentist difficult to breathe my nose was completely stuffed up I had to go to the emergency room
SYMPTOM_TEXT 1220399 Insomnio dolor agudo brazo derecho al segundo d a dolor en todo el cuerpo <> Insomnia acute pain in the right arm pain in the whole body on the second day
SYMPTOM_TEXT 1289013 PICASON Y RONCHAS EN EL CUELO NALGA DERECHA MANOS BRASOS A LOS 3 DIAS TUVE QUE IR PATIENT FIRST-LAKE RIDGE URFGENT ME RECETARON 4MG YA LO TERMINE ALGUNAS VECES CONTINUO CON LAS <> Itching and hives on my neck right buttock hands arms After three days I had to go an Urgent Care where they prescribed me 4 mg finished them however once in a while still have itching
SYMPTOM_TEXT 1149032 Picor en el lugar de la inyecci n y alrededor hinchaz n y un poco de enrojecimiento rea de la inyecci n se siente caliente pero no tengo fiebre <> Itching at and around the injection site swelling and a little redness Injection area feels warm but I don't have a fever
SYMPTOM_TEXT 1260550 Con la primera vacuna al los pocos minutos empec a sentir picor en diferentes partes del cuerpo llegando a la casa me tome cetiricine y se desapareci el picor que volvi como a la semana pero solo donde fue el pinchazo y duro por 3 d as Con la segunda vacuna igual el picor apareci inmediato pero no se va llevo ya 3 d as con picor de cuerpo un poco de dolor de cabeza y cuerpo doctor recomend Benadryl pero el picor sigue <> Minutes after the first dose my body started itching in different areas I took Cetirizine when I got home and it went away However a week later started itching just on the injection area and it lasted for three days With the second dose the itching manifested right away but does not go away It has been three days and I still have itching in my body with headaches and body aches My doctor prescribed me Benadryl but it's not working still itches
SYMPTOM_TEXT 1216346 Inflamaci n moderada de ganglio linfatico axilar brazo izquierdo y dolor ligero al segundo d a despues de la vacunaci n Ligero dolor de cabeza escalofr os y somnolencia a partir del d a siguiente de la vacunaci n <> Moderate swelling of the axillary lymph node in the left arm and slight pain on the second day after vaccination Slight headache chills and drowsiness from the day after vaccination
SYMPTOM_TEXT 1213967 Inchason del rostro Dolor agudo en la parte del ri on izquierdo y tambien a la altura del corazon respirasion como si tubiera astma Ojos como con arena dentro <> My face is swollen I also have a sharp pain on the left side of my kidney and almost like is hitting my heart My breathing is like if I have asthma and my eyes feel like if I have sand in them
SYMPTOM_TEXT 1263115 Mi garganta duele mucho Siento dos pelotas as apretadas ah Siento mis ganglios inflamados Me duele la cabeza constantemente Me duele el cuerpo Esto me empez a los 10 dias de tener la primera dosis de la vacuna Tome un test de COVID y sali negativo <> My throat hurts a lot I feel two balls so tight there I feel my glands swollen My head hurts constantly My body hurts This started 10 days after having the first dose of the vaccine Take a COVID test and it came back negative
SYMPTOM_TEXT 1179551 N useas deareas dolor cabeza y cuerpo fiebre <> Nausea diarrhea head and body pain fever
SYMPTOM_TEXT 1261956 Ninguno <> None.
SYMPTOM_TEXT 1205927 Sangrado por la nariz dolor de cabeza <> Nosebleed headache
SYMPTOM_TEXT 1214447 Abseso en la parte de abajo del brazo dolor y piquetes pequenos al lado del pecho izquierdo <> Numbness in extremities and face Vomiting and headaches
SYMPTOM_TEXT 1289481 EL JUEVES 19 AL REDEDOR DE LAS 6:00 PM EMEPECE A SENTIR COMEZON EN LA CARA POR EL AREA DE LOS OJOS Y ME SALIERON RONCHAS PARECIDAS A LAS DE PICADURAS DE MOSQUITOS U HORMIGAS A LAS 10 DE LA NOCHE DE ESE MISMO DIA SE ME EMPEZARON A HINCHAR LOS LABIOS DECIDI NO TOMAR NADA PORQUE PENSE QUE TAL VEZ HAB A TOCADO ALGO QUE ME CAUSO LA REACCI N Y AL MOMENTO DE IRME A DORMIR PAREC A HABERSE CALMADO UN POCO CUANDO DESPERT AL OTRO DIA PARA IR A TRABAJAR YA NO SOLO TENIA RONCHAS SINO QUE TENIA LA CARA INFLAMADA Y TENIA RONCHAS EN LOS BRAZOS Y PIERNAS PARECIDAS A LAS DE PICADURAS DE MOSQUITOS ENTONCES DECID TOMARME UNA BENADRYL AL REDEDOR DE LAS 10 AM ESTANDO EN MI LUGAR DE TRABAJO SE ME EMPEZ A APRETAR EL PECHO Y A CERRAR LA GARGANTA ME ERA DIF CIL RESPIRAR Y HABLAR EN ESE MOMENTO ME LLEVARON DE EMERGENCIA A LA SALA DE EMERGENCIAS DEL HOSPITAL PAV A DE SANTURCE QUE ES EL QUE ESTA MAS CERCA UNA VEZ EN EL HOSPITAL SE ME ADMINISTRO POR VENA ANTI-INFLAMATORIO Y UN TIPO DE MEDICAMENTO PARA LA ALERGIA <> On Thursday 19th around 6pm I started to feel my face itching and there were hives around my eyes Similar to mosquitoes or aunts bits At 10pm on the same day my lips got swollen and I decided not to take anything for it since I thought it was just an allergic reaction When I went to sleep it seemed to have gone better however the next day when I woke up to go to work Not only I had my face swollen and with hives but it had spread towards my arms and legs still similar to mosquitoes bits I decided then to take Benadryl and around 10 AM while I was working my chest got tight and my throat started to close It was difficult for me to breathe and speak They took me to the ER were I was given an IV with anti inflammatory and an allergy medication
SYMPTOM_TEXT 1267136 Mismo d a de la administraci n Dolor intenso en el brazo donde se administr vacuna cansancio Siguiente migra dolor corporal fiebre extremo Tratamiento 500 cada horas Resultados los s ntomas fueron disminuyendo seg pasaba siguiente Los que m persistieron cabeza y <> On the day of vaccine intense pain in arm that was injected and tiredness next same migraine body ache fever extreme Treatment 500mg every hours Results symptoms were decreasing as days passed by However more persistent headache
SYMPTOM_TEXT 1146234 Dolor en sitio de injeccion Escalorfrios Dificultad al respirar Un corazon acelerado Mareos severos,cerca del desmayo debilidad Temblores en las manos y brazos Duracion del Evento Aproximadamente 1h y 30 mins <> Pain on the side of the injection chills difficulty breathing palpitations and severe dizziness almost like fainting Tremors in the hands and arms these lasted approximately one hour and thirty minutes
SYMPTOM_TEXT 1205516 Paciente nos refirio que sintio la garganta como apretarsele Desarollo intolerancia a la lactosa Puso a orinar mucho Dolor de espalda Cansancio que le duro semanas Color de las heces le cambio Sentia como calor en el cuerpo como por una semana Sentia mas debil sin fuerzas Cuando se le administro la vacuno se mareo y nublo la vision <> Patient told us that his throat felt like tightening Developed lactose intolerance Urinated a lot Back pain Tiredness that lasted for weeks Stool color changed It felt like heat in the body for about a week Felt weaker without strength When the vaccine was administered to him he became dizzy and blurred vision
SYMPTOM_TEXT 1263400 Rash en pies brazos y muslo e inflamaci n de los pies <> Rash on the feet arms and thigh and swelling of the feet
SYMPTOM_TEXT 1281351 SINTOMAS DOLOR DE CABEZA ESCALOSFRIOS DOLOR DE PECHO Y BRAZO FIEBRE MAREO EVOLUCI N TEMPORAL BAJ UN POCO LA FIEBRE YA NO TIENE ESCALOSFRIOS SIGUE TENIENDO DOLOR DE BRAZO Y CABEZA <> SYMPTOMS HEADACHE CHILLS CHEST AND ARM PAIN FEVER DIZZINESS TEMPORARY EVOLUTION THE FEVER DOWN A LITTLE IT IS NO LONGER HAVING CHILLS STILL HAVE ARM AND HEAD PAIN
SYMPTOM_TEXT 1372576 Reaccion alergica severa todavia tengo la alergia me han tratado con por lo que alter azucar en sangre el de piel delgada y los dedos se rompen dificultando mi trabajo <> Severe allergic reaction I still have the allergy been treated with which altered blood sugar thin skin and my fingers break making work difficult
SYMPTOM_TEXT 1268310 Dolor fuerte y adormecimiento del brazo dolor fuerte de cabeza dolor de piernas y cuerpo cortado mareos debilidad y dificultad para caminar <> Severe pain and numbness in the arm Severe headache leg and body ache Malaise weakness and difficulty walking
SYMPTOM_TEXT 1214998 Erup es cut neas <> Skin rashes
SYMPTOM_TEXT 1347673 Repentina p rdida de audici n en los 2 o dos pero m s fuerte el do izquierdo tambi sangre tipo mestruacion cuando soy menospausica desde a os actualmente tengo <> in both ears but stronger the left ear also menstruation-type blood loss when I am menopausal since was years old currently
SYMPTOM_TEXT 1256474 Inflamacion y adormeciemiento en pantorilla derecha ademas de manchas moradas alrededor No disminuye el adormecimiento y las mamchas moradas no se han desvanecido Para que no me moleste requiero de no tener movimiento <> Swelling and numbness in the right calf as well as purple spots around it The numbness does not diminish and the purple spots have not faded I need not to have movement so that it doesn't bother me
SYMPTOM_TEXT 1209539 N dulos linf ticos inflamados y con dolor Rash en los senos <> Swollen and painful lymph nodes Rash on the breasts
SYMPTOM_TEXT 1216257 Sintomas Enrojecimiento hinchazon Dolor muscular fiebre cansancio Sintomas ocurrido en el 3 dias despues de la vacuna <> Symptoms Redness swelling Muscle pain fever tiredness Symptoms occurred within 3 days after vaccination
SYMPTOM_TEXT 1140963 El primer dia malestar del Cuervo dolor en brazo hoy y leve de estomago Malestar todo el desde la ma ana las tarde Dolor cuerpo <> The first day body discomfort arm pain today and mild stomach Discomfort all from the morning in afternoon Body
SYMPTOM_TEXT 1259297 Al siguiente d a de recibir la vacuna empece a sentir ac dez en el estomago Primero era una molestia muy leve y ahora es moderada Aparentemente es un reflujo gastroesof gico <> The next day I got the vaccine I started to feel acidic in my stomach At first it was a very mild annoyance and now it is moderate Apparently it is a gastroesophageal reflux
SYMPTOM_TEXT 1285299 La segunda dosis de la vacuna casi 8 horas luego de administrada comenz a darme mucho dolor de cabeza Ya cumplida las 10 horas de administrada comenc con v mitos durante toda esa noche hasta la ma ana siguiente vomit 7 veces A las 11 horas de administrada comenc con movimientos involuntarios a temblar mucho Me di fiebre de 40 grados Al d a siguiente no pod a levantarme dolor de cuerpo me mareaba de solo caminar y no pod a orinar ten a dolor en area de ovarios y pelvis Ese d a que fue el siguiente contin e con los v mitos y no pude levantarme de la cama Me administraron un suero de soluci n salina para la deshidrataci n y tom phenergan 50 mg para los v mitos 36 horas despues me dol an las caderas y espalda y piernas A Las 48 horas me comenzaron diarreas las cuales al d a de hoy contin o con las mismas ya van 5 dias de la vacuna Luego de 5 dias de la vacuna sigo con diarreas las he controlado con imodium y probioticos tengo el cuerpo debil me mareo por momentos y contin o con dolor rea de ovarios como de menstruaci n que al momento no se supone sea pq estuve en menstruaci n justo 3 d as antes de la vacuna Mi cuerpo lo siento extra o aun me duelen las caderas espalda y cabeza y conti o con dolor de est mago nauseas y diarreas Los medicamentos fueron administrados en casa <> The second dose of the vaccine almost 8 hours after it was administered began to give me a lot of headache After 10 hours of administration I started vomiting throughout that night until the next morning I vomited 7 times At 11 hours after administration I began with involuntary movements to shake a lot It gave me a fever of 40 degrees The next day I couldn't get up Body pain I got dizzy from just walking and I couldn't urinate I had pain in the ovaries and pelvis area That day that was the next I continued vomiting and I couldn't get out of bed I was given a saline solution for dehydration and I took phenergan 50mg for vomiting 36 hours later my hips and back and legs ached At 48 hours I started diarrhea which to this day I continue with them 5 days after the vaccine After 5 days of the vaccination I continue with diarrhea I have controlled them with imodium and probiotics I have a weak body I get dizzy at times and I continue with pain in the ovaries like menstruation that at the moment is not supposed to be because I was menstruating just 3 days before the vaccination My body feels strange my hips back and head still hurt and I continue with stomach pain nausea and diarrhea Medications were administered at home
SYMPTOM_TEXT 1287820 Thrombocytopenia/Plaquetas bajas Petequias Dolor de Cabeza Cansancio <> Thrombocytopenia low platelets petechiae headache and tiredness
SYMPTOM_TEXT 1160649 Escalofr os dolor <> chills pain
SYMPTOM_TEXT 1344187 tenesmo vesical dolor lumbar parestesia de piernas altralgia gonalgia parestesia area genital,retencion orina <> urinary urgency lumbar pain leg paresthesia arthralgia gonalgia genital area paresthesia urine retention
TODAYS_DATE 1 cell of trivial non-letter differences ignored
VAX_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 1180422 1|2 <> 2
VAX_DOSE_SERIES 1294096 2|UNK <> 2
VAX_LOT 2 cells of trivial non-letter differences ignored
VAX_LOT 1270732 [] <> 004M20A
VAX_MANU 1332463 Unknown <> Janssen
VAX_MANU 1294096 Moderna|Unknown <> Moderna
VAX_MANU 1180422 Pfizer-BionT|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 1294096 C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna
VAX_NAME 1180422 C19 Pfizer-BionT|C19 Pfizer-BionT <> C19 Pfizer-BionT
VAX_NAME 1332463 C19 UNKNOWN <> C19 Janssen
VAX_ROUTE 1294096 OT|OT <> OT
VAX_ROUTE 1180422 SYR|SYR <> SYR
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_SITE 1180422 LA|LA <> LA
VAX_TYPE 1180422 COVID19|COVID19 <> COVID19
VAX_TYPE 1294096 COVID19|UNK <> COVID19
symptom_entries 1137106 _|_Thrombotic thrombocytopenic purpura_|_ <>
symptom_entries 1139620 <> _|_Interleukin level increased_|_
symptom_entries 1313559 _|_Back injury_|_Walking aid user_|_ <>
symptom_entries 1259762 _|_Arthralgia_|_Electrocardiogram_|_Pain_|_Ultrasound chest_|_ <>
symptom_entries 1071515 _|_Asthenia_|_Walking aid user_|_ <>
symptom_entries 1105349 _|_Pulmonary oedema_|_ <> _|_Cardiac telemetry_|_Hypoxia_|_Lung disorder_|_
symptom_entries 1343357 _|_Fibrin D dimer_|_ <> _|_Fibrin D dimer increased_|_
symptom_entries 1346837 _|_Troponin_|_ <> _|_Troponin increased_|_
symptom_entries 1303640 _|_Troponin_|_ <>
symptom_entries 1361628 _|_Myocarditis_|_ <>
symptom_entries 1350898 _|_Echocardiogram_|_Troponin increased_|_ <>
23 columns altered
824 modified reports on 2021-06-18
Writing ... vaers_changes/2021-06-18_VAERS_CHANGES.csv
1 report with the most (9) records/lots/doses: 962303
column changes: {'SYMPTOM_TEXT': 57, 'OTHER_MEDS': 36, 'ALLERGIES': 27, 'CUR_ILL': 26, 'HISTORY': 26, 'LAB_DATA': 24, 'DIED': 12, 'symptom_entries': 11, 'STATE': 10, 'PRIOR_VAX': 6, 'VAX_MANU': 3, 'VAX_NAME': 3, 'VAX_TYPE': 2, 'VAX_DOSE_SERIES': 2, 'VAX_ROUTE': 2, 'AGE_YRS': 2, 'VAX_LOT': 2, 'CAGE_YR': 1, 'VAX_SITE': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'ER_VISIT': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
17896 delayed/late/gapfill
80 deleted
1 restored
23 cell edits trivial not printed
253 cell edits significant
0 cells emptied entirely
57 writeups changed
All time
285188 delayed/late/gapfill
807 deleted
1 restored
166 cell edits trivial not printed
1188 cell edits significant
45 cells emptied entirely
104 writeups changed
115197 never published [903617, 903618, 903619, 903653, 903657, 903667, 903675, 903679 ... 1410477, 1410478, 1410480, 1410481, 1410482, 1410483, 1410484, 1410485]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-06-25
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-06-25_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 1413866
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1427476
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1426928
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 1413866
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1427476
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1426928
1404 exact duplicates dropped in concatenated files, now 621297 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 1413866
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1427476
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1426928
131724 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
421680 reports to work with (unique VAERS_IDs)
9750 dropped in df_data due to no covid VAX_TYPE involved in the report
11510 dropped in df_vax due to no covid VAX_TYPE involved in the report
12011 dropped in df_syms due to no covid VAX_TYPE involved in the report
411930 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
3046 SYMPTOM_TEXT field repeat sentences deduped in 1210 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
424874 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
424874 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-06-25_VAERS_CONSOLIDATED.csv
Consolidation of 2021-06-25 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
411930 rows in df_vax_flat
Merging DATA into VAX flattened
411930 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-06-25_VAERS_FLATTENED.csv
411930 rows in vaers_flattened/2021-06-25_VAERS_FLATTENED.csv
Flattening of 2021-06-25 done
Using flat 2021-06-18 already in memory, 387287 rows
Using flat 2021-06-25 already in memory, 411930 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-06-18 already in memory
Comparing
2021-06-18 v. 2021-06-25
411930 this drop total covid
387287 previous total covid
387062 identical set aside
24868 this drop to work with
225 previous to work with
24643 difference
10024 new in 2021-06-25
14770 delayed this week
151 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 1 cell of trivial non-letter differences ignored
ALLERGIES 1403438 statol <> Stadol
ALLERGIES 1402877 sulfur <> Sulfa
CUR_ILL 2 cells of trivial non-letter differences ignored
DATEDIED 11 cells of trivial non-letter differences ignored
25 DIED [] <> Y [972167, 998108, 998422, 1006220, 1017212, 1051637, 1056972, 1060647, 1072709, 1125607, 1137461, 1156224, 1160304, 1205036, 1214277, 1257534, 1271212, 1289201, 1316677, 1336767, 1347521, 1382262, 1388042, 1391050, 1391343]
HISTORY 2 cells of trivial non-letter differences ignored
LAB_DATA 3 cells of trivial non-letter differences ignored
LAB_DATA 1407084 <> Jaber
LAB_DATA 1056972 CMS-HCC <>
NUMDAYS 1402195 10.0 <> 0.0
OTHER_MEDS 2 cells of trivial non-letter differences ignored
OTHER_MEDS 1386182 I was taking and <>
OTHER_MEDS 1391771 I take Venacar <> Benicar
OTHER_MEDS 1388556 I take and <>
OTHER_MEDS 1391913 I am taking and a <>
OTHER_MEDS 1386101 I am taking a and <>
OTHER_MEDS 1388923 I take levothyroxin <> Levothyroxine
OTHER_MEDS 1402877 Lasik valsicovor <> Lasix Valacyclovir
SPLTTYPE 13 cells of trivial non-letter differences ignored
SPLTTYPE 1406443 vasfe <> vsafe
SYMPTOM_TEXT 5 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1386101 and <> an
SYMPTOM_TEXT 1386182 call <> called
SYMPTOM_TEXT 1406443 worsen a steroids <> worsened Steroid
SYMPTOM_TEXT 1311327 CMS/HCC <>
SYMPTOM_TEXT 1053916 <> at facility
SYMPTOM_TEXT 1394409 USD <> Patient
VAX_DATE 1402195 12/21/2020 <> 12/31/2020
VAX_DOSE_SERIES 1388230 UNK <> 1
VAX_ROUTE 1388230 [] <> IM
VAX_SITE 1388230 [] <> RA
symptom_entries 1365526 _|_Angina unstable_|_Blood cholesterol increased_|_Chest pain_|_Pain in extremity_|_Troponin increased_|_ <>
symptom_entries 1176319 _|_Computerised tomogram_|_Electrocardiogram_|_Ultrasound scan_|_ <>
symptom_entries 1310183 _|_Chest X-ray_|_ <>
symptom_entries 1365345 _|_Abdominal pain_|_ <>
symptom_entries 1362262 _|_Troponin increased_|_ <>
symptom_entries 936993 _|_C-reactive protein_|_Fibrin D dimer_|_ <> _|_Blood smear test_|_
symptom_entries 1403509 _|_Computerised tomogram abnormal_|_ <>
symptom_entries 1343848 _|_Chest pain_|_SARS-CoV-2 test negative_|_ <>
symptom_entries 1397028 _|_Appendicitis perforated_|_Complicated appendicitis_|_ <>
symptom_entries 1347836 _|_Magnetic resonance imaging head abnormal_|_Ultrasound scan_|_ <>
symptom_entries 1187969 _|_Facial paralysis_|_ <>
symptom_entries 1407721 _|_Vaccination complication_|_ <>
symptom_entries 1142463 _|_Dyspnoea_|_Mitral valve incompetence_|_ <>
symptom_entries 1395232 _|_Troponin_|_ <>
symptom_entries 1207403 _|_Catheterisation cardiac_|_Magnetic resonance imaging_|_Nausea_|_Pain in extremity_|_Troponin increased_|_ <>
symptom_entries 1179009 _|_Cerebrovascular accident_|_ <>
symptom_entries 1344337 _|_Electrocardiogram repolarisation abnormality_|_Pericarditis_|_Troponin_|_ <>
symptom_entries 1262491 _|_Chest X-ray_|_Electrocardiogram_|_ <>
symptom_entries 1252019 _|_Electrocardiogram_|_ <>
symptom_entries 1381819 _|_Chest pain_|_Echocardiogram_|_Electrocardiogram_|_ <>
symptom_entries 1281031 _|_Chest pain_|_Electrocardiogram ST segment elevation_|_ <>
symptom_entries 1301098 _|_Myocardial ischaemia_|_ <>
symptom_entries 1365295 _|_Condition aggravated_|_ <>
symptom_entries 1229929 _|_Pericarditis_|_ <>
15 columns altered
880 modified reports on 2021-06-25
Writing ... vaers_changes/2021-06-25_VAERS_CHANGES.csv
1 report with the most (9) records/lots/doses: 962303
column changes: {'DIED': 25, 'symptom_entries': 24, 'OTHER_MEDS': 9, 'SYMPTOM_TEXT': 6, 'SPLTTYPE': 3, 'LAB_DATA': 3, 'ALLERGIES': 2, 'VAX_DOSE_SERIES': 1, 'NUMDAYS': 1, 'VAX_DATE': 1, 'CUR_ILL': 1, 'VAX_SITE': 1, 'VAX_ROUTE': 1, 'HISTORY': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'ER_VISIT': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
14770 delayed/late/gapfill
151 deleted
0 restored
39 cell edits trivial not printed
79 cell edits significant
0 cells emptied entirely
6 writeups changed
All time
299958 delayed/late/gapfill
958 deleted
1 restored
205 cell edits trivial not printed
1267 cell edits significant
45 cells emptied entirely
110 writeups changed
106651 never published [903617, 903618, 903619, 903653, 903657, 903667, 903675, 903679 ... 1427461, 1427464, 1427465, 1427467, 1427469, 1427470, 1427473, 1427474]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-07-02
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-07-02_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1442858
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1442734
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1442858
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1442734
1449 exact duplicates dropped in concatenated files, now 648684 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1442858
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1442734
131727 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
448208 reports to work with (unique VAERS_IDs)
9767 dropped in df_data due to no covid VAX_TYPE involved in the report
11530 dropped in df_vax due to no covid VAX_TYPE involved in the report
12035 dropped in df_syms due to no covid VAX_TYPE involved in the report
438441 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
10879 SYMPTOM_TEXT field repeat sentences deduped in 3902 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
452238 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
452238 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-07-02_VAERS_CONSOLIDATED.csv
Consolidation of 2021-07-02 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
438441 rows in df_vax_flat
Merging DATA into VAX flattened
438441 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-07-02_VAERS_FLATTENED.csv
438441 rows in vaers_flattened/2021-07-02_VAERS_FLATTENED.csv
Flattening of 2021-07-02 done
Using flat 2021-06-25 already in memory, 411930 rows
Using flat 2021-07-02 already in memory, 438441 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-06-25 already in memory
Comparing
2021-06-25 v. 2021-07-02
438441 this drop total covid
411930 previous total covid
411769 identical set aside
26672 this drop to work with
161 previous to work with
26511 difference
9015 new in 2021-07-02
17588 delayed this week
92 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 1059701 57.0 <> 56.0
ALLERGIES 1 cell of trivial non-letter differences ignored
ALLERGIES 1385121 I am allergic to <>
ALLERGIES 1385827 codine <> Codeine
CUR_ILL 1 cell of trivial non-letter differences ignored
DATEDIED 15 cells of trivial non-letter differences ignored
20 DIED [] <> Y [985527, 1010235, 1044420, 1052138, 1092941, 1135292, 1197016, 1211224, 1214713, 1234046, 1273988, 1276708, 1295875, 1311143, 1311327, 1313673, 1317283, 1408027, 1417642, 1421627]
HISTORY 1 cell of trivial non-letter differences ignored
HOSPDAYS 1402838 1.0 <> []
HOSPITAL 1402838 Y <> []
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1317283 <> 4/7/21 Blood Culture negative x2 4/6/21 MRSA PCR Urine Quantiferon TB gold indeterminate Lactic Acid 2.2 2 Wbc 9.9 lymphocyte 1 band neutrophil 13 wbc 8.8 4 28 15 4/8/21 50 11.4 4/9/21 5 37 15.4 4/16/21 Procalcitonin 4/6 11.17 4/8 4.94 4/10 0.78 4/12 0.15 4/13 0.14 4/14 0.13 CT chest on 4/7/2021 right upper lobe consolidation and bilateral effusions possibly source of pseudomonas bacteremia Repeat x-ray 4/11/2021 4/13/2021 4/14/2021 showing a mass etiology unclear 4/12/2021 10cm opacity with consolidative ground-glass components calcified borderline lymph nodes suggestive previous granulomatous disease other nodular opacities COVID-19 positive test 4/6/2021 genetic sequencing pending
OTHER_MEDS 1 cell of trivial non-letter differences ignored
OTHER_MEDS 1377758 Just <>
OTHER_MEDS 1385121 I am taking a lose dose of <>
OTHER_MEDS 1087852 vit Vit <> Vitamin
OTHER_MEDS 1391392 Singular <> Singulair
OTHER_MEDS 1385338 I take and <>
OTHER_MEDS 911772 Plaxix mediation Well buetrin <> Plavix medication Wellbutrin
OTHER_MEDS 955528 vit Loradidine <> Vitamin Loratadine
OTHER_MEDS 1241790 vit Vit <> Vitamin
OTHER_MEDS 1385047 Lasik <> Lasix
OTHER_MEDS 1317283 <> Losartan Metformin Metoprolol Olanzapine Quetiapine Potassium Chloride Timolol 0.5 opthalmic
OTHER_MEDS 1377355 d chlonazepan vrayl <> D clonazepan vrayla
OTHER_MEDS 1378170 muvgil amdojel <> Nuvgil Androgel
OTHER_MEDS 1378547 vit complex <> Vitamin c
RECVDATE 2 cells of trivial non-letter differences ignored
SPLTTYPE 8 cells of trivial non-letter differences ignored
SPLTTYPE 1395872 vasfe <> vsafe
SYMPTOM_TEXT 2 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1214713 Wisconsin <>
SYMPTOM_TEXT 914459 by was <> my were
SYMPTOM_TEXT 911772 Didnt Unconformable <> Didn't Uncomfortable
SYMPTOM_TEXT 1377758 Advari <> Advair
SYMPTOM_TEXT 1317283 <> Patient problem list included hypoxia respiratory failure septic pseudomonas aeruginosa with bacteremia COVID-19 right upper lobe consolidation and bilateral effusions hypernatremia diabetes On 4/12/2021 patient also noted to have altered mental status decreased muscle tone on left side CVA work up reviewed No nuchal rigidity photophobia brain MRI findings 4/13/2021 4/16/2021 were negative unlikely meningitis/encephalitis Treatment Remdesivir Tocilizumab Dexamethasone Antibiotics 4/6-4/11 in ICU 4/11-4/17 Med-Surg 4/17/21 expired
symptom_entries 1412823 _|_Bile culture_|_Biliary catheter insertion_|_ <>
symptom_entries 1400623 _|_Eosinophil count normal_|_Fibrin D dimer_|_Glomerular filtration rate_|_Serum ferritin normal_|_ <>
symptom_entries 1399000 _|_Computerised tomogram abnormal_|_Decreased appetite_|_ <>
symptom_entries 1422540 _|_Lymphadenopathy_|_ <> _|_Culture urine_|_
symptom_entries 1323004 _|_Serum ferritin normal_|_ <>
symptom_entries 1392777 _|_Echocardiogram_|_Electrocardiogram_|_ <>
symptom_entries 1414370 _|_Magnetic resonance imaging head_|_ <> _|_Magnetic resonance imaging head abnormal_|_
symptom_entries 1412821 _|_Hypersensitivity_|_ <>
symptom_entries 1340407 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1225701 _|_Electrocardiogram_|_ <>
symptom_entries 1413830 _|_Electrocardiogram normal_|_ <>
symptom_entries 1344290 _|_Troponin increased_|_ <>
symptom_entries 1413968 _|_Oedema peripheral_|_Productive cough_|_ <>
symptom_entries 1413199 <> _|_Oral discomfort_|_
symptom_entries 1411008 _|_Sensation of blood flow_|_ <> _|_Finger amputation_|_Gangrene_|_Poor peripheral circulation_|_
14 columns altered
1026 modified reports on 2021-07-02
Writing ... vaers_changes/2021-07-02_VAERS_CHANGES.csv
1 report with the most (9) records/lots/doses: 962303
column changes: {'SPLTTYPE': 22, 'DIED': 20, 'OTHER_MEDS': 19, 'symptom_entries': 15, 'HISTORY': 9, 'ALLERGIES': 8, 'SYMPTOM_TEXT': 6, 'CUR_ILL': 4, 'LAB_DATA': 3, 'HOSPITAL': 1, 'HOSPDAYS': 1, 'AGE_YRS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
17588 delayed/late/gapfill
92 deleted
0 restored
32 cell edits trivial not printed
109 cell edits significant
2 cells emptied entirely
6 writeups changed
All time
317546 delayed/late/gapfill
1050 deleted
1 restored
237 cell edits trivial not printed
1376 cell edits significant
47 cells emptied entirely
116 writeups changed
95410 never published [903617, 903618, 903619, 903653, 903657, 903667, 903675, 903679 ... 1442761, 1442762, 1442763, 1442793, 1442822, 1442828, 1442829, 1442830]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-07-09
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-07-09_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1459489
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1459401
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1459489
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1459401
1516 exact duplicates dropped in concatenated files, now 674380 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1459489
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1459401
131727 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
473252 reports to work with (unique VAERS_IDs)
9795 dropped in df_data due to no covid VAX_TYPE involved in the report
11560 dropped in df_vax due to no covid VAX_TYPE involved in the report
12069 dropped in df_syms due to no covid VAX_TYPE involved in the report
463457 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
12303 SYMPTOM_TEXT field repeat sentences deduped in 4184 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
477904 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
477904 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-07-09_VAERS_CONSOLIDATED.csv
Consolidation of 2021-07-09 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
463457 rows in df_vax_flat
Merging DATA into VAX flattened
463457 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-07-09_VAERS_FLATTENED.csv
463457 rows in vaers_flattened/2021-07-09_VAERS_FLATTENED.csv
Flattening of 2021-07-09 done
Using flat 2021-07-02 already in memory, 438441 rows
Using flat 2021-07-09 already in memory, 463457 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-07-02 already in memory
Comparing
2021-07-02 v. 2021-07-09
463457 this drop total covid
438441 previous total covid
438340 identical set aside
25117 this drop to work with
101 previous to work with
25016 difference
6416 new in 2021-07-09
18667 delayed this week
67 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 1073954 78.0 <> 79.0
CUR_ILL 1313618 Ninguno <> None
DATEDIED 4 cells of trivial non-letter differences ignored
4 DIED [] <> Y [1085478, 1203575, 1213032, 1242607]
HISTORY 1 cell of trivial non-letter differences ignored
HISTORY 1313618 Cistitis intertitial <> Interstitial cystitis
4 SPLTTYPE [] <> vsafe [1073954, 1377159, 1382095, 1388377]
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1313618 Alergia reacci n mi cortisona shot time i habe to not body <> Allergy reaction my cortisone shots sometimes I have too cannot somebody
SYMPTOM_TEXT 1377159 Shackes <> Shakes and
SYMPTOM_TEXT 1073954 fatigue worst seen <> fatigued worse saw
symptom_entries 1385016 _|_Thrombocytopenia_|_ <> _|_Thrombotic thrombocytopenic purpura_|_
symptom_entries 1130383 _|_Asthenia_|_ <>
symptom_entries 1386585 _|_Blood potassium decreased_|_ <>
symptom_entries 1203859 _|_Alanine aminotransferase_|_Albumin globulin ratio_|_Aspartate aminotransferase_|_Bilirubin urine_|_Blood albumin_|_Blood alkaline phosphatase_|_Blood bilirubin_|_Blood calcium_|_Blood chloride_|_Blood creatinine_|_Blood glucose_|_Blood lactic acid_|_Blood potassium_|_Blood sodium_|_Blood urea_|_Blood urine absent_|_Carbon dioxide_|_Chromaturia_|_Glomerular filtration rate_|_Glucose urine absent_|_Haematocrit normal_|_Haemoglobin normal_|_Influenza virus test_|_Lymphocyte count normal_|_Mean cell haemoglobin concentration normal_|_Mean platelet volume increased_|_Monocyte percentage increased_|_Nitrite urine absent_|_Nucleated red cells_|_Platelet count normal_|_Red blood cell count decreased_|_Red cell distribution width normal_|_Specific gravity urine normal_|_Urine ketone body absent_|_Urine ketone body present_|_Urobilinogen urine increased_|_pH urine normal_|_ <>
symptom_entries 1010461 _|_Blood pressure measurement_|_Body temperature_|_C-reactive protein_|_Computerised tomogram head_|_Heart rate_|_Respiratory rate_|_ <>
symptom_entries 1166237 _|_Balance disorder_|_Electrocardiogram T wave amplitude decreased_|_ <>
symptom_entries 1437748 _|_Neck pain_|_ <>
symptom_entries 1215973 _|_Blood test_|_Echocardiogram_|_Electrocardiogram_|_ <>
symptom_entries 918708 _|_Drug ineffective_|_ <>
symptom_entries 1437418 _|_Asthenia_|_Computerised tomogram head normal_|_ <>
symptom_entries 1407217 _|_Blood culture_|_Chest pain_|_Echocardiogram normal_|_ <>
symptom_entries 1109478 _|_Blood test_|_Computerised tomogram abnormal_|_ <>
symptom_entries 1437399 _|_Urinary tract infection_|_ <>
symptom_entries 1437393 _|_COVID-19_|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1382202 _|_Death_|_ <>
symptom_entries 1393008 _|_Fibrin D dimer_|_ <> _|_Fibrin D dimer increased_|_
symptom_entries 1424231 _|_Pericardial effusion_|_ <>
symptom_entries 1434000 _|_Echocardiogram_|_Ejection fraction_|_Troponin_|_ <>
symptom_entries 1437818 _|_Echocardiogram_|_Electrocardiogram ST segment elevation_|_ <>
symptom_entries 1371251 _|_Troponin I increased_|_ <>
symptom_entries 1423365 <> _|_Product administration error_|_
symptom_entries 1081750 _|_Malaise_|_Oxygen saturation decreased_|_Pain_|_ <>
symptom_entries 910493 _|_Type IV hypersensitivity reaction_|_ <>
10 columns altered
1083 modified reports on 2021-07-09
Writing ... vaers_changes/2021-07-09_VAERS_CHANGES.csv
2 reports with the most (9) records/lots/doses: 962303 1446736
column changes: {'symptom_entries': 23, 'SPLTTYPE': 4, 'DIED': 4, 'SYMPTOM_TEXT': 3, 'CUR_ILL': 2, 'HISTORY': 1, 'OTHER_MEDS': 1, 'AGE_YRS': 1, 'LAB_DATA': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
18667 delayed/late/gapfill
67 deleted
0 restored
6 cell edits trivial not printed
40 cell edits significant
0 cells emptied entirely
3 writeups changed
All time
336213 delayed/late/gapfill
1117 deleted
1 restored
243 cell edits trivial not printed
1416 cell edits significant
47 cells emptied entirely
119 writeups changed
86929 never published [903617, 903618, 903619, 903653, 903657, 903667, 903675, 903679 ... 1459416, 1459417, 1459418, 1459435, 1459436, 1459457, 1459460, 1459484]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-07-16
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-07-16_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1477807
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1477765
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1477807
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1477765
1592 exact duplicates dropped in concatenated files, now 703099 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1477807
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1477765
131727 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
501214 reports to work with (unique VAERS_IDs)
9996 dropped in df_data due to no covid VAX_TYPE involved in the report
11800 dropped in df_vax due to no covid VAX_TYPE involved in the report
12364 dropped in df_syms due to no covid VAX_TYPE involved in the report
491218 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
15729 SYMPTOM_TEXT field repeat sentences deduped in 5315 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
506383 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
506383 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-07-16_VAERS_CONSOLIDATED.csv
Consolidation of 2021-07-16 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
491218 rows in df_vax_flat
Merging DATA into VAX flattened
491218 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-07-16_VAERS_FLATTENED.csv
491218 rows in vaers_flattened/2021-07-16_VAERS_FLATTENED.csv
Flattening of 2021-07-16 done
Using flat 2021-07-09 already in memory, 463457 rows
Using flat 2021-07-16 already in memory, 491218 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-07-09 already in memory
Comparing
2021-07-09 v. 2021-07-16
491218 this drop total covid
463457 previous total covid
463340 identical set aside
27878 this drop to work with
117 previous to work with
27761 difference
6975 new in 2021-07-16
20857 delayed this week
71 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 1437415 I am allergic to <>
CUR_ILL 1 cell of trivial non-letter differences ignored
CUR_ILL 908685 Tonsilitis <> Tonsillitis
DATEDIED 8 cells of trivial non-letter differences ignored
9 DIED [] <> Y [934745, 937998, 1013051, 1213306, 1219404, 1220590, 1229059, 1237837, 1238126]
HISTORY 909318 HYPTERTENSION <> HYPERTENSION
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1437415 On 6/17 <> 6/17/2021
LAB_DATA 909016 fir <> for
LAB_DATA 908954 was corvid <> covid
OTHER_MEDS 908548 mutlivit <> Multivitamin
OTHER_MEDS 1160807 Spironolacton <> Spironolactone
OTHER_MEDS 909318 AMBIAN <> AMBIEN
OTHER_MEDS 1437415 Hydrozyoxidene hair <> Hydroxyzine Hair
4 SPLTTYPE [] <> vsafe [1160807, 1457039, 1457642, 1457689]
SYMPTOM_TEXT 4 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 908954 EST-Caller stated that he was caller has Caller is keeps temps Vaers report completed over the phone <> EST I had have am keep an temp
SYMPTOM_TEXT 908468 Caller stated after she her is <> After I my am
SYMPTOM_TEXT 1456794 Dizzyness shakyness <> Dizziness shakiness
SYMPTOM_TEXT 1457039 You <> I
SYMPTOM_TEXT 908548 Caller stated he his will be <> I my
SYMPTOM_TEXT 1161373 mol/L <> umol/L
SYMPTOM_TEXT 1457073 look <> looked
symptom_entries 1431309 _|_Blood test_|_ <>
symptom_entries 1417361 _|_Troponin increased_|_ <>
symptom_entries 1446932 _|_Electrophoresis protein normal_|_ <> _|_Electrophoresis protein_|_Fungal test_|_Hyperintensity in brain deep nuclei_|_
symptom_entries 1450537 _|_Alanine aminotransferase normal_|_Aspartate aminotransferase normal_|_Basophil count decreased_|_Blood albumin decreased_|_Blood alkaline phosphatase normal_|_Blood bicarbonate normal_|_Blood bilirubin normal_|_Blood calcium normal_|_Blood chloride normal_|_Blood glucose normal_|_Blood potassium normal_|_Blood sodium normal_|_Blood urea normal_|_Electrocardiogram ST-T change_|_Eosinophil count decreased_|_Glomerular filtration rate normal_|_Haemoglobin normal_|_Lymphocyte count normal_|_Mean cell haemoglobin concentration normal_|_Mean cell haemoglobin normal_|_Mean cell volume normal_|_Mean platelet volume normal_|_Monocyte count normal_|_Platelet count normal_|_Red blood cell count normal_|_Red blood cell nucleated morphology_|_Red blood cell sedimentation rate normal_|_Red cell distribution width normal_|_ <>
symptom_entries 934813 _|_Pruritus_|_ <>
symptom_entries 1436529 _|_Incorrect route of product administration_|_ <> _|_Product administered at inappropriate site_|_
symptom_entries 1446146 <> _|_Mobility decreased_|_
symptom_entries 934822 _|_Malaise_|_ <>
symptom_entries 1454795 _|_Cardiopulmonary bypass_|_ <> _|_Coronary artery bypass_|_
symptom_entries 1385902 _|_Asthenia_|_ <>
symptom_entries 1267408 _|_Cerebral haemorrhage_|_ <>
symptom_entries 1396060 _|_Brain natriuretic peptide normal_|_Echocardiogram abnormal_|_Electrocardiogram ST segment elevation_|_Troponin increased_|_ <>
symptom_entries 1430334 <> _|_Pericarditis_|_
symptom_entries 1070419 _|_Computerised tomogram head_|_SARS-CoV-2 test positive_|_ <>
10 columns altered
1162 modified reports on 2021-07-16
Writing ... vaers_changes/2021-07-16_VAERS_CHANGES.csv
2 reports with the most (9) records/lots/doses: 962303 1446736
column changes: {'symptom_entries': 14, 'SPLTTYPE': 10, 'ALLERGIES': 10, 'DIED': 9, 'OTHER_MEDS': 9, 'SYMPTOM_TEXT': 8, 'CUR_ILL': 8, 'HISTORY': 8, 'LAB_DATA': 5, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
20857 delayed/late/gapfill
71 deleted
0 restored
14 cell edits trivial not printed
81 cell edits significant
0 cells emptied entirely
8 writeups changed
All time
357070 delayed/late/gapfill
1188 deleted
1 restored
257 cell edits trivial not printed
1497 cell edits significant
47 cells emptied entirely
127 writeups changed
77216 never published [903617, 903618, 903619, 903653, 903657, 903667, 903675, 903679 ... 1477770, 1477771, 1477772, 1477773, 1477774, 1477775, 1477776, 1477797]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-07-23
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-07-23_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1497727
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1497637
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1497727
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1497637
1637 exact duplicates dropped in concatenated files, now 732170 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1497727
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1497637
131726 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
529416 reports to work with (unique VAERS_IDs)
10646 dropped in df_data due to no covid VAX_TYPE involved in the report
12607 dropped in df_vax due to no covid VAX_TYPE involved in the report
13190 dropped in df_syms due to no covid VAX_TYPE involved in the report
518770 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
16909 SYMPTOM_TEXT field repeat sentences deduped in 5827 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
534650 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
534650 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-07-23_VAERS_CONSOLIDATED.csv
Consolidation of 2021-07-23 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
518770 rows in df_vax_flat
Merging DATA into VAX flattened
518770 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-07-23_VAERS_FLATTENED.csv
518770 rows in vaers_flattened/2021-07-23_VAERS_FLATTENED.csv
Flattening of 2021-07-23 done
Using flat 2021-07-16 already in memory, 491218 rows
Using flat 2021-07-23 already in memory, 518770 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-07-16 already in memory
Comparing
2021-07-16 v. 2021-07-23
518770 this drop total covid
491218 previous total covid
491079 identical set aside
27691 this drop to work with
139 previous to work with
27552 difference
9710 new in 2021-07-23
17948 delayed this week
106 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1350236 Paziente allergica a clorexidina e anestetici locali <>
DATEDIED 4 cells of trivial non-letter differences ignored
6 DIED [] <> Y [1107883, 1134054, 1205267, 1234064, 1270907, 1278019]
OTHER_MEDS 1350236 CLOPIDOGRELUM ROSUVASTATINA PANTOPRAZOLUM <> CLOPIDOGREL ROSUVASTATIN PANTOPRAZOLE
SYMPTOM_TEXT 1153735 H r stingur Skj lfti Dofi um allan l kamann F Almenn vanl an gle i ICELAND h skj dofi f l/very almenn <> very
SYMPTOM_TEXT 1152887 Sensazione di edema della glottide associato a sensazione ingombro delle vie aeree <>
SYMPTOM_TEXT 1308356 Medicine Agency MA <>
SYMPTOM_TEXT 1350236 Paziente allergica clorexidina e anestetici locali comment Si tratta di una donna 72 anni nota coronaropatica in doppia terapia antiaggregante:19 vaccine manifesta ematomi agli arti inferiori bilateralmente che dopo la prima dose Covid petecchie ai polsi al dorso delle mani comparsi 2-3 h il vaccino senza apparenti traumatismi per cui si reca Pronto Soccorso giorno 19 aprile 2021(10 giorni Vista l'ospedalizzazione reazione risulta severa sulle principali monografie internazionali N monografia svizzera n vengono segnalate tra le reazioni avverse Covid(americana canadese europea)19 spontanei o bisogna precisare formazione pazienti antiaggregante In particolare pero loro dipende strettamente dalla procedura/anticoagulante puo verificarsi ma nella sede inoculo del non sono presenti lavori report supportino correlazione tali con letteratura ad oggi Sussiste tuttavia un nesso plausibilit temporale somministrazione entrambi gli eventi paziente Tuttavia escludere anche lievi lei stessa aver sottovalutato possano causato comparsa La piu tardiva avrebbe potuto far pensare meccanismo immunitario sottostante visto riscontro successivo della valori piastrine normali piastrinopenia autoimmune stato indagato,riscontro esami PS 20 2021 sussistendo solo criterio base quanto detto finora nes Reporter's 10 americana europea anticoagulante indagato causalit entrambe improbabile <>
SYMPTOM_TEXT 1211451 LRMC <> MC
SYMPTOM_TEXT 1366178 Insorgenza di tachicardia ventricolare storm aritmico fiato corto spossatezza shock cardiogeno pz con distrofia muscolare becker portatore defibrillatore impiantabile spossatezza,seriousness spossatezza,old <> old
SYMPTOM_TEXT 1176409 Paralisi di Bell lato destro <>
SYMPTOM_TEXT 1346269 Reporter's Comments In diesem Fall einer subakuten granulomat sen Thyreoiditis de Quervain wurde rztlicherseits auch ein Zusammenhang mit der 6 Tage zuvor erfolgten Covid-19 mRNA Impfung Vaccine Moderna diskutiert ist in Fachinformation CH f r nicht als UAW gelabelled und wird adverse reaction im FDA-Label aufgef hrt UpToDate Drug vaccines Die SOC Infektionen Rubrik unerw nschte Wirkungen enthalten WHO-Datenbank zu UAW-Einzelfallberichten fanden sich access 30.04.21 zur Assoziation von PT subacute LLT quervain TN keine Meldungen Zum fand lediglich 1 Meldung Bei Suche AI 10 dies statistisch nur knapp weniger erwartet IC025 0.1 waren die Beschwerden allm hlich regredient unter Therapie NSAR Steroiden Anzuf hren dass diese Patientin bereits vor Diagnose seit einem Monat ber leichte Halsschmerzen berichtete Der Kausalzusammenhang subakute nach den Kriterien WHO1 m glich eingestuft bei plausibler zeitlicher Korrelation vorbestehenden berichtetem Anhalt das Vorliegen anderen klinischen Ursache <>
symptom_entries 1109811 _|_Meniere's disease_|_Migraine_|_Tinnitus_|_ <>
symptom_entries 1376430 _|_Magnetic resonance imaging head_|_ <>
symptom_entries 1109790 _|_Decreased vibratory sense_|_Hyporeflexia_|_Pain in extremity_|_Polyneuropathy_|_ <>
symptom_entries 1307797 _|_Angiocardiogram_|_Echocardiogram_|_Electrocardiogram ST segment elevation_|_Troponin_|_ <>
symptom_entries 1455348 <> _|_Cardiac failure acute_|_
symptom_entries 1203511 _|_Computerised tomogram_|_Magnetic resonance imaging_|_X-ray_|_ <>
symptom_entries 1474534 _|_Antiplatelet therapy_|_ <> _|_Anticoagulant therapy_|_
symptom_entries 1109839 _|_Back pain_|_ <>
symptom_entries 1474756 _|_Hypertension_|_Injection site pain_|_Injection site swelling_|_ <> _|_Pain in extremity_|_Peripheral swelling_|_
symptom_entries 1293356 _|_Ultrasound scan abnormal_|_ <>
symptom_entries 1110121 _|_Cold sweat_|_Feeling of body temperature change_|_Headache_|_Hyperhidrosis_|_Hypothermia_|_Off label use_|_Product use issue_|_ <>
symptom_entries 1131910 _|_Heart rate increased_|_ <>
symptom_entries 1395844 _|_Death_|_ <>
symptom_entries 1260787 _|_Myocarditis_|_ <>
symptom_entries 1262769 _|_Chest pain_|_ <>
symptom_entries 1397727 _|_Echocardiogram normal_|_Ejection fraction_|_Troponin_|_ <>
symptom_entries 1246421 _|_Computerised tomogram head_|_Computerised tomogram normal_|_ <>
symptom_entries 1230388 _|_Haematology test normal_|_Ultrasound Doppler abnormal_|_Venogram_|_ <>
symptom_entries 1464131 _|_Unevaluable event_|_ <> _|_Myocardial infarction_|_
6 columns altered
1220 modified reports on 2021-07-23
Writing ... vaers_changes/2021-07-23_VAERS_CHANGES.csv
2 reports with the most (9) records/lots/doses: 962303 1446736
column changes: {'symptom_entries': 19, 'SYMPTOM_TEXT': 8, 'DIED': 6, 'CUR_ILL': 1, 'OTHER_MEDS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
17948 delayed/late/gapfill
106 deleted
0 restored
4 cell edits trivial not printed
35 cell edits significant
0 cells emptied entirely
8 writeups changed
All time
375018 delayed/late/gapfill
1294 deleted
1 restored
261 cell edits trivial not printed
1532 cell edits significant
47 cells emptied entirely
135 writeups changed
68871 never published [903617, 903618, 903619, 903653, 903657, 903667, 903675, 903679 ... 1497685, 1497686, 1497687, 1497688, 1497689, 1497698, 1497719, 1497723]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-07-30
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-07-30_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1514855
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1514824
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1514855
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1514824
1685 exact duplicates dropped in concatenated files, now 760396 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1514855
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1514824
131726 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
556749 reports to work with (unique VAERS_IDs)
11411 dropped in df_data due to no covid VAX_TYPE involved in the report
13534 dropped in df_vax due to no covid VAX_TYPE involved in the report
14101 dropped in df_syms due to no covid VAX_TYPE involved in the report
545338 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
17012 SYMPTOM_TEXT field repeat sentences deduped in 5612 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
561949 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
561949 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-07-30_VAERS_CONSOLIDATED.csv
Consolidation of 2021-07-30 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
545338 rows in df_vax_flat
Merging DATA into VAX flattened
545338 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-07-30_VAERS_FLATTENED.csv
545338 rows in vaers_flattened/2021-07-30_VAERS_FLATTENED.csv
Flattening of 2021-07-30 done
Using flat 2021-07-23 already in memory, 518770 rows
Using flat 2021-07-30 already in memory, 545338 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-07-23 already in memory
Comparing
2021-07-23 v. 2021-07-30
545338 this drop total covid
518770 previous total covid
518481 identical set aside
26857 this drop to work with
289 previous to work with
26568 difference
8649 new in 2021-07-30
18061 delayed this week
142 deleted this week kept
0 restored this week
Column value changes
DATEDIED 3 cells of trivial non-letter differences ignored
4 DIED [] <> Y [1017660, 1210227, 1310197, 1350631]
LAB_DATA 1 cell of trivial non-letter differences ignored
OTHER_MEDS 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 2 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1466571 <> pharmacy
SYMPTOM_TEXT 1494134 office office-advocate with <> office-with
symptom_entries 1385016 <> _|_Thrombocytopenia_|_
symptom_entries 1137106 <> _|_Thrombotic thrombocytopenic purpura_|_
symptom_entries 1094509 <> _|_Blood calcium normal_|_Carbon dioxide increased_|_Computerised tomogram_|_Electrocardiogram_|_Mean cell haemoglobin normal_|_Tenderness_|_White blood cell count normal_|_
symptom_entries 977073 <> _|_Abdominal pain upper_|_
symptom_entries 955565 <> _|_Electrocardiogram_|_
symptom_entries 1400623 <> _|_Eosinophil count normal_|_Fibrin D dimer_|_Glomerular filtration rate_|_Serum ferritin normal_|_
symptom_entries 1365526 <> _|_Angina unstable_|_Blood cholesterol increased_|_Chest pain_|_Pain in extremity_|_Troponin increased_|_
symptom_entries 1416409 _|_Fatigue_|_ <>
symptom_entries 1399000 <> _|_Computerised tomogram abnormal_|_Decreased appetite_|_
symptom_entries 1176319 <> _|_Computerised tomogram_|_Electrocardiogram_|_Ultrasound scan_|_
symptom_entries 1054128 <> _|_Computerised tomogram abdomen_|_
symptom_entries 1310183 <> _|_Chest X-ray_|_
symptom_entries 1130383 <> _|_Asthenia_|_
symptom_entries 1323004 <> _|_Serum ferritin normal_|_
symptom_entries 1376430 <> _|_Magnetic resonance imaging head_|_
symptom_entries 1229789 <> _|_Computerised tomogram abnormal_|_
symptom_entries 1362262 <> _|_Troponin increased_|_
symptom_entries 1059400 <> _|_Immediate post-injection reaction_|_
symptom_entries 936993 <> _|_C-reactive protein_|_Fibrin D dimer_|_
symptom_entries 1386585 <> _|_Blood potassium decreased_|_
symptom_entries 1417361 <> _|_Troponin increased_|_
symptom_entries 959549 <> _|_Electrocardiogram_|_X-ray_|_
symptom_entries 1303203 <> _|_Fungal test_|_
symptom_entries 1148240 <> _|_Cardiac failure acute_|_
symptom_entries 1280493 <> _|_Chest pain_|_Echocardiogram normal_|_
symptom_entries 1423109 _|_Ageusia_|_Eye swelling_|_Facial pain_|_Nausea_|_Rash erythematous_|_Skin lesion_|_Swelling face_|_Vomiting_|_ <>
symptom_entries 1237667 <> _|_Echocardiogram normal_|_
symptom_entries 1392777 <> _|_Echocardiogram_|_Electrocardiogram_|_
symptom_entries 1041211 <> _|_Blood alkaline phosphatase increased_|_SARS-CoV-2 antibody test_|_SARS-CoV-2 antibody test positive_|_
symptom_entries 958913 <> _|_Haemoglobin normal_|_
symptom_entries 1088837 <> _|_Blood magnesium increased_|_
symptom_entries 1055086 <> _|_Pain_|_
symptom_entries 1077758 <> _|_Confusional state_|_Disorientation_|_Fear_|_Renal impairment_|_
symptom_entries 1342593 <> _|_Laboratory test normal_|_
symptom_entries 1166237 <> _|_Balance disorder_|_Electrocardiogram T wave amplitude decreased_|_
symptom_entries 1333670 <> _|_Fibrin D dimer increased_|_
symptom_entries 1343848 <> _|_Chest pain_|_SARS-CoV-2 test negative_|_
symptom_entries 1203511 <> _|_Computerised tomogram_|_Magnetic resonance imaging_|_X-ray_|_
symptom_entries 1450537 <> _|_Aspartate aminotransferase normal_|_Basophil count decreased_|_Blood albumin decreased_|_Blood alkaline phosphatase normal_|_Blood bicarbonate normal_|_Blood bilirubin normal_|_Blood calcium normal_|_Blood chloride normal_|_Blood glucose normal_|_Blood potassium normal_|_Blood sodium normal_|_Blood urea normal_|_Electrocardiogram ST-T change_|_Eosinophil count decreased_|_Glomerular filtration rate normal_|_Haemoglobin normal_|_Lymphocyte count normal_|_Mean cell haemoglobin concentration normal_|_Mean cell haemoglobin normal_|_Mean cell volume normal_|_Mean platelet volume normal_|_Monocyte count normal_|_Platelet count normal_|_Red blood cell count normal_|_Red blood cell nucleated morphology_|_Red blood cell sedimentation rate normal_|_Red cell distribution width normal_|_
symptom_entries 1215973 <> _|_Blood test_|_Echocardiogram_|_Electrocardiogram_|_
symptom_entries 1017171 <> _|_Bronchoscopy normal_|_Chest X-ray normal_|_
symptom_entries 1059805 <> _|_CSF cell count normal_|_Magnetic resonance imaging head_|_Viral test negative_|_
symptom_entries 1010030 <> _|_Pyrexia_|_Yellow skin_|_
symptom_entries 1365345 <> _|_Abdominal pain_|_
symptom_entries 1397028 <> _|_Appendicitis perforated_|_Complicated appendicitis_|_
symptom_entries 963003 <> _|_Ear pain_|_Facial pain_|_Magnetic resonance imaging normal_|_
symptom_entries 1313559 <> _|_Back injury_|_Walking aid user_|_
symptom_entries 1093869 <> _|_Chest X-ray_|_Echocardiogram_|_
symptom_entries 992372 <> _|_Magnetic resonance imaging brain_|_
symptom_entries 1083241 <> _|_Blood test normal_|_Computerised tomogram_|_Magnetic resonance imaging_|_Muscular weakness_|_Speech disorder_|_
symptom_entries 1120155 <> _|_SARS-CoV-2 test_|_
symptom_entries 1025300 <> _|_Blood creatinine_|_Blood electrolytes normal_|_Troponin_|_
symptom_entries 1022969 <> _|_Cerebrovascular accident_|_
symptom_entries 1066973 <> _|_Computerised tomogram head_|_
symptom_entries 1347836 <> _|_Magnetic resonance imaging head abnormal_|_Ultrasound scan_|_
symptom_entries 1095766 <> _|_Mass_|_X-ray abnormal_|_
symptom_entries 1267408 <> _|_Cerebral haemorrhage_|_
symptom_entries 1203859 <> _|_Alanine aminotransferase_|_Albumin globulin ratio_|_Aspartate aminotransferase_|_Bilirubin urine_|_Blood albumin_|_Blood alkaline phosphatase_|_Blood bilirubin_|_Blood calcium_|_Blood chloride_|_Blood creatinine_|_Blood glucose_|_Blood lactic acid_|_Blood potassium_|_Blood sodium_|_Blood urea_|_Carbon dioxide_|_Chromaturia_|_Glomerular filtration rate_|_Haematocrit normal_|_Haemoglobin normal_|_Influenza virus test_|_Lymphocyte count normal_|_Mean cell haemoglobin concentration normal_|_Mean platelet volume increased_|_Monocyte percentage increased_|_Nitrite urine absent_|_Nucleated red cells_|_Platelet count normal_|_Red blood cell count decreased_|_Red cell distribution width normal_|_Specific gravity urine normal_|_Urine ketone body absent_|_Urine ketone body present_|_Urobilinogen urine increased_|_pH urine normal_|_
symptom_entries 1063243 <> _|_Magnetic resonance imaging brain_|_
symptom_entries 998943 <> _|_SARS-CoV-2 test negative_|_
symptom_entries 1095197 <> _|_Alanine aminotransferase normal_|_Albumin globulin ratio_|_Albumin globulin ratio normal_|_Aspartate aminotransferase normal_|_Basophil count decreased_|_Basophil count normal_|_Bilirubin urine_|_Blood alkaline phosphatase normal_|_Blood bilirubin normal_|_Blood chloride normal_|_Blood lactic acid_|_Blood potassium normal_|_Blood sodium normal_|_Blood urine absent_|_Carbon dioxide normal_|_Electrocardiogram_|_Eosinophil count decreased_|_Eosinophil count normal_|_Fibrin D dimer increased_|_Glomerular filtration rate_|_Glucose urine absent_|_Haematocrit normal_|_Mean cell haemoglobin concentration normal_|_Mean cell volume normal_|_Mean platelet volume normal_|_Monocyte count normal_|_Monocyte percentage_|_Nitrite urine absent_|_Protein urine absent_|_Red blood cell count normal_|_Specific gravity urine normal_|_Streptococcus test_|_Urine ketone body absent_|_Urine leukocyte esterase_|_White blood cells urine negative_|_White blood cells urine positive_|_pH urine normal_|_
symptom_entries 1187969 <> _|_Facial paralysis_|_
symptom_entries 1142463 <> _|_Dyspnoea_|_Mitral valve incompetence_|_
symptom_entries 1338829 <> _|_Alanine aminotransferase normal_|_Aspartate aminotransferase normal_|_Blood bicarbonate_|_Blood creatinine normal_|_Blood potassium normal_|_Blood urea normal_|_Haemoglobin normal_|_Hyponatraemia_|_Platelet count normal_|_Rash papular_|_SARS-CoV-2 antibody test_|_Serum ferritin normal_|_Troponin increased_|_
symptom_entries 1022292 <> _|_Electrocardiogram ST segment abnormal_|_Glycosylated haemoglobin_|_
symptom_entries 955979 <> _|_Blood magnesium decreased_|_Blood phosphorus decreased_|_Glycosylated haemoglobin increased_|_
symptom_entries 1343357 <> _|_Fibrin D dimer_|_
symptom_entries 1225701 <> _|_Electrocardiogram_|_
symptom_entries 1073173 <> _|_Blood lactic acid decreased_|_
symptom_entries 938712 <> _|_Respiratory rate_|_
symptom_entries 1119104 <> _|_Fibrin D dimer normal_|_
symptom_entries 1259762 <> _|_Arthralgia_|_Electrocardiogram_|_Pain_|_Ultrasound chest_|_
symptom_entries 1307797 <> _|_Angiocardiogram_|_Echocardiogram_|_Electrocardiogram ST segment elevation_|_Troponin_|_
symptom_entries 951104 <> _|_Antineutrophil cytoplasmic antibody_|_Antinuclear antibody_|_Complement factor_|_Metabolic function test_|_Respiratory viral panel_|_Thyroxine normal_|_
symptom_entries 1035784 <> _|_Chest X-ray_|_Computerised tomogram_|_Full blood count normal_|_Magnetic resonance imaging brain_|_
symptom_entries 1072881 <> _|_Cardiac pacemaker insertion_|_
symptom_entries 1131910 <> _|_Heart rate increased_|_
symptom_entries 1413830 <> _|_Electrocardiogram normal_|_
symptom_entries 1407217 <> _|_Blood culture_|_Chest pain_|_Echocardiogram normal_|_
symptom_entries 1344290 <> _|_Troponin increased_|_
symptom_entries 1280371 <> _|_Brain natriuretic peptide normal_|_Ejection fraction normal_|_Influenza virus test negative_|_Red blood cell sedimentation rate normal_|_
symptom_entries 1395232 <> _|_Troponin_|_
symptom_entries 1049728 <> _|_Blood fibrinogen_|_Blood lactate dehydrogenase_|_C-reactive protein_|_Full blood count_|_International normalised ratio_|_Lipase_|_Metabolic function test_|_Procalcitonin_|_Serum ferritin_|_
symptom_entries 995522 <> _|_Blood lactic acid_|_
symptom_entries 1442574 _|_Drug ineffective_|_Exposure during pregnancy_|_SARS-CoV-2 test_|_ <>
symptom_entries 1395844 <> _|_Death_|_
symptom_entries 1382202 <> _|_Death_|_
symptom_entries 1041456 <> _|_Aortic arteriosclerosis_|_Arteriosclerosis coronary artery_|_Atelectasis_|_Lung consolidation_|_
symptom_entries 1025489 <> _|_Electrocardiogram normal_|_White blood cell count normal_|_
symptom_entries 1346837 <> _|_Troponin_|_
symptom_entries 1303640 <> _|_Troponin_|_
symptom_entries 1260787 <> _|_Myocarditis_|_
symptom_entries 1385902 <> _|_Asthenia_|_
symptom_entries 1063702 <> _|_Angiogram cerebral normal_|_Arteriogram carotid normal_|_Ataxia_|_Computerised tomogram head normal_|_
symptom_entries 1109478 <> _|_Blood test_|_Computerised tomogram abnormal_|_
symptom_entries 1204411 <> _|_Computerised tomogram_|_Magnetic resonance imaging_|_
symptom_entries 1393008 <> _|_Fibrin D dimer_|_
symptom_entries 1130492 <> _|_Headache_|_
symptom_entries 1344337 <> _|_Electrocardiogram repolarisation abnormality_|_Pericarditis_|_Troponin_|_
symptom_entries 978529 <> _|_COVID-19 pneumonia_|_
symptom_entries 1104167 <> _|_Blood test normal_|_Cardiac monitoring normal_|_Electrocardiogram normal_|_X-ray normal_|_
symptom_entries 1071869 <> _|_Electrocardiogram abnormal_|_Fall_|_
symptom_entries 1252019 <> _|_Electrocardiogram_|_
symptom_entries 1397727 <> _|_Echocardiogram normal_|_Ejection fraction_|_Troponin_|_
symptom_entries 1088749 <> _|_CSF test normal_|_
symptom_entries 1424231 <> _|_Pericardial effusion_|_
symptom_entries 1343246 <> _|_Electrocardiogram ST-T change_|_Troponin_|_
symptom_entries 1347516 <> _|_Electrocardiogram ST segment abnormal_|_Magnetic resonance imaging heart_|_
symptom_entries 1361628 <> _|_Myocarditis_|_
symptom_entries 1371251 <> _|_Troponin I increased_|_
symptom_entries 1350898 <> _|_Echocardiogram_|_Troponin increased_|_
symptom_entries 1396060 <> _|_Brain natriuretic peptide normal_|_Echocardiogram abnormal_|_Electrocardiogram ST segment elevation_|_Troponin increased_|_
symptom_entries 1427657 <> _|_Blood urea decreased_|_Echocardiogram normal_|_Troponin_|_
symptom_entries 1207403 <> _|_Catheterisation cardiac_|_Magnetic resonance imaging_|_Nausea_|_Pain in extremity_|_
symptom_entries 1434000 <> _|_Echocardiogram_|_Ejection fraction_|_Troponin_|_
symptom_entries 1437818 <> _|_Echocardiogram_|_Electrocardiogram ST segment elevation_|_
symptom_entries 1262769 <> _|_Chest pain_|_
symptom_entries 1381819 <> _|_Chest pain_|_Echocardiogram_|_Electrocardiogram_|_
symptom_entries 1229929 <> _|_Pericarditis_|_
symptom_entries 1103930 <> _|_Alanine aminotransferase_|_Aspartate aminotransferase_|_Blood alkaline phosphatase_|_Blood bilirubin_|_Blood creatinine_|_Blood urea_|_Full blood count_|_
symptom_entries 1028827 <> _|_Fibrin D dimer_|_
symptom_entries 1179009 <> _|_Cerebrovascular accident_|_
symptom_entries 987115 <> _|_Magnetic resonance imaging normal_|_
symptom_entries 991769 <> _|_Blood test normal_|_Computerised tomogram normal_|_Magnetic resonance imaging normal_|_
symptom_entries 1020077 <> _|_Hemiplegia_|_
symptom_entries 1071515 <> _|_Asthenia_|_Walking aid user_|_
symptom_entries 972540 _|_Seizure_|_ <>
symptom_entries 1246421 <> _|_Computerised tomogram head_|_Computerised tomogram normal_|_
symptom_entries 1052121 <> _|_Encephalopathy_|_
symptom_entries 927981 <> _|_Computerised tomogram_|_Magnetic resonance imaging_|_
symptom_entries 1281031 <> _|_Chest pain_|_Electrocardiogram ST segment elevation_|_
symptom_entries 1020485 <> _|_Eye discharge_|_Facial paralysis_|_Headache_|_Lip disorder_|_Taste disorder_|_
symptom_entries 992603 <> _|_Angiogram_|_Deep vein thrombosis_|_Hypotension_|_Ultrasound Doppler_|_
symptom_entries 1230388 <> _|_Haematology test normal_|_Ultrasound Doppler abnormal_|_Ultrasound scan abnormal_|_Venogram_|_
symptom_entries 1262491 <> _|_Chest X-ray_|_Electrocardiogram_|_
symptom_entries 1007628 <> _|_Blood test normal_|_Electrocardiogram normal_|_
symptom_entries 1190483 <> _|_Pulmonary embolism_|_
symptom_entries 979461 <> _|_Electroencephalogram_|_
symptom_entries 1012825 <> _|_Body temperature increased_|_
6 columns altered
1440 modified reports on 2021-07-30
Writing ... vaers_changes/2021-07-30_VAERS_CHANGES.csv
2 reports with the most (9) records/lots/doses: 962303 1446736
column changes: {'symptom_entries': 139, 'DIED': 4, 'SYMPTOM_TEXT': 2, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
18061 delayed/late/gapfill
142 deleted
0 restored
7 cell edits trivial not printed
145 cell edits significant
0 cells emptied entirely
2 writeups changed
All time
393079 delayed/late/gapfill
1436 deleted
1 restored
268 cell edits trivial not printed
1677 cell edits significant
47 cells emptied entirely
137 writeups changed
58600 never published [903617, 903618, 903619, 903653, 903657, 903667, 903675, 903679 ... 1514844, 1514846, 1514849, 1514850, 1514851, 1514852, 1514853, 1514854]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-08-06
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-08-06_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1531320
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1531279
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1531320
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1531279
1747 exact duplicates dropped in concatenated files, now 788538 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1531320
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1531279
131726 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
583977 reports to work with (unique VAERS_IDs)
12146 dropped in df_data due to no covid VAX_TYPE involved in the report
14424 dropped in df_vax due to no covid VAX_TYPE involved in the report
14959 dropped in df_syms due to no covid VAX_TYPE involved in the report
571831 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
21501 SYMPTOM_TEXT field repeat sentences deduped in 6495 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
589200 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
589200 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-08-06_VAERS_CONSOLIDATED.csv
Consolidation of 2021-08-06 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
571831 rows in df_vax_flat
Merging DATA into VAX flattened
571831 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-08-06_VAERS_FLATTENED.csv
571831 rows in vaers_flattened/2021-08-06_VAERS_FLATTENED.csv
Flattening of 2021-08-06 done
Using flat 2021-07-30 already in memory, 545338 rows
Using flat 2021-08-06 already in memory, 571831 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-07-30 already in memory
Comparing
2021-07-30 v. 2021-08-06
571831 this drop total covid
545338 previous total covid
545175 identical set aside
26656 this drop to work with
163 previous to work with
26493 difference
14299 new in 2021-08-06
12346 delayed this week
152 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1 cell of trivial non-letter differences ignored
DATEDIED 2 cells of trivial non-letter differences ignored
2 DIED [] <> Y [1262218, 1330240]
HISTORY 1 cell of trivial non-letter differences ignored
symptom_entries 1485638 _|_Myocarditis_|_Pericarditis_|_ <>
symptom_entries 1459695 <> _|_Chest pain_|_Ventricular internal diameter_|_
symptom_entries 1464501 _|_Embolism arterial_|_ <>
symptom_entries 1165259 _|_Palpitations_|_ <>
symptom_entries 1464752 _|_Dependence on oxygen therapy_|_ <>
symptom_entries 1460395 <> _|_Condition aggravated_|_Myasthenia gravis crisis_|_
symptom_entries 1459843 _|_Full blood count_|_ <> _|_Full blood count abnormal_|_
symptom_entries 1470196 _|_Vaccination complication_|_ <>
5 columns altered
1446 modified reports on 2021-08-06
Writing ... vaers_changes/2021-08-06_VAERS_CHANGES.csv
2 reports with the most (9) records/lots/doses: 962303 1446736
column changes: {'symptom_entries': 8, 'DIED': 2, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
12346 delayed/late/gapfill
152 deleted
0 restored
4 cell edits trivial not printed
10 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
405425 delayed/late/gapfill
1588 deleted
1 restored
272 cell edits trivial not printed
1687 cell edits significant
47 cells emptied entirely
137 writeups changed
47733 never published [903617, 903618, 903619, 903657, 903675, 903679, 903707, 903710 ... 1531253, 1531254, 1531255, 1531256, 1531257, 1531258, 1531275, 1531305]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-08-13
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-08-13_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1553448
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1553455
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1553448
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1553455
1815 exact duplicates dropped in concatenated files, now 815058 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1553448
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1553455
131775 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
609327 reports to work with (unique VAERS_IDs)
13705 dropped in df_data due to no covid VAX_TYPE involved in the report
16355 dropped in df_vax due to no covid VAX_TYPE involved in the report
16898 dropped in df_syms due to no covid VAX_TYPE involved in the report
595622 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
14749 SYMPTOM_TEXT field repeat sentences deduped in 4544 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
613726 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
613726 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-08-13_VAERS_CONSOLIDATED.csv
Consolidation of 2021-08-13 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
595622 rows in df_vax_flat
Merging DATA into VAX flattened
595622 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-08-13_VAERS_FLATTENED.csv
595622 rows in vaers_flattened/2021-08-13_VAERS_FLATTENED.csv
Flattening of 2021-08-13 done
Using flat 2021-08-06 already in memory, 571831 rows
Using flat 2021-08-13 already in memory, 595622 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-08-06 already in memory
Comparing
2021-08-06 v. 2021-08-13
595622 this drop total covid
571831 previous total covid
571677 identical set aside
23945 this drop to work with
154 previous to work with
23791 difference
14040 new in 2021-08-13
9868 delayed this week
117 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 1 cell of trivial non-letter differences ignored
DATEDIED 2 cells of trivial non-letter differences ignored
3 DIED [] <> Y [1196932, 1350545, 1526319]
OTHER_MEDS 1 cell of trivial non-letter differences ignored
OTHER_MEDS 1497982 Aredes Perservision <> AREDS PRESERVISION
SYMPTOM_TEXT 1530606 Pacific Standard <>
symptom_entries 1515312 _|_Abdominal discomfort_|_ <> _|_Gastrointestinal disorder_|_
symptom_entries 1515646 <> _|_Asthenia_|_Feeling cold_|_
symptom_entries 1518724 <> _|_Immunodeficiency_|_
symptom_entries 1519940 _|_Benign prostatic hyperplasia_|_Hypertension_|_Hypothyroidism_|_ <>
symptom_entries 1523423 <> _|_Syncope_|_
symptom_entries 1411980 <> _|_Palpitations_|_
symptom_entries 1520513 _|_Musculoskeletal discomfort_|_ <>
symptom_entries 1515247 <> _|_Intensive care_|_
symptom_entries 1515279 _|_Pain in extremity_|_Vaccination complication_|_ <>
symptom_entries 1515368 _|_Angiogram_|_Mastoid disorder_|_Sinusitis_|_Thrombosis_|_ <> _|_Angiogram cerebral abnormal_|_Computerised tomogram head abnormal_|_Mastoiditis_|_Mucosal hypertrophy_|_Venogram abnormal_|_
symptom_entries 1519527 _|_COVID-19_|_Glycosylated haemoglobin_|_Hypertension_|_Hypothyroidism_|_Infection_|_Renal function test_|_ <>
symptom_entries 1529009 _|_Cardiomegaly_|_ <>
symptom_entries 1515106 _|_Ultrasound Doppler abnormal_|_ <> _|_Ultrasound Doppler_|_Ultrasound scan abnormal_|_
symptom_entries 1519085 _|_Computerised tomogram abdomen abnormal_|_Condition aggravated_|_Dyspepsia_|_Muscle contracture_|_ <> _|_Computerised tomogram abdomen_|_Computerised tomogram abnormal_|_
symptom_entries 1529988 <> _|_Neurological symptom_|_
symptom_entries 1515492 _|_Arrhythmia_|_Chronic sinusitis_|_Coma scale_|_ <> _|_Cerebral atrophy_|_Coma scale abnormal_|_Paranasal sinus inflammation_|_Unresponsive to stimuli_|_
symptom_entries 1515151 <> _|_Heart rate increased_|_
symptom_entries 1519143 _|_Asthenia_|_Magnetic resonance imaging head normal_|_Magnetic resonance imaging spinal normal_|_Nervous system disorder_|_ <>
symptom_entries 1519985 _|_Laboratory test_|_ <>
symptom_entries 1522707 _|_Laboratory test_|_ <> _|_Laboratory test abnormal_|_
symptom_entries 1525685 <> _|_Blood pressure fluctuation_|_
symptom_entries 1523465 _|_Cardiac resynchronisation therapy_|_ <> _|_Cardiac pacemaker insertion_|_
symptom_entries 1515142 _|_Feeling abnormal_|_ <>
symptom_entries 1435125 _|_Body temperature_|_Dysphagia_|_SARS-CoV-2 test_|_ <>
symptom_entries 1515756 <> _|_Aptyalism_|_Dry mouth_|_Dysgeusia_|_Skin odour abnormal_|_
symptom_entries 1520136 _|_SARS-CoV-2 test_|_ <> _|_SARS-CoV-2 test positive_|_
symptom_entries 1525856 _|_Renal impairment_|_ <>
symptom_entries 1528776 _|_Cardiac discomfort_|_ <>
symptom_entries 1518570 _|_Resuscitation_|_ <> _|_Cardioversion_|_
symptom_entries 1518447 _|_Hypertension_|_ <> _|_Blood pressure abnormal_|_
symptom_entries 1528696 _|_No adverse event_|_ <> _|_Unevaluable event_|_
6 columns altered
1624 modified reports on 2021-08-13
Writing ... vaers_changes/2021-08-13_VAERS_CHANGES.csv
2 reports with the most (9) records/lots/doses: 962303 1446736
column changes: {'symptom_entries': 31, 'SYMPTOM_TEXT': 3, 'DIED': 3, 'ALLERGIES': 1, 'OTHER_MEDS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
9868 delayed/late/gapfill
117 deleted
0 restored
4 cell edits trivial not printed
39 cell edits significant
0 cells emptied entirely
3 writeups changed
All time
415293 delayed/late/gapfill
1705 deleted
1 restored
276 cell edits trivial not printed
1726 cell edits significant
47 cells emptied entirely
140 writeups changed
44472 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1553446, 1553447, 1553449, 1553450, 1553451, 1553452, 1553453, 1553454]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-08-20
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-08-20_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1590982
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1590618
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1590982
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1590618
1853 exact duplicates dropped in concatenated files, now 844210 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1590982
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1590618
131781 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
637664 reports to work with (unique VAERS_IDs)
14321 dropped in df_data due to no covid VAX_TYPE involved in the report
17106 dropped in df_vax due to no covid VAX_TYPE involved in the report
17612 dropped in df_syms due to no covid VAX_TYPE involved in the report
623343 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
25176 SYMPTOM_TEXT field repeat sentences deduped in 6332 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
642121 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
642121 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-08-20_VAERS_CONSOLIDATED.csv
Consolidation of 2021-08-20 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
623343 rows in df_vax_flat
Merging DATA into VAX flattened
623343 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-08-20_VAERS_FLATTENED.csv
623343 rows in vaers_flattened/2021-08-20_VAERS_FLATTENED.csv
Flattening of 2021-08-20 done
Using flat 2021-08-13 already in memory, 595622 rows
Using flat 2021-08-20 already in memory, 623343 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-08-13 already in memory
Comparing
2021-08-13 v. 2021-08-20
623343 this drop total covid
595622 previous total covid
595486 identical set aside
27857 this drop to work with
136 previous to work with
27721 difference
23928 new in 2021-08-20
3909 delayed this week
116 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1 cell of trivial non-letter differences ignored
HISTORY 1 cell of trivial non-letter differences ignored
LAB_DATA 2 cells of trivial non-letter differences ignored
OTHER_MEDS 1516270 [] <> BOCOUTURE
OTHER_MEDS 1551471 <> TYLENOL
SEX 1360859 F <> M
SYMPTOM_TEXT 1537623 RISANKIZUMAB RZAA SKYRIZI lacking(SKYRIZI for Hidradenitis <> lacking
SYMPTOM_TEXT 1543830 01-Jan-1900 a MI <> reported an
SYMPTOM_TEXT 1551655 F F F F F <>
SYMPTOM_TEXT 1539685 United States <>
SYMPTOM_TEXT 1544547 United States <>
SYMPTOM_TEXT 1544404 United States <>
SYMPTOM_TEXT 1543790 on Apr 2017 Jan 2020 <>
SYMPTOM_TEXT 1536981 United States <>
SYMPTOM_TEXT 1544087 United States <>
VAX_DOSE_SERIES 1551471 UNK|1 <> 1
VAX_DOSE_SERIES 1516270 UNK|UNK <> UNK
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 1516270 Unknown|Unknown <> Unknown
VAX_MANU 1551471 Unknown|Moderna <> Moderna
VAX_MANU 1516270 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_NAME 1516270 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_NAME 1551471 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 1516270 OT|OT <> OT
VAX_SITE 2 cells of trivial non-letter differences ignored
VAX_TYPE 1516270 COVID19|UNK <> COVID19
VAX_TYPE 1551471 UNK|COVID19 <> COVID19
symptom_entries 1551541 _|_Abdominal discomfort_|_ <>
symptom_entries 1235910 <> _|_Condition aggravated_|_
symptom_entries 1535123 _|_Oxygen saturation decreased_|_ <>
symptom_entries 1297438 _|_Inappropriate schedule of product administration_|_ <>
symptom_entries 1234412 _|_Exposure during pregnancy_|_Small for dates baby_|_ <> _|_Foetal death_|_Foetal growth restriction_|_
symptom_entries 1324847 _|_Haemoglobin_|_ <>
14 columns altered
1724 modified reports on 2021-08-20
Writing ... vaers_changes/2021-08-20_VAERS_CHANGES.csv
3 reports with the most (9) records/lots/doses: 962303 1446736 1582318
column changes: {'SYMPTOM_TEXT': 9, 'symptom_entries': 6, 'VAX_TYPE': 2, 'VAX_MANU': 2, 'VAX_DOSE_SERIES': 2, 'VAX_NAME': 2, 'OTHER_MEDS': 2, 'SEX': 1, 'VAX_ROUTE': 1, 'VAX_LOT': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'L_THREAT': 0, 'HISTORY': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
3909 delayed/late/gapfill
116 deleted
0 restored
8 cell edits trivial not printed
28 cell edits significant
0 cells emptied entirely
9 writeups changed
All time
419202 delayed/late/gapfill
1821 deleted
1 restored
284 cell edits trivial not printed
1754 cell edits significant
47 cells emptied entirely
149 writeups changed
53556 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1590972, 1590974, 1590975, 1590976, 1590977, 1590978, 1590979, 1590981]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-08-27
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-08-27_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1640753
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1638454
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1640753
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1638454
1876 exact duplicates dropped in concatenated files, now 873765 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1640753
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1638454
131781 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
665924 reports to work with (unique VAERS_IDs)
15847 dropped in df_data due to no covid VAX_TYPE involved in the report
18922 dropped in df_vax due to no covid VAX_TYPE involved in the report
19386 dropped in df_syms due to no covid VAX_TYPE involved in the report
650077 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
24442 SYMPTOM_TEXT field repeat sentences deduped in 5765 reports, max difference 2466 bytes in VAERS_ID 1288299
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
669860 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
669860 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-08-27_VAERS_CONSOLIDATED.csv
Consolidation of 2021-08-27 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
650077 rows in df_vax_flat
Merging DATA into VAX flattened
650077 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-08-27_VAERS_FLATTENED.csv
650077 rows in vaers_flattened/2021-08-27_VAERS_FLATTENED.csv
Flattening of 2021-08-27 done
Using flat 2021-08-20 already in memory, 623343 rows
Using flat 2021-08-27 already in memory, 650077 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-08-20 already in memory
Comparing
2021-08-20 v. 2021-08-27
650077 this drop total covid
623343 previous total covid
89263 identical set aside
560814 this drop to work with
534080 previous to work with
26734 difference
23656 new in 2021-08-27
3183 delayed this week
105 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 55019 cells of trivial non-letter differences ignored
CUR_ILL 14180 cells of trivial non-letter differences ignored
DIED 1218422 [] <> Y
HISTORY 73317 cells of trivial non-letter differences ignored
LAB_DATA 44146 cells of trivial non-letter differences ignored
OTHER_MEDS 109342 cells of trivial non-letter differences ignored
OTHER_MEDS 1395549 "N/A" <> []
PRIOR_VAX 9083 cells of trivial non-letter differences ignored
SPLTTYPE 46724 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 493951 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1550589 <> MOD_2021_018652
SYMPTOM_TEXT 1509375 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1498728 PEI <> Anaphylactic reaction Grade I furiness Dizziness Head Pain pressure Malaise Mouth puckered This is a spontaneous report from non-contactable consumer downloaded the regulatory authority-WEB DE-PEI-CADR2021063915 Safety Report Unique Identifier DE-PEI-202100055784 A 70-year-old male patient received BNT162B2 COMIRNATY via an unspecified route administration on 07Apr2021 lot number EW8904 as DOSE NUMBER UNKNOWN SINGLE for COVID-19 immunisation Medical history included ongoing pneumonia in 2016 viral left hypercholesteremia COPD exacerbated GOLD St II/category B psoriasis pustular peripheral arterial authority
SYMPTOM_TEXT 1544468 <> Arm swelling continued Injection site red Itchy swollen This spontaneous case was reported by a consumer and describes the occurrence of PERIPHERAL SWELLING VACCINATION SITE PRURITUS ERYTHEMA in female patient an unknown age who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination
SYMPTOM_TEXT 1589954 appropriate.,Linked <> Asphyxia due to aspiration or gastrooesophageal reflux Respiratory the Agency Regulatory authority number v21123522 And follow-up was same via regulatory appropriate.|Linked
SYMPTOM_TEXT 1498954 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1475716 <> Became anxious aches in arms Felt tired This is a spontaneous report from contactable consumer received the regulatory authority The number GB-MHRA-WEBCOVID-202106280952374210-VSBHD Safety Report Unique Identifier GB-MHRA-ADR 25554067 A 26-year-old male patient BNT162B2 PFIZER-BIONTECH COVID-19 VACCINE via an unspecified route of administration on 06Jun2021 Batch/Lot Number r2w3143 as DOSE 1 SINGLE for covid-19 immunisation patient's
SYMPTOM_TEXT 1498941 <> C-reactive protein increased/C-reactive was 6 later 24 erythrocyte sedimentation rate 24/later 40 This is a spontaneous report from contactable physician downloaded the regulatory authority-WEB authority number FI-FIMEA-20213447 A 70-year-old female patient received first dose of BNT162B2(COMIRNATY intramuscular on 29Mar2021 Batch/Lot Number ET7205 as single for COVID-19 immunization Medical history included diabetes and hypertension Concomitant medication cortisone The experienced
SYMPTOM_TEXT 1589101 PGS Puurs <> COVID-19 cardiac decompensation respiratory distress vaccination failure authority-WEB authority number FR-AFSSAPS-RS20212588 Company
SYMPTOM_TEXT 1498758 PEI <> Cardiac arrhythmia/arrhythmia Myocardial infarction/Infarct myocardial This is a spontaneous report from non-contactable consumer downloaded the regulatory authority-WEB authority number DE-PEI-CADR2021066693 A 39-year-old female patient received bnt162b2 COMIRNATY reported as Comirnaty mRNA TOZINAMERAN strength 0.3 mL dose 2 via an unspecified route of administration on 02Mar2021 Lot Number EP9598 single for covid-19 immunisation The first date 1 patient's medical history and concomitant medications were not
SYMPTOM_TEXT 1470924 suspected thrombophlebitis right <> Myalgia This is a spontaneous report from contactable physician downloaded regulatory authority-WEB authority number BE-FAMHP-DHH-N2021-96531 A 52-year-old female received BNT162B2 COMIRNATY Lot unknown first solution injection intramuscular 13May2021 at age 52-years-old as cardiovascular problem
SYMPTOM_TEXT 1566847 Vick's <>
SYMPTOM_TEXT 1510563 <> from contactable physician downloaded the regulatory authority-WEB authority number DK-DKMA-WBS-0071700
SYMPTOM_TEXT 1510491 <> from the Regulatory Agency RA authority number GB-MHRA-WEBCOVID-202107131611524690-KWGL0 Safety Report Unique Identifier GB-MHRA-ADR 25642712
SYMPTOM_TEXT 1499231 <> Generalised muscle aches couldn't move arm became swollen Swollen lymph nodes This is a spontaneous report from contactable consumer patient received the regulatory authority The number GB-MHRA-WEBCOVID-202107050859222260-WARWF A 29-years-old female BNT162B2 PFIZER-BIONTECH COVID-19 VACCINE Solution for injection dose 2 via an unspecified route of administration on 01Jul2021 Batch/Lot was not reported as DOSE SINGLE immunisation Medical history included lactation
SYMPTOM_TEXT 1537566 United States <>
SYMPTOM_TEXT 1510551 toes,spreading <> toes|spreading from contactable consumer patient reported different events with doses BNT162B2 the second two reports The first downloaded regulatory authority-WEB CZ-CZSUKL-21007877
SYMPTOM_TEXT 1510397 <> from contactable consumer received the Regulatory Agency RA The regulatory authority number GB-MHRA-WEBCOVID-202107130947304140-5QSWE Safety Report Unique Identifier GB-MHRA-ADR 25639103
SYMPTOM_TEXT 1510404 A <> from contactable consumer received the Regulatory Agency RA authority number GB-MHRA-WEBCOVID-202107131032465650-Y9QKX Safety Report Unique Identifier GB-MHRA-ADR 25639463.A
SYMPTOM_TEXT 1547898 United States <>
SYMPTOM_TEXT 1467683 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1470037 <> JOINT PAIN Fever Fatigue FEELING UNWELL MUSCLE Nausea Shortness of breath SKIN PROBLEM HIVES ALL OVER THE BODY This spontaneous report received from a consumer via Regulatory Authority BE-FAMHP-DHH-N2021-97988 concerned 60 year old female an unspecified race and ethnic origin The patient's height weight were not reported
SYMPTOM_TEXT 1469784 <> Migraine sickness dizziness This regulatory authority case was reported by a consumer and describes the occurrence of ADVERSE DRUG REACTION in 28-year-old female patient who received mRNA-1273 Moderna CoviD-19 Vaccine batch no LOT 3002621 for COVID-19 vaccination No medical history provided reporter
SYMPTOM_TEXT 1469430 intakeExpiration URPL National Competent NCA <> intake reduced/difficulty drinking fluids food This is a spontaneous report received from contactable Physician downloaded regulatory WEB number PL-URPL-3-747-2021 A 69-year-old female patient bnt162b2 COMIRNATY dose 1 via intramuscular administered Arm Left on 10Mar2021 17:13 at age Lot Number ER7812 Expiration Regulatory agency
SYMPTOM_TEXT 1530894 <> Pain above eye sockets Quick sharp localized pains in head mostly on side of injection This is a spontaneous report from contactable consumer the patient A 60-year-old non-pregnant female received second dose BNT162b2 PFIZER-BIONTECH COVID-19 mRNA VACCINE Lot Number UNKNOWN via an unspecified route administration arm left 09Mar2021 at 15:45 age as single for immunisation Medical history included immune thrombocytopenic purpura and cholesterol high Concomitant medications cetirizine hydrochloride ZYRTEC atorvastatin calcium LIPITOR vitamin d nos VIT D ibuprofen ADVIL all unknown date indication The had no known allergies
SYMPTOM_TEXT 1547726 United States <>
SYMPTOM_TEXT 1510382 <> from contactable consumer received the Regulatory Agency RA The regulatory authority number GB-MHRA-WEBCOVID-202107122003293500-G3VV1 Safety Report Unique Identifier GB-MHRA-ADR 25637018
SYMPTOM_TEXT 1510421 <> from contactable consumer received the Regulatory Agency RA authority number GB-MHRA-WEBCOVID-202107131255393800-6TJBM Safety Report Unique Identifier GB-MHRA-ADR 25640338
SYMPTOM_TEXT 1510490 <> from contactable pharmacist received the Regulatory Agency RA The regulatory authority number GB-MHRA-WEBCOVID-202107131603423430-8V2HD Safety Report Unique Identifier GB-MHRA-ADR 25642682
SYMPTOM_TEXT 1559891 United States <>
SYMPTOM_TEXT 1510558 based on information <> from contactable consumer or other non-health care professional
SYMPTOM_TEXT 1563580 United States <>
SYMPTOM_TEXT 1510505 date.The <> contactable physician downloaded the regulatory authority-WEB AT-BASGAGES-2021-35436 date The
SYMPTOM_TEXT 1510437 <> from contactable consumer received the Regulatory Agency RA The regulatory authority number GB-MHRA-WEBCOVID-202107131434384730-RKQRG Sender's Case Safety Report Unique Identifier GB-MHRA-ADR 25641382
SYMPTOM_TEXT 1530966 <> Tender and sore under arm Dime/quarter sized lymph cyst right This is a spontaneous report from contactable other healthcare professional the patient A 44-year-old non-pregnant female received second dose of BNT162b2 PFIZER-BIONTECH COVID-19 mRNA VACCINE Lot Number UNKNOWN via an unspecified route administration in on 05Apr2021 at 10:30 age 44-years-old as single for immunisation Medical history included known allergy to sulfa drugs Concomitant medications cetirizine hydrochloride ZYRTEC minerals nos vitamins PRENATAL VITAMINS both indication unknown date The previously first
SYMPTOM_TEXT 1498859 <> This is a spontaneous report from contactable Pharmacist downloaded the regulatory authority-WEB ES-AEMPS-927152 A 58-years-old female patient received bnt162b2 COMIRNATY dose 2 intramuscular administered in Arm Left on 08Feb2021 Batch/Lot Number EL8723 as single 1 18Jan2021 EM0477 for covid-19 immunisation The medical history was not reported patient's concomitant medications were Patient had mild COVID-19 Symptoms
SYMPTOM_TEXT 1475608 <> This is a spontaneous report from contactable consumer received the regulatory authority The number GB-MHRA-WEBCOVID-202106260039230570-F2QZ5 Safety Report Unique Identifier GB-MHRA-ADR 25548026 A female patient of an unspecified age BNT162B2 PFIZER-BIONTECH COVID-19 VACCINE via route administration on 28May2021 Lot was not reported as dose 1 single for
SYMPTOM_TEXT 1475922 <> This is a spontaneous report from contactable consumer received the regulatory authority The number GB-MHRA-WEBCOVID-202106290857282560-8A5YD Safety Report Unique Identifier GB-MHRA-ADR 25562069
SYMPTOM_TEXT 1469301 <> This is a spontaneous report from contactable physician downloaded the regulatory authority-WEB authority number NL-LRB-00582851
SYMPTOM_TEXT 1469358 <> This is a spontaneous report from contactable physician downloaded the regulatory authority-WEB authority number NO-NOMAADVRE-FHI-2021-U43d1d with Safety Report Unique Identifier NO-NOMAADVRE-E2B_00033006
SYMPTOM_TEXT 1255580 COVAX US Support <>
SYMPTOM_TEXT 1467625 Sehst rungen 4-5 Stunden Bild von rechtem und linkem Auge sind wie beim Schielen bereinandergelaufen <> This regulatory authority case was reported by a consumer describes occurrence in 57-year-old male who for COVID-19 vaccination Prophylactic
SYMPTOM_TEXT 1540087 <> This spontaneous case was reported by a consumer describes occurrence FATIGUE fatigue CHILLS chills PYREXIA low grade fever in male age who for vaccination The additional non-serious events is detailed below
SYMPTOM_TEXT 1540028 <> This spontaneous case was reported by a consumer and describes the occurrence of PAIN lots body ache CHILLS Chills PYREXIA fever 101.5 last night today 99.6 in 62-year-old male patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 041L20A for vaccination
SYMPTOM_TEXT 1539661 <> This spontaneous case reported by a consumer describes occurrence in 23-year-old female who batch no 025-J20A for vaccination
SYMPTOM_TEXT 1539935 <> This spontaneous case was reported by a consumer and describes the occurrence of PYREXIA Fever in 23-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch nos 026L26A 032L20A for vaccination
SYMPTOM_TEXT 1562018 E2B <> This spontaneous was reported by a consumer and describes the occurrence of PYREXIA fever TREMOR shakes in 48-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 030M20A for vaccination The patient's past medical history included Tested positive COVID19 on 25thJAN2021 25-Jan-2021
SYMPTOM_TEXT 1539879 <> This spontaneous case was reported by a consumer and describes the occurrence of VACCINATION SITE PRURITUS bump started to become itchy PAIN Burning SWELLING Little ERYTHEMA arm got llittel red/red in 63-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination No Medical History information
SYMPTOM_TEXT 1540053 <> This spontaneous case was reported by a consumer and describes the occurrence of VACCINATION SITE SWELLING Injection site kind swollen PAIN hurt ERYTHEMA looks red A tenderness PRURITUS injection itchy in 40-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination
SYMPTOM_TEXT 1539868 <> This spontaneous case reported by health care professional and describes occurrence in 61-year-old female who batch no 025J020A for vaccination No Medical History information
SYMPTOM_TEXT 1539907 <> This spontaneous case was reported by nurse subsequently medically confirmed describes occurrence in 67-year-old female who batch no 039k20A for unknown indication
SYMPTOM_TEXT 1539889 <> This spontaneous case was reported by a nurse and describes occurrence it doesnot open correctly in 64-year-old female who batch no 039K20A for vaccination
SYMPTOM_TEXT 1539711 <> This spontaneous prospective pregnancy case was reported by a consumer and describes the occurrence of EXPOSURE DURING PREGNANCY Pregnant while receiving vaccine in 39-year-old female patient gravida 3 para 1 who received mRNA-1273 Moderna COVID-19 Vaccine batch no 011L20A for vaccination
SYMPTOM_TEXT 1539633 <> This spontaneous prospective pregnancy case was reported by a consumer and describes the occurrence of MATERNAL EXPOSURE DURING PREGNANCY Pregnant got vaccinated in 35-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 012L20A for vaccination No Medical History information On 15-Jan-2021 dose unknown route 1 dosage form Last menstrual period estimated date delivery were not provided experienced The occurred on an which as Unknown For neonate outcome had resolved
SYMPTOM_TEXT 1510504 <> from contactable physician downloaded regulatory authority-WEB identification number AT-BASGAGES-2021-26681
SYMPTOM_TEXT 1475912 <> aching everywhere blocked nose sore arm tired This is a spontaneous report from contactable consumer patient received the regulatory authority The number GB-MHRA-WEBCOVID-202106290149521360-Y4YDL Safety Report Unique Identifier GB-MHRA-ADR 25559086 A 24-year-old male
SYMPTOM_TEXT 1470065 <> Fatigue This is spontaneous report contactable consumer or other non hcp A 54-years-old pregnant female received first dose bnt162b2 PFIZER-BIONTECH COVID-19 VACCINE Formulation Solution
SYMPTOM_TEXT 1510396 <> contactable consumer patient received Regulatory Agency RA The regulatory authority number GB-MHRA-WEBCOVID-202107130946502200-PCBRM Safety Report Unique Identifier GB-MHRA-ADR 25639243
SYMPTOM_TEXT 1510394 A <> from contactable consumer patient received the Regulatory Agency RA authority number GB-MHRA-WEBCOVID-202107130920585160-TECCY Safety Report Unique Identifier GB-MHRA-ADR 25638963.A
SYMPTOM_TEXT 1498769 PEI <> constant tightness in chest cardiac dyspnoea/difficulty breathing This is a spontaneous report from non-contactable consumer downloaded regulatory authority-WEB The authority number DE-PEI-CADR2021067710 with Safety Report Unique Identifier DE-PEI-202100060526 49-year-old female patient received BNT162B2 via unspecified route administration on 28Apr2021 Batch/Lot Number EX3510 as dose unknown 0.3 ml single for COVID-19
SYMPTOM_TEXT 1510410 <> from contactable Consumer received the Regulatory Agency RA authority number GB-MHRA-WEBCOVID-202107131056529110-CBHRK Safety Report Unique Identifier GB-MHRA-ADR 25639654
SYMPTOM_TEXT 1547940 United States <>
SYMPTOM_TEXT 1547743 United States <>
SYMPTOM_TEXT 1531078 <> large red rash that hurt itched was hot to the touch on arm where shot given This is a spontaneous report from contactable consumer patient A 76-year-old non-pregnant female received second dose of BNT162b2 PFIZER-BIONTECH COVID-19 mRNA VACCINE Lot Number ER8735 via an unspecified route administration in right 27Apr2021 at 08:00(at age as single for immunisation
SYMPTOM_TEXT 1543784 United States <>
SYMPTOM_TEXT 1510407 <> from contactable consumer received the Regulatory Agency RA authority number GB-MHRA-WEBCOVID-202107131047482860-QOVAP Safety Report Unique Identifier GB-MHRA-ADR 25639586
SYMPTOM_TEXT 1567094 United States <>
SYMPTOM_TEXT 1499162 birth PRIVACY <> severe abdominal pain Acute pancreatitis This is spontaneous report from contactable physician downloaded the regulatory authority-WEB authority number FR-AFSSAPS-PS20211509 A 67-year-old male patient received bnt162b2 COMIRNATY Batch/Lot Number ET6956 intramuscular on 24Apr2021 at age 67-years-old as dose single for COVID-19 immunisation Medical included to an unknown pancreas cancer Concomitant medications pancreatin EUROBIOL omeprazole both taken unspecified
SYMPTOM_TEXT 1542636 United States <>
SYMPTOM_TEXT 1510375 <> from contactable consumer patient received the Regulatory Agency RA authority number GB-MHRA-WEBCOVID-202107121346350840-F3KMI Safety Report Unique identifier GB-MHRA-ADR 25635679
SYMPTOM_TEXT 1539584 United States <>
VAX_DOSE_SERIES 1036170 2|1 <> 1|2
VAX_LOT 174 cells of trivial non-letter differences ignored
VAX_LOT 1036170 042L20A|011J20A <> 011J20A||042L20A
VAX_MANU 1 cell of trivial non-letter differences ignored
2 VAX_MANU Moderna|Unknown <> Moderna|Pfizer-BionT [1348170, 1485300]
VAX_NAME 9 cells of trivial non-letter differences ignored
2 VAX_NAME C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna|C19 Pfizer-BionT [1348170, 1485300]
2 VAX_TYPE COVID19|UNK <> COVID19|COVID19 [1348170, 1485300]
symptom_entries 700 cells of trivial non-letter differences ignored
symptom_entries 1453194 _|_Blood pressure fluctuation_|_ <>
symptom_entries 1475907 _|_Hallucination, visual_|_Hallucinations, mixed_|_ <> _|_Hallucinations| mixed_|_Hallucination| visual_|_
symptom_entries 1250262 _|_Paraesthesia_|_ <>
symptom_entries 1441759 _|_Off label use_|_ <>
15 columns altered
535795 modified reports on 2021-08-27
Writing ... vaers_changes/2021-08-27_VAERS_CHANGES.csv
3 reports with the most (9) records/lots/doses: 962303 1446736 1582318
column changes: {'SYMPTOM_TEXT': 71, 'symptom_entries': 5, 'VAX_TYPE': 2, 'VAX_MANU': 2, 'VAX_NAME': 2, 'VAX_DOSE_SERIES': 1, 'DIED': 1, 'OTHER_MEDS': 1, 'VAX_LOT': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
3183 delayed/late/gapfill
105 deleted
0 restored
846646 cell edits trivial not printed
86 cell edits significant
1 cells emptied entirely
71 writeups changed
All time
422385 delayed/late/gapfill
1926 deleted
1 restored
846930 cell edits trivial not printed
1840 cell edits significant
48 cells emptied entirely
220 writeups changed
75004 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1640743, 1640744, 1640745, 1640746, 1640747, 1640749, 1640750, 1640752]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-09-03
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-09-03_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1669883
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1669818
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1669883
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1669818
1901 exact duplicates dropped in concatenated files, now 900924 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1669883
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1669818
131781 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
692123 reports to work with (unique VAERS_IDs)
16530 dropped in df_data due to no covid VAX_TYPE involved in the report
19756 dropped in df_vax due to no covid VAX_TYPE involved in the report
20222 dropped in df_syms due to no covid VAX_TYPE involved in the report
675593 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
30480 SYMPTOM_TEXT field repeat sentences deduped in 7294 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
696185 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
696185 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-09-03_VAERS_CONSOLIDATED.csv
Consolidation of 2021-09-03 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
675593 rows in df_vax_flat
Merging DATA into VAX flattened
675593 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-09-03_VAERS_FLATTENED.csv
675593 rows in vaers_flattened/2021-09-03_VAERS_FLATTENED.csv
Flattening of 2021-09-03 done
Using flat 2021-08-27 already in memory, 650077 rows
Using flat 2021-09-03 already in memory, 675593 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-08-27 already in memory
Comparing
2021-08-27 v. 2021-09-03
675593 this drop total covid
650077 previous total covid
649863 identical set aside
25730 this drop to work with
214 previous to work with
25516 difference
11053 new in 2021-09-03
14628 delayed this week
165 deleted this week kept
0 restored this week
Column value changes
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1525550 unauff llig <> unauffallig
SYMPTOM_TEXT 1604144 <> 2nd dose missed more than 42 days This spontaneous case was reported by a consumer and describes the occurrence of PRODUCT DOSE OMISSION ISSUE in 32-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination Concurrent medical conditions included Clotting disorder
SYMPTOM_TEXT 1595923 <> Arm pretty sore Skin got thicker Itching so bad Tender around njection pink This spontaneous case was reported by a consumer and describes occurrence PAIN IN EXTREMITY VACCINATION SITE SWELLING 78-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 027L2OA for vaccination
SYMPTOM_TEXT 1603549 <> Basic allergies Second scheduled at day 43 sore throat This spontaneous case was reported by a consumer describes occurrence of OROPHARYNGEAL PAIN Sore HYPERSENSITIVITY INAPPROPRIATE SCHEDULE OF PRODUCT ADMINISTRATION female an unknown age who mRNA-1273 Moderna COVID-19 Vaccine batch no 036A21A for vaccination
SYMPTOM_TEXT 1598171 <> Brain fog Inflammation throughout the body Joint pain muscle aches Sensitive skin This spontaneous case was reported by a consumer and describes occurrence of CEREBRAL DISORDER ARTHRALGIA MYALGIA Muscle in 25-year-old male patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 039K20A for vaccination No Medical History information
SYMPTOM_TEXT 1598603 <> Chest pain; Nervousness; This spontaneous case was reported by a consumer (subsequently medically confirmed) and describes the occurrence of NERVOUSNESS (Nervousness) and CHEST PAIN (Chest pain) in a 56-year-old female patient who received mRNA-1273 (Moderna COVID-19 Vaccine) (batch no. 030M20A) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1596146 <> Chills Diarrhea Fever General body pain Joint Night sweats Vomiting This spontaneous case was reported by a nurse and describes the occurrence of NIGHT SWEATS Sweats VOMITING CHILLS PYREXIA 100.6-104 in 66-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 041L20A for vaccination The additional non-serious events is detailed below
SYMPTOM_TEXT 1596055 <> Chills; Fever; soreness; This spontaneous case was reported by an other health care professional (subsequently medically confirmed) and describes the occurrence of PYREXIA (fever)| VACCINATION SITE PAIN (soreness) and CHILLS (chills) in a female patient of an unknown age who received mRNA-1273 (Moderna COVID-19 Vaccine) for COVID-19 vaccination. The patient's past medical history included No adverse event (No reported adverse event)
SYMPTOM_TEXT 1604120 <> Chills didn't feel like himself This spontaneous case was reported by a consumer and describes the occurrence of CHILLS chills FEELING ABNORMAL in 38-year-old male patient who received mRNA-1273 Moderna COVID-19 Vaccine for immunisation No Medical History information On 03-Mar-2021 first dose
SYMPTOM_TEXT 1598319 <> sore This spontaneous case was reported by a consumer describes occurrence of it got worse in 71-year-old female who received mRNA-1273 Moderna COVID-19 Vaccine batch no 032M20A for vaccination The patient's past medical history included Cough since an unknown date
SYMPTOM_TEXT 1597629 <> Cough; COVID-19; Temperature of 99.4F; missed second dose of vaccine; This spontaneous case was reported by a consumer and describes the occurrence of PRODUCT DOSE OMISSION ISSUE (missed second dose of vaccine)| COVID-19 (COVID-19)| COUGH (Cough) and PYREXIA (Temperature of 99.4F) in a 63-year-old male patient who received mRNA-1273 (Moderna COVID-19 Vaccine) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1603329 <> Expired product This spontaneous case was reported by a health care professional describes the occurrence of EXPIRED ADMINISTERED in 59-year-old male patient who received mRNA-1273 Moderna COVID-19 batch no 003B21A for vaccination
SYMPTOM_TEXT 1597993 <> Fatigue feeling more anxiety than normal Low grade fever there was splotching by the swelling swollen lymph node extremely tender This spontaneous case reported a consumer and describes occurrence of TENDERNESS SWELLING ANXIETY anxious PYREXIA low LYMPHADENOPATHY in 68-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 031A21A for vaccination The additional non-serious events is detailed below
SYMPTOM_TEXT 1596136 <> Hasn't been feeling well Fever Had aches in her back of neck Arm was a little sore Aches shoulder Very tired This spontaneous case reported by consumer and describes the occurrence NECK PAIN ARTHRALGIA PYREXIA an 80-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 031L20A for vaccination The additional non-serious events is detailed below
SYMPTOM_TEXT 1596056 <> I was freezing couldn't get warm body ache hands shaking so bad got very sick stomach distress chattering of my teeth/severe chills This spontaneous case reported by a consumer and describes the occurrence ABDOMINAL DISCOMFORT TREMOR CHILLS in 72-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no Unknown for vaccination The additional non-serious events is detailed below
SYMPTOM_TEXT 1596200 <> Injection site redness; itchiness; arm soreness; A spontaneous report was received from a consumer concerning a 71-years-old female patient who received Moderna's COVID-19 vaccine (mRNA-1273) and experienced events arm soreness| itchiness| redness at injection site. The patient's medical history was not provided. Concomitant medications reported were Simvastatin| Hydrochlorothiazide for drug use for unknown indication
SYMPTOM_TEXT 1602314 <> Issues with my gum Itching sore redness This spontaneous case was reported by a consumer and describes the occurrence of PRURITUS PAIN IN EXTREMITY Sore GINGIVAL DISCOMFORT in 71-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 003A21A for vaccination Concomitant products included PANTOPRAZOLE LINACLOTIDE LINZESS SIMVASTATIN LORAZEPAM FAMOTIDINE an unknown indication
SYMPTOM_TEXT 1602165 <> Itchiness on arm of injection; rash on arm of injection; This spontaneous case was reported by a consumer and describes the occurrence of PRURITUS (Itchiness on arm of injection) and RASH (rash on arm of injection) in a female patient of an unknown age who received mRNA-1273 (Moderna COVID-19 Vaccine) for COVID-19 vaccination
SYMPTOM_TEXT 1596121 <> Left ear feels numb Side of face Numbness in lips still feel felt swollen This spontaneous case was reported by a consumer and describes the occurrence LIP SWELLING HYPOAESTHESIA ORAL 65-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination
SYMPTOM_TEXT 1598956 days|12 <> 12 This spontaneous case reported by consumer describes occurrence of WARMTH
SYMPTOM_TEXT 1596024 <> Little bit of a fever Weak little Felt woozy This spontaneous case was reported by consumer and describes the occurrence ASTHENIA PYREXIA DIZZINESS in an 80-year-old male patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 010MZ0A for vaccination
SYMPTOM_TEXT 1598313 <> Nausea; Sore arm; Vomiting; This spontaneous case was reported by a consumer and describes the occurrence of PAIN IN EXTREMITY (Sore arm)| NAUSEA (Nausea) and VOMITING (Vomiting) in a 70-year-old female patient who received mRNA-1273 (Moderna COVID-19 Vaccine) (batch no. 048A21A) for COVID-19 vaccination. Concomitant products included LABETALOL| LISINOPRIL| HYDROCHLOROTHIAZIDE| LEVOTHYROXINE and SIMVASTATIN for an unknown indication
SYMPTOM_TEXT 1603119 <> PAIN sore INDURATION Hard This spontaneous case was reported by a consumer describes occurrence of in 63-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 631B2A for vaccination
SYMPTOM_TEXT 1597646 LYMPHADENOPATHY <> Patient currently breastfeeding sore arm warm This spontaneous case was reported by a consumer describes occurrence of MATERNAL EXPOSURE DURING BREAST FEEDING VACCINATION SITE WARMTH MYALGIA PAIN 35-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 045A21A for vaccination
SYMPTOM_TEXT 1603238 <> Pregnant This spontaneous prospective pregnancy case was reported by a patient and describes the occurrence of MATERNAL EXPOSURE DURING PREGNANCY in 30-year-old female gravida 2 para 1 who received mRNA-1273 Moderna COVID-19 Vaccine batch nos 003B21A 041B21A for vaccination
SYMPTOM_TEXT 1603478 <> Severe chills Fatigue Lethargic Nausea soreness Tenderness This spontaneous case was reported by a consumer and describes the occurrence of LETHARGY FATIGUE CHILLS in 57-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination The additional non-serious events is detailed below No Medical History information
SYMPTOM_TEXT 1599069 <> She sometimes started to cry / Crying has gotten worse; Feeling abnormal; Pain; This spontaneous case was reported by a consumer and describes the occurrence of CRYING (She sometimes started to cry / Crying has gotten worse)| PAIN (Pain) and FEELING ABNORMAL (Feeling abnormal) in a 74-year-old female patient who received mRNA-1273 (Moderna COVID-19 Vaccine) (batch no. 013M20A) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1601853 <> Sore arm; This spontaneous case was reported by a patient family member or friend and describes the occurrence of PAIN IN EXTREMITY (Sore Arm) in an 89-year-old male patient who received mRNA-1273 (Moderna COVID-19 Vaccine) (batch no. 011M20A) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1598517 <> Soreness in the injection site; This spontaneous case was reported by a consumer and describes the occurrence of VACCINATION SITE PAIN (Soreness in the injection site) in a 65-year-old female patient who received mRNA-1273 (Moderna COVID-19 Vaccine) (batch no. 011A21A) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1603415 <> Swelling in face; This spontaneous case was reported by a consumer and describes the occurrence of SWELLING FACE (Swelling in face) in a 74-year-old male patient who received mRNA-1273 (Moderna COVID-19 Vaccine) (batch nos. 025B21A and 030A21A) for COVID-19 vaccination. No medical history was provided by the reporter. Concomitant products included FLUOXETINE HYDROCHLORIDE (PROZAC) and ACETYLSALICYLIC ACID (BABY ASPIRIN) for an unknown indication
SYMPTOM_TEXT 1525550 unauff llig <> unauffallig
SYMPTOM_TEXT 1596190 <> This spontaneous case was reported by a consumer and describes the occurrence of INJECTION SITE SWELLING Swelling below Injection Site WARMTH Warm to touch in 92-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination No Medical History information
SYMPTOM_TEXT 1598760 <> Trembling and shaking This spontaneous case was reported by a consumer describes the occurrence of TREMOR in 62-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no Unknown for vaccination No Medical History information On 24-Mar-2021 dose
SYMPTOM_TEXT 1603396 <> This spontaneous case was reported by an other health care professional and describes the occurrence of PRODUCT TEMPERATURE EXCURSION ISSUE in a 39-year-old female patient who received mRNA-1273 Moderna COVID-19 batch no 003B21A for vaccination
SYMPTOM_TEXT 1595958 <> This spontaneous case reported by a consumer describes occurrence of 65-year-old female who received mRNA-1273 Moderna COVID-19 Vaccine batch no 024M20A for immunisation Concomitant products included VITAMINS NOS CALCIUM an unknown indication
SYMPTOM_TEXT 1597801 <> ankle very swollen Chills nagging headache for several days upper arm hard hot to touch itchy This spontaneous case was reported by consumer describes occurrence WARMTH INDURATION
SYMPTOM_TEXT 1603453 <> arm rash| another bad rash; This spontaneous case was reported by a consumer and describes the occurrence of RASH (arm rash| another bad rash) in a patient of an unknown age and gender who received mRNA-1273 (Moderna COVID-19 Vaccine) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1598481 <> feel dizzy/having dizzy spells; Sinus congestion; This spontaneous case was reported by a consumer and describes the occurrence of DIZZINESS (feel dizzy/having dizzy spells) and SINUS CONGESTION (Sinus congestion) in an 81-year-old male patient who received mRNA-1273 (Moderna COVID-19 Vaccine) (batch no. 002A21A) for COVID-19 vaccination
SYMPTOM_TEXT 1611222 E2B <>
SYMPTOM_TEXT 1610211 E2B <>
SYMPTOM_TEXT 1597623 <> major cramps whole body aches headache joint pain leg drag both arms severe stomach This spontaneous case was reported by a consumer and describes the occurrence of GAIT DISTURBANCE HEADACHE Headache in 23-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination The additional non-serious events is detailed below
SYMPTOM_TEXT 1601887 == <> minor oral surgery (oral care| minor thing in the mouth); This spontaneous case was reported by a consumer and describes the occurrence of ORAL SURGERY (minor oral surgery (oral care| minor thing in the mouth)) in a 79-year-old male patient who received mRNA-1273 (Moderna COVID-19 Vaccine) (batch no. 036A21A) for COVID-19 vaccination. The patient's past medical history included No adverse event. Concomitant products included SIMVASTATIN
SYMPTOM_TEXT 1603506 <> spreading over This spontaneous case was reported by a physician and describes occurrence of in 36-year-old female who received mRNA-1273 Moderna COVID-19 Vaccine batch nos 025B21A 027A21A for vaccination No Medical History information
SYMPTOM_TEXT 1596140 <> red spot on the injection site; cold sensation; This spontaneous case was reported by a consumer and describes the occurrence of VACCINATION SITE COLDNESS (cold sensation) and RASH MACULAR (red spot on the injection site) in a female patient of an unknown age who received mRNA-1273 (Moderna COVID-19 Vaccine) for COVID-19 vaccination. The patient's past medical history included No adverse event (No medical history reported.)
SYMPTOM_TEXT 1597896 DEVICE CONNECTION ISSUE <> This spontaneous case was reported by a health care professional subsequently medically confirmed describes occurrence 34-year-old female who received mRNA-1273 Moderna COVID-19 Vaccine batch no 001B21A
SYMPTOM_TEXT 1603028 <> sore arm for 5 days This spontaneous case was reported by a consumer and describes the occurrence of VACCINATION SITE PAIN in 65-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch nos 025A21A 044A21A vaccination Concomitant products included NEFAZODONE HYDROCHLORIDE SERZONE PRAMIPEXOLE DIHYDROCHLORIDE MIRAPEX VALACICLOVIR VALACYCLOVIR HCL DIAZEPAM VALIUM VITAMIN C ASCORBIC ACID an unknown indication
SYMPTOM_TEXT 1602209 <> sore arm This is spontaneous case was reported by a consumer and describes occurrence of PAIN IN EXTREMITY in female an unknown age who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination No Medical History information
SYMPTOM_TEXT 1598338 <> This spontaneous case was reported by a consumer and describes occurrence of in 57-year-old female who received mRNA-1273 Moderna COVID-19 Vaccine batch nos 011M20A 026A21A for vaccination
symptom_entries 1637338 _|_Acute myocardial infarction_|_Angiogram abnormal_|_Carotid artery stent insertion_|_Condition aggravated_|_Deep vein thrombosis_|_Motor dysfunction_|_Muscular weakness_|_ <> _|_Stent placement_|_
3 columns altered
1974 modified reports on 2021-09-03
Writing ... vaers_changes/2021-09-03_VAERS_CHANGES.csv
3 reports with the most (9) records/lots/doses: 962303 1446736 1582318
column changes: {'SYMPTOM_TEXT': 47, 'LAB_DATA': 1, 'symptom_entries': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
14628 delayed/late/gapfill
165 deleted
0 restored
1 cell edits trivial not printed
49 cell edits significant
0 cells emptied entirely
47 writeups changed
All time
437013 delayed/late/gapfill
2091 deleted
1 restored
846931 cell edits trivial not printed
1889 cell edits significant
48 cells emptied entirely
267 writeups changed
77770 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1669874, 1669876, 1669877, 1669878, 1669879, 1669880, 1669881, 1669882]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-09-10
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-09-10_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1688667
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1688316
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1688667
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1688316
1945 exact duplicates dropped in concatenated files, now 929078 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1688667
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1688316
131781 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
719014 reports to work with (unique VAERS_IDs)
17453 dropped in df_data due to no covid VAX_TYPE involved in the report
20917 dropped in df_vax due to no covid VAX_TYPE involved in the report
21347 dropped in df_syms due to no covid VAX_TYPE involved in the report
701561 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
12664 SYMPTOM_TEXT field repeat sentences deduped in 4032 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
723178 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
723178 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-09-10_VAERS_CONSOLIDATED.csv
Consolidation of 2021-09-10 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
701561 rows in df_vax_flat
Merging DATA into VAX flattened
701561 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-09-10_VAERS_FLATTENED.csv
701561 rows in vaers_flattened/2021-09-10_VAERS_FLATTENED.csv
Flattening of 2021-09-10 done
Using flat 2021-09-03 already in memory, 675593 rows
Using flat 2021-09-10 already in memory, 701561 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-09-03 already in memory
Comparing
2021-09-03 v. 2021-09-10
701561 this drop total covid
675593 previous total covid
675520 identical set aside
26041 this drop to work with
73 previous to work with
25968 difference
20405 new in 2021-09-10
5625 delayed this week
62 deleted this week kept
0 restored this week
Column value changes
DATEDIED 1 cell of trivial non-letter differences ignored
2 DIED [] <> Y [1078002, 1302328]
LAB_DATA 1 cell of trivial non-letter differences ignored
symptom_entries 1467440 _|_Abdominal discomfort_|_Asthenia_|_Feeling drunk_|_Nausea_|_ <>
symptom_entries 1397537 _|_SARS-CoV-2 test_|_ <> _|_Laboratory test_|_SARS-CoV-2 test negative_|_
symptom_entries 1397543 _|_Vaccination site reaction_|_ <>
symptom_entries 1364156 _|_Fatigue_|_Pain_|_ <>
symptom_entries 1449489 _|_Illness_|_Limb injury_|_Thrombosis_|_ <> _|_Malaise_|_Pain in extremity_|_
symptom_entries 1627252 _|_Feeling abnormal_|_ <>
symptom_entries 1261887 _|_Visual impairment_|_ <>
symptom_entries 1522305 _|_Pain in extremity_|_SARS-CoV-2 test_|_ <> _|_COVID-19_|_Pain_|_SARS-CoV-2 test positive_|_
4 columns altered
2101 modified reports on 2021-09-10
Writing ... vaers_changes/2021-09-10_VAERS_CHANGES.csv
3 reports with the most (9) records/lots/doses: 962303 1446736 1582318
column changes: {'symptom_entries': 8, 'DIED': 2, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
5625 delayed/late/gapfill
62 deleted
0 restored
2 cell edits trivial not printed
10 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
442638 delayed/late/gapfill
2153 deleted
1 restored
846933 cell edits trivial not printed
1899 cell edits significant
48 cells emptied entirely
267 writeups changed
69598 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1688641, 1688642, 1688643, 1688644, 1688645, 1688646, 1688651, 1688658]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-09-17
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-09-17_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1708053
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1708016
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1708053
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1708016
1987 exact duplicates dropped in concatenated files, now 956679 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1708053
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1708016
131803 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
745400 reports to work with (unique VAERS_IDs)
18435 dropped in df_data due to no covid VAX_TYPE involved in the report
22186 dropped in df_vax due to no covid VAX_TYPE involved in the report
22621 dropped in df_syms due to no covid VAX_TYPE involved in the report
726965 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
22786 SYMPTOM_TEXT field repeat sentences deduped in 6322 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
749470 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
749470 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-09-17_VAERS_CONSOLIDATED.csv
Consolidation of 2021-09-17 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
726965 rows in df_vax_flat
Merging DATA into VAX flattened
726965 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-09-17_VAERS_FLATTENED.csv
726965 rows in vaers_flattened/2021-09-17_VAERS_FLATTENED.csv
Flattening of 2021-09-17 done
Using flat 2021-09-10 already in memory, 701561 rows
Using flat 2021-09-17 already in memory, 726965 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-09-10 already in memory
Comparing
2021-09-10 v. 2021-09-17
726965 this drop total covid
701561 previous total covid
701472 identical set aside
25493 this drop to work with
89 previous to work with
25404 difference
10505 new in 2021-09-17
14982 delayed this week
83 deleted this week kept
0 restored this week
Column value changes
LAB_DATA 1546077 <> degree
SEX 1684957 M <> F
SYMPTOM_TEXT 1588546 Immanuel B Esparza LAMC <> Patient MC
VAX_LOT 1647139 ewo181 <> EW0181
VAX_ROUTE 1647139 [] <> SYR
symptom_entries 1492671 _|_Abdominal pain_|_ <>
symptom_entries 1487902 _|_Cardiovascular disorder_|_ <>
6 columns altered
2158 modified reports on 2021-09-17
Writing ... vaers_changes/2021-09-17_VAERS_CHANGES.csv
3 reports with the most (9) records/lots/doses: 962303 1446736 1582318
column changes: {'symptom_entries': 2, 'SYMPTOM_TEXT': 1, 'SEX': 1, 'VAX_ROUTE': 1, 'LAB_DATA': 1, 'VAX_LOT': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
14982 delayed/late/gapfill
83 deleted
0 restored
0 cell edits trivial not printed
7 cell edits significant
0 cells emptied entirely
1 writeups changed
All time
457620 delayed/late/gapfill
2236 deleted
1 restored
846933 cell edits trivial not printed
1906 cell edits significant
48 cells emptied entirely
268 writeups changed
62545 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1708012, 1708013, 1708014, 1708015, 1708017, 1708018, 1708021, 1708051]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-09-24
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-09-24_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1730988
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1730892
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1730988
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1730892
2038 exact duplicates dropped in concatenated files, now 985390 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1730988
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1730892
131801 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
772793 reports to work with (unique VAERS_IDs)
19990 dropped in df_data due to no covid VAX_TYPE involved in the report
24038 dropped in df_vax due to no covid VAX_TYPE involved in the report
24438 dropped in df_syms due to no covid VAX_TYPE involved in the report
752803 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
20664 SYMPTOM_TEXT field repeat sentences deduped in 5399 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
776337 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
776337 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-09-24_VAERS_CONSOLIDATED.csv
Consolidation of 2021-09-24 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
752803 rows in df_vax_flat
Merging DATA into VAX flattened
752803 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-09-24_VAERS_FLATTENED.csv
752803 rows in vaers_flattened/2021-09-24_VAERS_FLATTENED.csv
Flattening of 2021-09-24 done
Using flat 2021-09-17 already in memory, 726965 rows
Using flat 2021-09-24 already in memory, 752803 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-09-17 already in memory
Comparing
2021-09-17 v. 2021-09-24
752803 this drop total covid
726965 previous total covid
726802 identical set aside
26001 this drop to work with
163 previous to work with
25838 difference
13261 new in 2021-09-24
12648 delayed this week
71 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 1626143 [] <> 33.0
AGE_YRS 1631667 [] <> 47.0
AGE_YRS 1640233 [] <> 51.0
AGE_YRS 1613593 [] <> 57.0
AGE_YRS 1635941 [] <> 58.0
AGE_YRS 1611281 [] <> 72.0
AGE_YRS 1626323 [] <> 73.0
AGE_YRS 1631545 [] <> 75.0
AGE_YRS 1631468 [] <> 81.0
AGE_YRS 1635864 44.0 <> 43.0
AGE_YRS 1619610 64.0 <> 63.0
AGE_YRS 1618277 65.0 <> 64.0
AGE_YRS 1643061 69.0 <> 68.0
AGE_YRS 1635216 82.0 <> 81.0
DATEDIED 1 cell of trivial non-letter differences ignored
DIED 1204313 [] <> Y
HISTORY 1557904 Comments Paziente con insufficienza cardiaca atresia della tricuspide ASD e VSD Nessuna allergia non fumatrice beve alcool raramente <>
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1571275 malignit r cente S rologie <> malignite recente a Serologie
LAB_DATA 1589278 <> degree
LAB_DATA 1555754 638-2812-1168 <>
OTHER_MEDS 1615454 [] <> HUMIRA
OTHER_MEDS 1613691 [] <> ESTRING
OTHER_MEDS 1615990 [] <> VIVITROL
OTHER_MEDS 1593567 ETINILESTRADIOLO E <> ETHINYLESTRADIOL
SYMPTOM_TEXT 1287567 VigiCovid19-form RLFV <> Covid19-form
SYMPTOM_TEXT 1548226 United States <>
SYMPTOM_TEXT 1693256 to 8E OSH <>
SYMPTOM_TEXT 1408290 <> regulatory authority-WEB FR-AFSSAPS-PS20211147 FR-AFSSAPS-2021061585
SYMPTOM_TEXT 1583728 European Medicines Agency EMA EudraVigilance-WEB Paul Erlich Institute PEI <> regulatory authority-WEB authority
SYMPTOM_TEXT 1579371 MHRA <> RA
SYMPTOM_TEXT 1553540 EudraVigilance-WEB PEI <> WEB
SYMPTOM_TEXT 1575666 Medicines Agency <> regulatory authority
SYMPTOM_TEXT 1583264 PEI <> regulatory authority
SYMPTOM_TEXT 1554808 FRENCH <>
SYMPTOM_TEXT 1588822 EVHUMAN Vaccines <> agency
SYMPTOM_TEXT 1595545 <> Hardness - Near Injection site; Rash - Near Injection Site; This spontaneous case was reported by a consumer and describes the occurrence of VACCINATION SITE INDURATION (Hardness - Near Injection site) and VACCINATION SITE RASH (Rash - Near Injection Site) in an 85-year-old female patient who received mRNA-1273 (Moderna COVID-19 Vaccine) (batch nos. 012M20A and 013A21A) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1585157 European Medicines EMA EudraVigilance-WEB AFSSAPS French SMUR <> regulatory authority-WEB
SYMPTOM_TEXT 1595285 <> Heavy heartburn Acidic stomach This spontaneous case was reported by a consumer and describes the occurrence of DYSPEPSIA in female patient an unknown age who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination No Medical History information On date second dose
SYMPTOM_TEXT 1603645 CHILDREN'S <>
SYMPTOM_TEXT 1594982 <> Hypoaesthesia This spontaneous case was reported by a consumer and describes the occurrence of first episode HYPOAESTHESIA second PARAESTHESIA tingling in fingers female patient an unknown age who received mRNA-1273 Moderna COVID-19 Vaccine batch no 012M20A for vaccination
SYMPTOM_TEXT 1595453 <> I took the bandage off and saw black blue bruise little blood on A spontaneous report was received from a consumer concerning 87-years-old female patient who Moderna's COVID-19 vaccine mRNA-1273 experienced events i The patient's medical history not provided Concomitant medications reported were Lovastatin Baby Aspirin for drug use unknown indication
SYMPTOM_TEXT 1594879 <> Migraine; This spontaneous case was reported by a consumer and describes the occurrence of MIGRAINE (Migraine) in a female patient of an unknown age who received mRNA-1273 (Moderna COVID-19 Vaccine) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1585158 Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1595500 <> My right arm was very sore for 2-3 days; This spontaneous case was reported by a consumer and describes the occurrence of PAIN IN EXTREMITY (My right arm was very sore for 2-3 days) in a 68-year-old female patient who received mRNA-1273 (Moderna COVID-19 Vaccine) (batch no. 037K20A) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1571275 malignit <> malignite a
SYMPTOM_TEXT 1555754 638-2812-1168 <>
SYMPTOM_TEXT 1584796 Hormigueo en piernas brazo cara y lengra temblor lengua inflamada palpitaciones European Medicines Agency <>
SYMPTOM_TEXT 1425227 Adverse Event Self-Reporting Solution COVAES <> regulatory authority
SYMPTOM_TEXT 1595691 <> Rash on her chest This spontaneous case was reported by a consumer and describes the occurrence of RASH in 58-year-old patient an unknown gender who received mRNA-1273 Moderna COVID-19 Vaccine batch no 031M20A for vaccination The patient's past medical history included No adverse event
SYMPTOM_TEXT 1452971 VigiCovid19-sheet of Pharmacovigilance <> Covid19-sheet
SYMPTOM_TEXT 1555020 white <>
SYMPTOM_TEXT 1595760 <> Site of injection is itching; Red rash from the arm to the chest; This spontaneous case was reported by a consumer and describes the occurrence of RASH ERYTHEMATOUS (Red rash from the arm to the chest) and INJECTION SITE PRURITUS (Site of injection is itching) in a 77-year-old female patient who received mRNA-1273 (Moderna COVID-19 Vaccine) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1595448 <> Swelling arm; Vaccination site pain; A spontaneous report was received from a consumer concerning a 85-years-old patient who received Moderna's COVID-19 vaccine (mRNA-1273) and developed pain in her arm and soreness. The patient's medical history was not provided. Concomitant product use was not provided by the reporter
SYMPTOM_TEXT 1583952 Paul Erlich Institute PEI <> regulatory authority
SYMPTOM_TEXT 1584429 Ohrenschmerzen Angeschwollener <> regulatory authority
SYMPTOM_TEXT 1593582 Paralisi di Bell dx astenia protratta marcata sonnolenza diurna con frequenti colpi sonno anche mentre sta pensando o svolgendo attivit motoria protratta|seriousness La paziente si presenta ambulatorio vaccinale data 06/08/2021 ancora evidenti esiti e affaticamento Ci aggiorna sul quadro clinico insorto dopo la seconda dose vaccinazione ci sollecita ad effettuare segnalazione quanto il suo mmg rifiutato stessa Il Segnalatore riferisce che assume Eutirox <> seriousness
SYMPTOM_TEXT 1593816 Bilaterale lungeembolier noks sentralt p h side Lungeinfarkt ve <>
SYMPTOM_TEXT 1586097 23 GIUGNO 2021 PRIMA DOSE DI VACCINO DOLORE AL BRACCIO SINISTRO PER 1 SETTIMANA 24 MAL SCHIENA SOPRA IL SEDERE CHE ANCORA OGGI A CIRCA 40 GG DOPO PERSISTE E PIU GRAVE CALO DELLA VISTA <>
SYMPTOM_TEXT 1593542 Dolore toracico febbre succulenza arti inferiori <>
SYMPTOM_TEXT 1579077 Tachykardie Fieber Schmerzen an der Injektionsstelle European Medicines Agency <> regulatory authority
SYMPTOM_TEXT 1586219 Dyspnoe Ausschlag Waermegefuehl Myalgie Paraesthesie Ersch pfung extreme abgeschlagenheit Unwohlsein <>
SYMPTOM_TEXT 1585945 iniziale edema della glottide con conseguente somministrazione di cetirizina 20gtt e successivamente bentelan 1.5 mg IM seguito prima dose vaccino moderna data 25/07/2021 European Medicines Agency excluded/07/2021 07/2021 <> regulatory authority excluded
SYMPTOM_TEXT 1586074 comparsa di dolore arto inferiore sinistro da polpaccio con segni clinici sospetta trombosi venosa profonda Diagnosi TVP livello della poplitea e femorale Il Sig AF giunge PS dell'Ospedale CTO Torino per sx <>
SYMPTOM_TEXT 1586112 Trombosi della vena epigastrica Malattia di Mondor <>
SYMPTOM_TEXT 1593567 circa 1 ora dopo la inoculazione nausea con conati di vomito sensazione ingombro ipofarigeo Intervento del 118 trasporto PS mRNA 1273 ETINILESTRADIOLO E <> Nausea Retching
SYMPTOM_TEXT 1593570 Iperpiressia insufficienza respiratoria <>
SYMPTOM_TEXT 1586072 Febbre molto alta tosse inappetenza dolori lancinanti alle articolazioni desquamazione di mani e piedi infezione vie urinarie ingrossamento del fegato piedi|seriousness <> seriousness
SYMPTOM_TEXT 1589135 Medicines and <>
SYMPTOM_TEXT 1575562 Meine Periode ist 2 Wochen zu fr h gekommen Sie war extrem stark starke unterleibschmerzen Nach 6 Tagen ohne hat sie wieder angefangen mit starken Schmerzen und starker lutung als normal Wieder f r 8 Tage Danach habe ich die nochmals nach 14 bekommen <>
SYMPTOM_TEXT 1512129 SINCOPE IMMEDIATAMENTE DOPO SOMMINISTRAZIONE PRIMA DOSE VACCINO MODERNA A TAC ENCEFALO SENZA E CON MDC DOCUMENTAZIONE DI TROMBOSI DEL SENO SAGITTALE comment:Based <> comment
SYMPTOM_TEXT 1486074 United States India <> city
SYMPTOM_TEXT 1590002 <> Takeda
SYMPTOM_TEXT 1578895 PEI <> regulatory authority
SYMPTOM_TEXT 1645817 Vaccine Adverse Event Solution COVAES clinic/veterans administration <> clinic/administration
SYMPTOM_TEXT 1552891 United States <>
SYMPTOM_TEXT 1595838 <> chills;Soreness injection site A spontaneous report was received from a consumer concerning 62-year-old male patient who Moderna's COVID-19 vaccine mRNA-1273 and experienced events chills soreness site)/vaccination pain The patient's medical history not provided No relevant concomitant medications were reported
SYMPTOM_TEXT 1527597 AIFA <>
SYMPTOM_TEXT 1595607 E2B <> got sick to their stomach This spontaneous case was reported by a consumer and describes the occurrence of ABDOMINAL DISCOMFORT in male patient an unknown age who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination No Medical History information
SYMPTOM_TEXT 1576722 Regulatory authority <>
SYMPTOM_TEXT 1557130 E2B <>
SYMPTOM_TEXT 1557912 PEI <> RA
SYMPTOM_TEXT 1589278 <> degree
SYMPTOM_TEXT 1593768 EudraVigilance-WEB <> WEB
SYMPTOM_TEXT 1558006 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1584619 Medicines Agency MA WEB <> Agency-WEB
SYMPTOM_TEXT 1595234 <> uncontrollable chills severe dry heaves felt flushed shoulder feels like a frozen Nausea Weakness This spontaneous case was reported by consumer and describes occurrence of FLUSHING PERIARTHRITIS ASTHENIA weakness RETCHING NAUSEA nausea 68-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 024M20A for vaccination The additional non-serious events is detailed below
SYMPTOM_TEXT 1565947 EVFRANCE <>
SYMPTOM_TEXT 1557121 United States <>
SYMPTOM_TEXT 1595201 <> This spontaneous case was reported by consumer and describes occurrence in 40-year-old female who received mRNA-1273 Moderna COVID-19 Vaccine batch no 012M20A for vaccination
SYMPTOM_TEXT 1557904 Swissmedic Swiss Vigilyze <>
2 VAX_DOSE_SERIES 1|UNK <> 1 [1613691, 1615454]
VAX_DOSE_SERIES 1615990 2|UNK <> 2
VAX_LOT 3 cells of trivial non-letter differences ignored
VAX_LOT 969959 025J20-2A / 025 <> []
3 VAX_MANU Moderna|Unknown <> Moderna [1613691, 1615454, 1615990]
3 VAX_NAME C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna [1613691, 1615454, 1615990]
VAX_ROUTE 3 cells of trivial non-letter differences ignored
VAX_SITE 3 cells of trivial non-letter differences ignored
3 VAX_TYPE COVID19|UNK <> COVID19 [1613691, 1615454, 1615990]
symptom_entries 1705032 _|_Blood glucose normal_|_ <> _|_Blood glucose decreased_|_
symptom_entries 1689332 <> _|_Cough_|_
symptom_entries 1704655 _|_Neuropsychological test_|_ <> _|_Neurological examination_|_
symptom_entries 1356207 _|_Gastric antral vascular ectasia_|_ <>
symptom_entries 1476836 _|_Supraventricular tachycardia_|_ <>
symptom_entries 1703729 _|_Unevaluable event_|_ <> _|_Extra dose administered_|_
15 columns altered
2327 modified reports on 2021-09-24
Writing ... vaers_changes/2021-09-24_VAERS_CHANGES.csv
6 reports with the most (9) records/lots/doses: 962303 1446736 1582318 1713606 1713615 1714163
column changes: {'SYMPTOM_TEXT': 66, 'AGE_YRS': 14, 'symptom_entries': 6, 'OTHER_MEDS': 4, 'VAX_TYPE': 3, 'VAX_MANU': 3, 'VAX_DOSE_SERIES': 3, 'VAX_NAME': 3, 'LAB_DATA': 3, 'DIED': 1, 'HISTORY': 1, 'VAX_LOT': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
12648 delayed/late/gapfill
71 deleted
0 restored
11 cell edits trivial not printed
108 cell edits significant
1 cells emptied entirely
66 writeups changed
All time
470268 delayed/late/gapfill
2307 deleted
1 restored
846944 cell edits trivial not printed
2014 cell edits significant
49 cells emptied entirely
334 writeups changed
58019 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1730896, 1730897, 1730898, 1730899, 1730900, 1730901, 1730910, 1730981]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-10-01
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-10-01_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1753047
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1752983
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1753047
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1752983
2342 exact duplicates dropped in concatenated files, now 1013853 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1753047
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1752983
131800 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
799859 reports to work with (unique VAERS_IDs)
21174 dropped in df_data due to no covid VAX_TYPE involved in the report
25478 dropped in df_vax due to no covid VAX_TYPE involved in the report
25849 dropped in df_syms due to no covid VAX_TYPE involved in the report
778685 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
22611 SYMPTOM_TEXT field repeat sentences deduped in 5581 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
803361 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
803361 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-10-01_VAERS_CONSOLIDATED.csv
Consolidation of 2021-10-01 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
778685 rows in df_vax_flat
Merging DATA into VAX flattened
778685 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-10-01_VAERS_FLATTENED.csv
778685 rows in vaers_flattened/2021-10-01_VAERS_FLATTENED.csv
Flattening of 2021-10-01 done
Using flat 2021-09-24 already in memory, 752803 rows
Using flat 2021-10-01 already in memory, 778685 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-09-24 already in memory
Comparing
2021-09-24 v. 2021-10-01
778685 this drop total covid
752803 previous total covid
752638 identical set aside
26047 this drop to work with
165 previous to work with
25882 difference
12642 new in 2021-10-01
13300 delayed this week
60 deleted this week kept
0 restored this week
Column value changes
DATEDIED 2 cells of trivial non-letter differences ignored
3 DIED [] <> Y [1302677, 1678934, 1726491]
HISTORY 1 cell of trivial non-letter differences ignored
HISTORY 1628927 Comments Diagnostizierter Prostatakrebs aber bis dato keine Therapie sondern nur Ueberwachung durch Biopsie PSA und MRI Der letzte Schub Divertikulities war im Mai 2020 ulteriori informazioni non note <>
HISTORY 1719394 <> on anticoagulation history of prostate cancer post TURP and XRT lung chemo dyslipidemia hypothyroidism GERD pulmonary nodules anxiety
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1630728 Koorts 40.5 tot en met 42 graden Celcius <>
LAB_DATA 1719038 EDT <> Lab/diagnostic tests continued Radiology Echocardiogram Non Congenital Complete Event Date 08/31/2021 09:07:00 LV ejection fraction A/L N 0.63 0.55 0.72 0.2 CONCLUSIONS Left ventricle In apical two chamber view there may be a very small slightly sluggish segment in the distal septal wall Suggest f/u Pericardium extracardiac There is tiny epicardial separation seen lateral to left ventricular posterior likely within normal limits but given underlying history could related minimal pericarditis No structural abnormalities Qualitatively systolic function
OTHER_MEDS 1724167 [] <> Viagra
SYMPTOM_TEXT 1719394 Caucasian advent health Daytona Beach 9/16/2021 tested <> hospital course of IV antibiotics continues to be Bactrim endocarditis also remdesivir received finished his 10 days dexamethasone Patient never had significant respiratory distress that admission Pt an elevated D-dimer is 21 full-dose aspirin Negative PE decline in function neurologically with worsening mental status He negative stroke work up at time as well d/c nursing home 09/02/21 presented today via EMS after being found unresponsive Nursing Home Blood sugar 28 treated amp D50 been Metformin glipizide the Repeat blood sugars have fluctuated from 60s 120s appears alert but when asked questions mumbles without cognitive words ER provider told this baseline home/EMS I called patient's wife left message History obtained chart review Today laboratory evaluation hypoglycemia lactic acid CKD stage 2 has tachycardic Sepsis present COVID hypoxic emergency room requiring oxygen 4 L nasal cannula Chest x-ray bilateral lower lobe upper consolidations small pleural effusions biapical parenchymal scarring CT brain no acute intracranial process Cerebral volume loss sequela vessel ischemic changes noted
SYMPTOM_TEXT 1671949 LIM investigation corona vaccines EVHUMAN <>
SYMPTOM_TEXT 1728644 Medicines Agency MA EudraVigilance-WEB Regional <> authority-WEB
SYMPTOM_TEXT 1663958 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1548587 <> Allergic reaction Missed dose
SYMPTOM_TEXT 1629579 Medicines Agency MA <>
SYMPTOM_TEXT 1630900 Authority EudraVigilance-WEB Medical Products <> Authority-WEB
SYMPTOM_TEXT 1638146 EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1557069 <> Body ache Sore arm Pain in the legs hips Slight fever This spontaneous case was reported by a consumer and describes occurrence of PAIN ARTHRALGIA PYREXIA an 81-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination Concomitant products included OMEPRAZOLE unknown indication
SYMPTOM_TEXT 1628954 Agency <>
SYMPTOM_TEXT 1594602 <> Chills; Elevated fever for herself at 99.4-99.8F; 11 weeks pregnant; Felt achy; Sore arm; This spontaneous prospective pregnancy case was reported by a consumer and describes the occurrence of MATERNAL EXPOSURE DURING PREGNANCY (11 weeks pregnant)| VACCINATION SITE PAIN (Sore arm)| PYREXIA (Elevated fever for herself at 99.4-99.8F)| CHILLS (Chills) and MYALGIA (Felt achy) in a 38-year-old female patient who received mRNA-1273 (Moderna COVID-19 Vaccine) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1558891 <> Chills Itchy rash Big red Swollen arm This spontaneous case was reported by a physician and describes the occurrence of RASH ERYTHEMATOUS PRURITIC PERIPHERAL SWELLING swollen CHILLS in 48-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 028L20A for vaccination Concurrent medical conditions included Allergic reaction to drug allergy omnicef
SYMPTOM_TEXT 1572041 <> Chills severe fatigue Muscle aches
SYMPTOM_TEXT 1663930 Authority EudraVigilance-WEB State Agency of Medicines and Heath Technologies AGEMED <> Authority-WEB
SYMPTOM_TEXT 1721014 EVHUMAN <>
SYMPTOM_TEXT 1572123 <> Diarrhea
SYMPTOM_TEXT 1559286 <> This spontaneous case was reported by a consumer describes occurrence of in female age who received mRNA-1273 Moderna COVID-19 Vaccine batch no 031M20A for vaccination
SYMPTOM_TEXT 1628960 PEI <> regulatory authority
SYMPTOM_TEXT 1629622 Medicines Agency MA WEB <> authority-WEB
SYMPTOM_TEXT 1663637 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1572048 bedding <> Excessive thirst bedding;excessive bathroom trips
SYMPTOM_TEXT 1717517 COVID-19 LIM investigation of corona vaccines via EVHUMAN <>
SYMPTOM_TEXT 1637744 Agency PEI <> regulatory authority-WEB authority
SYMPTOM_TEXT 1717217 EVHUMAN <>
SYMPTOM_TEXT 1572076 <> Headache
SYMPTOM_TEXT 1724167 PEI <> regulatory authority
SYMPTOM_TEXT 1718831 in NYC site Cutchogue East End <>
SYMPTOM_TEXT 1637492 EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1638497 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1721185 COVID-19 Adverse Event Self-Reporting Solution COVAES <> regulatory authority
SYMPTOM_TEXT 1664342 MHRA <>
SYMPTOM_TEXT 1663774 Medicines Agency MA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1630327 Medicines Agency MA <>
SYMPTOM_TEXT 1594316 <> PINCH SENSATION IN HIS ARM WHEN INJECTED NO OTHER EFFECTS This spontaneous report received from a patient concerned male of unspecified age The patient's height and weight were not reported No past medical history or concurrent conditions covid-19 vaccine ad26.cov2.s suspension for injection route admin batch number Unknown dose was administered on APR-2021 prophylactic vaccination has been requested
SYMPTOM_TEXT 1630752 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1663852 PEI Pat MA/1 <> regulatory authority
SYMPTOM_TEXT 1664151 Agency <>
SYMPTOM_TEXT 1633332 RA <> regulatory authority-WEB
SYMPTOM_TEXT 1637962 Medicine Agency MA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1663699 Medicines Agency MA <>
SYMPTOM_TEXT 1629445 European Medicines Agency <> regulatory authority
SYMPTOM_TEXT 1663672 Medicines Agency MA <>
SYMPTOM_TEXT 1719038 <> Of note patient has been without fevers fever vomiting diarrhea or rashes Mother denies that any other cardiac history He never had an echocardiogram EKG done previously There is no significant family No of medications only home meds include duloxetine 30mg BID and Buspirone 10mg congenital heart disease surgery in infancy childhood the pacemakers arrhythmia sudden on known cause death namely before age 50 In ED vital signs were normal troponin was which resulted at 615 ng/L a proBNP 120 pg/mL CRP also 22.5 mg/L demonstrated sinus rhythm with mild left axis deviation likely lead placement related ST segment PR changes Respiratory pathogen panel PCR completed their ER negative including COVID-19 Chest x-ray obtained size infiltrate and/or subsegmental atelectatic right lower lobe medication aside from Motrin given Dr called decision made to transfer our facility for further management setting vaccine myopericarditis
SYMPTOM_TEXT 1630920 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1552040 <> Sore Left Arm Post First Dose Tired This spontaneous case was reported by an other health care professional and describes occurrence of PAIN IN EXTREMITY FATIGUE in a 56-year-old female who received mRNA-1273 Moderna COVID-19 Vaccine batch nos 011J20A 030L20A for vaccination
SYMPTOM_TEXT 1637797 from Frontiers Medicine 2021 vol 8 DOI 10.3389/fmed.2021.704719 entitled Case Report Infection With Presence High Levels Vaccine-Induced Neutralizing Antibody Responses <>
SYMPTOM_TEXT 1663178 EVHUMAN <>
SYMPTOM_TEXT 1686141 ID22 <>
SYMPTOM_TEXT 1628927 Swissmedic <> Regulatory
SYMPTOM_TEXT 1637774 PEI <> regulatory authority
SYMPTOM_TEXT 1633349 Agency Regulatory <>
SYMPTOM_TEXT 1634420 Medicines Agency MA REGULATORY <>
SYMPTOM_TEXT 1660786 INFARMED EMA Rev 91 <> regulatory authority
SYMPTOM_TEXT 1629761 United Kingdom's Medicines and Healthcare products <>
SYMPTOM_TEXT 1634616 EMA EudraVigilance-WEB Netherlands Pharmacovigilance Centre Lareb <> regulatory authority-WEB authority
SYMPTOM_TEXT 1632110 7 dagen nadien ook plots doorbraakbloeding gekregen nog nooit gehad met deze anticonceptiepil lusteloos Zich onwel voelen Reactie op de injectieplaats pijnlijke arm stijve Hoofd leek ontploffen te staan Mijn temperatuur heeft 2 lang geschommeld normale is rond 35|5 en schommelde heel tijd naar 37 weer beneden zeer misselijk na drinken extreem vermoeid Vermoeidheid Spierpijn Misselijkheid Hoofdpijn 104063 excluded|5 5 <> initially BE-FAMHP-DHH-N2021-104063 The most recent 08-Sep-2021 13-Sep-2021 excluded
SYMPTOM_TEXT 1630766 Perifere aangezichtsverlamming Aangezichtsverlamming van bell overgeven koorts rond de 38|5 volgende dag nog 39 graden <> initially The most recent information 19-Aug-2021
SYMPTOM_TEXT 1625750 Er etter 2 mnd fremdeles d rlig med hodepine fatigue nummenhet i ben og svakhet/slitenhet V knet kl 0500 dagen vaksine Moderna dose 1 kvalme sl v tretthet SD <> Event coding
SYMPTOM_TEXT 1632114 Vermoeidheid Gewrichtspijn Rillingen Koorts Hoofdpijn Spierpijn <>
SYMPTOM_TEXT 1630728 Koorts 40.5 tot en met 42 graden Celcius Versnelde hartslag pols Hoofdpijn Pijn de gewrichten Koude rillingen Vermoeidheid Reactie op rond injectieplaats verharding ontstaan later dan een week na vaccinatie pijn blauwe plek koorts celcius High <>
SYMPTOM_TEXT 1636103 PARES BEN BILATERALT case via authority Reference number SE-MPA-2021-028086 on 18-Aug-2021 and forwarded to Moderna <> is spontaneous from contactable consumer or other non-healthcare professional downloaded authority-WEB NL-LRB-00658642 Safety Report Unique Identifier NL-LRB-00662811
SYMPTOM_TEXT 1681064 EVHUMAN <>
SYMPTOM_TEXT 1681160 EVHUMAN <>
SYMPTOM_TEXT 1663810 Authority EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1717216 EVHUMAN <>
SYMPTOM_TEXT 1676810 COVID-19 LIM EVHUMAN <>
SYMPTOM_TEXT 1633516 Belgian <>
SYMPTOM_TEXT 1569026 <> Will not be receiving the 2nd dose; hands shake; shaky and internal shake; This spontaneous case was reported by a consumer and describes the occurrence of NERVOUSNESS (shaky and internal shake)| TREMOR (hands shake) and INTENTIONAL DOSE OMISSION (Will not be receiving the 2nd dose) in a 56-year-old female patient who received mRNA-1273 (Moderna COVID-19 Vaccine) (batch no. 038A21A) for COVID-19 vaccination. No Medical History information was reported
SYMPTOM_TEXT 1633644 Medicines Agency MA PEI <> authority
SYMPTOM_TEXT 1568935 RASH <> pain chills blisters toes palms both look red burned/also at bottom feels miserable head swollen This spontaneous case reported by consumer describes occurrence
SYMPTOM_TEXT 1629632 Medicines Agency MA <>
SYMPTOM_TEXT 1663758 Medicines Agency MA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1630061 MHRA <> RA
SYMPTOM_TEXT 1664531 Ireland's Health Products HPRA <> RA IE-HPRA-2021-078243
SYMPTOM_TEXT 1660824 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1569956 <> flare up of COPD cough This spontaneous case was reported by a consumer and describes the occurrence CHRONIC OBSTRUCTIVE PULMONARY DISEASE COUGH in an 83-year-old male patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 031M20A for vaccination Concurrent medical conditions included
SYMPTOM_TEXT 1557503 <> headaches Muscle fatigue in his leg and Back feels like a load on the muscles sharp pain or something weird This spontaneous case was reported by health care professional describes occurrence of PAIN MYALGIA HEADACHE 54-year-old male patient who received mRNA-1273 Moderna COVID-19 Vaccine for vaccination No Medical History information
SYMPTOM_TEXT 1594631 shoulder/hotness <> hot shoulder This spontaneous case was reported by a consumer and describes occurrence VACCINATION SITE WARMTH hotness in an 82-year-old female patient who received mRNA-1273 Moderna COVID-19 Vaccine batch no 041L20A for
SYMPTOM_TEXT 1664295 MHRA <>
SYMPTOM_TEXT 1664175 UK-MHRA <>
SYMPTOM_TEXT 1660539 from the Vaccines 2021 vol 9 8 DOI 10.3390/vaccines9080859 entitled An Outbreak of COVID-19 among mRNA-Vaccinated Nursing Home Residents <>
SYMPTOM_TEXT 1627821 Medicines Agency MA WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1629972 MHRA <> RA
SYMPTOM_TEXT 1630131 MHRA <>
SYMPTOM_TEXT 1663911 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1664733 Pharmaceuticals Medical Devices Agency PMDA Obon <> regulatory authority
SYMPTOM_TEXT 1664597 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1629938 MHRA <> RA
SYMPTOM_TEXT 1630471 COVID-19 Vaccine Adverse Event Self-Reporting Solution <> regulatory authority
SYMPTOM_TEXT 1572005 <> slightly painful
SYMPTOM_TEXT 1716208 Medicines Agency MA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1637750 PEI <> regulatory authority
SYMPTOM_TEXT 1637658 EA PEI <> regulatory authority-WEB
SYMPTOM_TEXT 1663652 Medicines Agency MA <>
VAX_DOSE_SERIES 1683266 1 <> 1|2
VAX_DOSE_SERIES 1724167 2|UNK <> 2
VAX_LOT 2 cells of trivial non-letter differences ignored
VAX_MANU 1724167 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_MANU 1683266 Pfizer-BionT <> Pfizer-BionT|Pfizer-BionT
VAX_NAME 1683266 C19 Pfizer-BionT <> C19 Pfizer-BionT|C19 Pfizer-BionT
VAX_NAME 1724167 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 1683266 IM <> IM|IM
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_SITE 1683266 UN <> UN|UN
VAX_TYPE 1724167 COVID19|UNK <> COVID19
VAX_TYPE 1683266 COVID19 <> COVID19|COVID19
symptom_entries 1726306 <> _|_Blindness_|_COVID-19_|_Cerebrovascular accident_|_Hepatic cirrhosis_|_Ligament sprain_|_
symptom_entries 1359624 <> _|_Incorrect dose administered_|_
symptom_entries 1472737 _|_Enuresis_|_ <>
symptom_entries 1726413 _|_Surgery_|_ <>
14 columns altered
2411 modified reports on 2021-10-01
Writing ... vaers_changes/2021-10-01_VAERS_CHANGES.csv
1 report with the most (10) records/lots/doses: 1735681
column changes: {'SYMPTOM_TEXT': 95, 'symptom_entries': 4, 'DIED': 3, 'VAX_TYPE': 2, 'VAX_MANU': 2, 'VAX_DOSE_SERIES': 2, 'VAX_NAME': 2, 'HISTORY': 2, 'LAB_DATA': 2, 'VAX_SITE': 1, 'VAX_ROUTE': 1, 'OTHER_MEDS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'ER_VISIT': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
13300 delayed/late/gapfill
60 deleted
0 restored
8 cell edits trivial not printed
117 cell edits significant
0 cells emptied entirely
95 writeups changed
All time
483568 delayed/late/gapfill
2367 deleted
1 restored
846952 cell edits trivial not printed
2131 cell edits significant
49 cells emptied entirely
429 writeups changed
52953 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1752987, 1752988, 1752989, 1752990, 1752991, 1752992, 1752993, 1753025]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-10-08
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-10-08_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1771204
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1771056
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1771204
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1771056
2451 exact duplicates dropped in concatenated files, now 1040175 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1771204
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1771056
131796 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
824177 reports to work with (unique VAERS_IDs)
25541 dropped in df_data due to no covid VAX_TYPE involved in the report
30794 dropped in df_vax due to no covid VAX_TYPE involved in the report
31011 dropped in df_syms due to no covid VAX_TYPE involved in the report
798636 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
16644 SYMPTOM_TEXT field repeat sentences deduped in 3699 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
824380 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
824380 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-10-08_VAERS_CONSOLIDATED.csv
Consolidation of 2021-10-08 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
798636 rows in df_vax_flat
Merging DATA into VAX flattened
798636 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-10-08_VAERS_FLATTENED.csv
798636 rows in vaers_flattened/2021-10-08_VAERS_FLATTENED.csv
Flattening of 2021-10-08 done
Using flat 2021-10-01 already in memory, 778685 rows
Using flat 2021-10-08 already in memory, 798636 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-10-01 already in memory
Comparing
2021-10-01 v. 2021-10-08
798636 this drop total covid
778685 previous total covid
778557 identical set aside
20079 this drop to work with
128 previous to work with
19951 difference
10929 new in 2021-10-08
9083 delayed this week
61 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 1 cell of trivial non-letter differences ignored
CUR_ILL 1745332 CMS/HCC <>
2 DIED [] <> Y [1111483, 1752878]
HISTORY 4 cells of trivial non-letter differences ignored
HISTORY 1745332 CMS/HCC <>
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1739933 Roche Elecysys <>
OTHER_MEDS 2 cells of trivial non-letter differences ignored
OTHER_MEDS 1700470 Engility <> Emgality
OTHER_MEDS 1741508 See Continuation page Additional information Item 9 ge <> generic Lipitor 80 mg/day night sweats Progesterone
SPLTTYPE 1678747 vafe <> vsafe
SPLTTYPE 1745089 vasafe <> vsafe
4 SPLTTYPE vasfe <> vsafe [1700240, 1700553, 1704178, 1715342]
SYMPTOM_TEXT 6 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1698022 AEMPS <>
SYMPTOM_TEXT 1571767 United States <>
SYMPTOM_TEXT 1571949 United States <>
SYMPTOM_TEXT 1679803 European Medicines Agency EMA EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1686181 Pat PRIVACY PEI <> regulatory authority
SYMPTOM_TEXT 1741508 Additional information for Item 18 <>
SYMPTOM_TEXT 1676010 EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1671450 Regional Pharmacovigilance Centre CRPV <> authority-WEB regulatory Agency
SYMPTOM_TEXT 1688504 EVHUMAN <>
SYMPTOM_TEXT 1676007 EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1676006 EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1697807 EMA EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1678463 European Medicines Agency Gu rison <> regulatory authority
SYMPTOM_TEXT 1740056 Walgreens <>
SYMPTOM_TEXT 1676146 authority EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1715342 Jun2021 <> June 2021
SYMPTOM_TEXT 1693953 EVHUMAN <>
SYMPTOM_TEXT 1695094 Authority(EMA EudraVigilance-WEB QClab PR 5793871 ID5757372 <> Authority-WEB lab
SYMPTOM_TEXT 1063984 <> F on February 23
SYMPTOM_TEXT 1676066 EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1736055 northwest <>
SYMPTOM_TEXT 1679912 Authority.EudraVigilance-WEB No 84/50 24Jan1985 published in Therapie 1985 40:111-8 <> Authority-WEB
SYMPTOM_TEXT 1681013 EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1690061 EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1739933 Impact Kidney International white COVID Roche Elecysys <>
SYMPTOM_TEXT 1749195 EVHUMAN <>
SYMPTOM_TEXT 1690764 Sospetto ictus ischemico con emisindrome destra sensitivo-motoria 7 ore dalla somministrazione della I dose di Moderna <>
SYMPTOM_TEXT 1688738 Schlaganfall <>
SYMPTOM_TEXT 1687001 European Medicines Agency EMA EudraVigilance-WEB QC-lab PR 5674032 5595397 <> regulatory authority-WEB lab
SYMPTOM_TEXT 1750802 EVHUMAN <>
SYMPTOM_TEXT 1698969 Medicines and Healthcare products Agency UK-MHRA <> authority
SYMPTOM_TEXT 1676298 Medicines and Healthcare products UK-MHRA <> RA
SYMPTOM_TEXT 1686956 Authority EudraVigilance-WEB Therapies 1985 40:111-68 <> Authority-WEB
SYMPTOM_TEXT 1686636 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1698142 State Agency Medicines and Heath Technologies AGEMED <>
SYMPTOM_TEXT 1744065 from hell <>
SYMPTOM_TEXT 1690258 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1697677 European Medicines Agency EMA EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1676015 authority EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1740297 Dallas fair park Set up <>
SYMPTOM_TEXT 1699848 PMDA <>
SYMPTOM_TEXT 1698620 MHRA <> Regulatory authority
symptom_entries 1750126 _|_Condition aggravated_|_ <> _|_Blood test abnormal_|_Endoscopy_|_Infection_|_Malaise_|_Nausea_|_Nephrolithiasis_|_Renal artery stent placement_|_Renal impairment_|_Renal stone removal_|_Vomiting_|_
symptom_entries 1475560 _|_Seizure_|_ <>
symptom_entries 1485300 _|_Musculoskeletal pain_|_ <>
symptom_entries 1504138 _|_Epistaxis_|_Postmenopausal haemorrhage_|_Retching_|_ <>
symptom_entries 1485374 _|_Vaccination site vesicles_|_ <>
9 columns altered
2433 modified reports on 2021-10-08
Writing ... vaers_changes/2021-10-08_VAERS_CHANGES.csv
2 reports with the most (10) records/lots/doses: 1735681 1754506
column changes: {'SYMPTOM_TEXT': 42, 'SPLTTYPE': 11, 'symptom_entries': 5, 'DIED': 2, 'OTHER_MEDS': 2, 'CUR_ILL': 1, 'HISTORY': 1, 'LAB_DATA': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
9083 delayed/late/gapfill
61 deleted
0 restored
14 cell edits trivial not printed
65 cell edits significant
0 cells emptied entirely
42 writeups changed
All time
492651 delayed/late/gapfill
2428 deleted
1 restored
846966 cell edits trivial not printed
2196 cell edits significant
49 cells emptied entirely
471 writeups changed
46721 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1771069, 1771077, 1771084, 1771129, 1771167, 1771168, 1771170, 1771198]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-10-15
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-10-15_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1787794
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1787716
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1787794
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1787716
2511 exact duplicates dropped in concatenated files, now 1066492 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1787794
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1787716
131799 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
848553 reports to work with (unique VAERS_IDs)
30509 dropped in df_data due to no covid VAX_TYPE involved in the report
36730 dropped in df_vax due to no covid VAX_TYPE involved in the report
36857 dropped in df_syms due to no covid VAX_TYPE involved in the report
818044 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
22035 SYMPTOM_TEXT field repeat sentences deduped in 4299 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
844756 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
844756 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-10-15_VAERS_CONSOLIDATED.csv
Consolidation of 2021-10-15 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
818044 rows in df_vax_flat
Merging DATA into VAX flattened
818044 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-10-15_VAERS_FLATTENED.csv
818044 rows in vaers_flattened/2021-10-15_VAERS_FLATTENED.csv
Flattening of 2021-10-15 done
Using flat 2021-10-08 already in memory, 798636 rows
Using flat 2021-10-15 already in memory, 818044 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-10-08 already in memory
Comparing
2021-10-08 v. 2021-10-15
818044 this drop total covid
798636 previous total covid
798457 identical set aside
19587 this drop to work with
179 previous to work with
19408 difference
8384 new in 2021-10-15
11075 delayed this week
51 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 1719235 79.0 <> 80.0
ALLERGIES 1 cell of trivial non-letter differences ignored
ALLERGIES 1765566 NONE TETROCYCLIN <> None tetracycline
DATEDIED 2 cells of trivial non-letter differences ignored
3 DIED [] <> Y [1029783, 1111831, 1115862]
HISTORY 3 cells of trivial non-letter differences ignored
HISTORY 1720741 Study details COVERSCAN <>
LAB_DATA 4 cells of trivial non-letter differences ignored
LAB_DATA 1766988 g/dL IU/mL <> ug/dL uIU/mL x
OFC_VISIT 1553763 [] <> Y
OTHER_MEDS 3 cells of trivial non-letter differences ignored
OTHER_MEDS 1765566 SYMBALTA 81 MG ASPRIN ADEROL <> CYMBALTA aspirin ADDERALL
OTHER_MEDS 1765547 20mg 1xday 60mg 2xday <>
OTHER_MEDS 1765522 <> Low Dose Aspirin Vitamin D3 Zyrtec
OTHER_MEDS 1719454 Prevastatien CoQue10 a <> Prevastatin CoQ10
SPLTTYPE 4 cells of trivial non-letter differences ignored
3 SPLTTYPE [] <> vsafe [1540513, 1666837, 1694163]
7 SPLTTYPE vasfe <> vsafe [1636473, 1636991, 1659118, 1678789, 1682688, 1696800, 1768736]
SPLTTYPE 1696226 vsage <> vsafe
SPLTTYPE 1670702 vvsafe <> vsafe
SYMPTOM_TEXT 6 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1719454 Ciprosloxacin <> Ciprofloxacin
SYMPTOM_TEXT 1765239 AHO <> Please note Patient received J&J vaccine on 3/14/2021 Lot 1805025
SYMPTOM_TEXT 1763715 Authority(EVHUMAN Vaccines <> Authority(Vaccines
SYMPTOM_TEXT 1719992 European Medicines Agency EMA EudraVigilance-WEB PEI <> regulatory authority-WEB cerebrovascular/regulatory authority
SYMPTOM_TEXT 1715971 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1720201 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1717495 PMDA MAH Takeda <> regulatory authority
SYMPTOM_TEXT 1719704 PEI <> regulatory authority
SYMPTOM_TEXT 1720170 PEI <> regulatory authority
SYMPTOM_TEXT 1719729 PEI <> regulatory authority-web authority
SYMPTOM_TEXT 1724040 European Medicines Agency EMA EudraVigilance-WEB PEI <> regulatory authority-WEB authority
SYMPTOM_TEXT 1720108 European Medicines Agency EMA EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1761088 EVHUMAN <>
SYMPTOM_TEXT 1724062 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1714560 linker Fu tw steif European Medicines Agency <> regulatory authority
SYMPTOM_TEXT 1720028 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1720148 PEI <> regulatory authority
SYMPTOM_TEXT 1720388 European Medicines Agency EMA EudraVigilance-WEB PEI <> authority-WEB
SYMPTOM_TEXT 1717048 UK-MHRA <>
SYMPTOM_TEXT 1719931 European Medicines Agency EMA EudraVigilance-WEB PEI <> regulatory authority-WEB authority
SYMPTOM_TEXT 1710462 European Medicines Agency <> regulatory authority
SYMPTOM_TEXT 1720741 Study details COVERSCAN <> Regulatory authority
SYMPTOM_TEXT 1710577 Agency EudraVigilance-WEB INFARMED <> regulatory authority-WEB
SYMPTOM_TEXT 1724232 European Medicines Agency EMA EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1763716 EVHUMAN <>
SYMPTOM_TEXT 1720637 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1724352 authority EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1717758 from Vaccines 2021 volume 9 DOI 10.3390/vaccines9090974 entitled Pseudo-anaphylactic to pfizer bnt162b2 vaccine Report of 3 cases anaphylaxis post vaccination <>
SYMPTOM_TEXT 1709941 UK-MHRA <>
SYMPTOM_TEXT 1766988 g/dl g/dL iu/ml-4.50 iu/ml IU/mL <> ug/dl ug/dL uiu/ml-4.50 uiu/ml uIU/mL x
SYMPTOM_TEXT 1720117 European Medicines Agency EMA EudraVigilance-WEB PEI <> regulatory authority-WEB authority
SYMPTOM_TEXT 1714827 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1720020 European Medicines Agency EMA EudraVigilance-WEB PEI <> regulatory authority-WEB authority
SYMPTOM_TEXT 1719741 PEI <> regulatory authority
VAX_LOT 1765547 ON62O2 <> ON6202
2 VAX_MANU Moderna|Novartis <> Moderna|Seqirus [1697391, 1697396]
2 VAX_NAME <> QUADRIVALENT [1697391, 1697396]
2 VAX_TYPE COVID19|FLUA3 <> COVID19|FLUA4 [1697391, 1697396]
symptom_entries 1535219 _|_Breath sounds abnormal_|_ <>
symptom_entries 1535166 _|_Vomiting_|_ <>
symptom_entries 1599633 _|_Cough_|_ <>
symptom_entries 1525543 <> _|_COVID-19_|_SARS-CoV-2 antibody test positive_|_
symptom_entries 1033908 _|_Uveitis_|_ <> _|_Uvulitis_|_
symptom_entries 1661108 _|_Product dose omission issue_|_ <>
15 columns altered
2555 modified reports on 2021-10-15
Writing ... vaers_changes/2021-10-15_VAERS_CHANGES.csv
2 reports with the most (10) records/lots/doses: 1735681 1754506
column changes: {'SPLTTYPE': 69, 'SYMPTOM_TEXT': 35, 'symptom_entries': 6, 'OTHER_MEDS': 5, 'DIED': 3, 'VAX_TYPE': 2, 'VAX_MANU': 2, 'VAX_NAME': 2, 'ALLERGIES': 2, 'OFC_VISIT': 1, 'HISTORY': 1, 'AGE_YRS': 1, 'LAB_DATA': 1, 'VAX_LOT': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
11075 delayed/late/gapfill
51 deleted
0 restored
23 cell edits trivial not printed
131 cell edits significant
0 cells emptied entirely
35 writeups changed
All time
503726 delayed/late/gapfill
2479 deleted
1 restored
846989 cell edits trivial not printed
2327 cell edits significant
49 cells emptied entirely
506 writeups changed
38884 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1787769, 1787770, 1787771, 1787772, 1787773, 1787774, 1787775, 1787776]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-10-22
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-10-22_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1807594
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1807386
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1807594
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1807386
2546 exact duplicates dropped in concatenated files, now 1092979 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1807594
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1807386
131839 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
873247 reports to work with (unique VAERS_IDs)
35652 dropped in df_data due to no covid VAX_TYPE involved in the report
42671 dropped in df_vax due to no covid VAX_TYPE involved in the report
42902 dropped in df_syms due to no covid VAX_TYPE involved in the report
837595 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
17820 SYMPTOM_TEXT field repeat sentences deduped in 4020 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
865247 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
865247 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-10-22_VAERS_CONSOLIDATED.csv
Consolidation of 2021-10-22 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
837595 rows in df_vax_flat
Merging DATA into VAX flattened
837595 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-10-22_VAERS_FLATTENED.csv
837595 rows in vaers_flattened/2021-10-22_VAERS_FLATTENED.csv
Flattening of 2021-10-22 done
Using flat 2021-10-15 already in memory, 818044 rows
Using flat 2021-10-22 already in memory, 837595 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-10-15 already in memory
Comparing
2021-10-15 v. 2021-10-22
837595 this drop total covid
818044 previous total covid
817943 identical set aside
19652 this drop to work with
101 previous to work with
19551 difference
11852 new in 2021-10-22
7776 delayed this week
77 deleted this week kept
0 restored this week
Column value changes
DATEDIED 5 cells of trivial non-letter differences ignored
6 DIED [] <> Y [1012766, 1073435, 1167892, 1204429, 1302689, 1523317]
LAB_DATA 1779621 participant was 5hours <> 5 hours
OTHER_MEDS 1779621 allegy <> Allergy
2 SPLTTYPE [] <> vsafe [1779621, 1779658]
2 SPLTTYPE vasfe <> vsafe [1779427, 1782679]
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1779621 Participant is pre-menuposal your ache <> I am pre-menopausal my aches
SYMPTOM_TEXT 1532540 WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1779658 topped <> stopped
SYMPTOM_TEXT 1532411 WEB <> regulatory authority-WEB
2 VAX_MANU Moderna|Seqirus <> Moderna|Novartis [1697391, 1697396]
2 VAX_NAME QUADRIVALENT <> [1697391, 1697396]
2 VAX_TYPE COVID19|FLUA4 <> COVID19|FLUA3 [1697391, 1697396]
symptom_entries 1722851 _|_Carotid pulse decreased_|_ <> _|_Pulse abnormal_|_
symptom_entries 1646214 _|_Feeling abnormal_|_Pain_|_Peripheral swelling_|_ <>
11 columns altered
2502 modified reports on 2021-10-22
Writing ... vaers_changes/2021-10-22_VAERS_CHANGES.csv
2 reports with the most (10) records/lots/doses: 1735681 1754506
column changes: {'SPLTTYPE': 11, 'DIED': 6, 'SYMPTOM_TEXT': 4, 'VAX_TYPE': 2, 'VAX_MANU': 2, 'VAX_NAME': 2, 'ALLERGIES': 2, 'symptom_entries': 2, 'OTHER_MEDS': 1, 'LAB_DATA': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
7776 delayed/late/gapfill
77 deleted
0 restored
6 cell edits trivial not printed
33 cell edits significant
0 cells emptied entirely
4 writeups changed
All time
511502 delayed/late/gapfill
2556 deleted
1 restored
846995 cell edits trivial not printed
2360 cell edits significant
49 cells emptied entirely
510 writeups changed
33912 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1807378, 1807379, 1807380, 1807381, 1807417, 1807457, 1807528, 1807565]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-10-29
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-10-29_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1828454
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1828375
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1828454
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1828375
2628 exact duplicates dropped in concatenated files, now 1119221 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1828454
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1828375
133012 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
896181 reports to work with (unique VAERS_IDs)
39262 dropped in df_data due to no covid VAX_TYPE involved in the report
46923 dropped in df_vax due to no covid VAX_TYPE involved in the report
47064 dropped in df_syms due to no covid VAX_TYPE involved in the report
856919 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
16154 SYMPTOM_TEXT field repeat sentences deduped in 3724 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
885494 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
885494 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-10-29_VAERS_CONSOLIDATED.csv
Consolidation of 2021-10-29 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
856919 rows in df_vax_flat
Merging DATA into VAX flattened
856919 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-10-29_VAERS_FLATTENED.csv
856919 rows in vaers_flattened/2021-10-29_VAERS_FLATTENED.csv
Flattening of 2021-10-29 done
Using flat 2021-10-22 already in memory, 837595 rows
Using flat 2021-10-29 already in memory, 856919 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-10-22 already in memory
Comparing
2021-10-22 v. 2021-10-29
856919 this drop total covid
837595 previous total covid
837430 identical set aside
19489 this drop to work with
165 previous to work with
19324 difference
19387 new in 2021-10-29
88 delayed this week
151 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 1 cell of trivial non-letter differences ignored
DATEDIED 2 cells of trivial non-letter differences ignored
3 DIED [] <> Y [1123294, 1302683, 1450222]
HISTORY 2 cells of trivial non-letter differences ignored
LAB_DATA 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
symptom_entries 1526350 _|_Fibrin D dimer_|_Oxygen saturation decreased_|_ <> _|_Fibrin D dimer increased_|_
symptom_entries 1635671 _|_Adverse event following immunisation_|_Pain in extremity_|_ <>
symptom_entries 1700286 _|_C-reactive protein abnormal_|_Fibrin D dimer increased_|_ <> _|_C-reactive protein_|_Dysstasia_|_Fibrin D dimer_|_
symptom_entries 1638000 _|_C-reactive protein increased_|_ <>
symptom_entries 1602479 <> _|_Condition aggravated_|_
symptom_entries 1651339 _|_Hallucination_|_ <>
symptom_entries 1603123 <> _|_Condition aggravated_|_
symptom_entries 1615775 _|_Vaccination complication_|_ <>
7 columns altered
2569 modified reports on 2021-10-29
Writing ... vaers_changes/2021-10-29_VAERS_CHANGES.csv
2 reports with the most (10) records/lots/doses: 1735681 1754506
column changes: {'symptom_entries': 8, 'DIED': 3, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'SYMPTOM_TEXT': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
88 delayed/late/gapfill
151 deleted
0 restored
7 cell edits trivial not printed
11 cell edits significant
0 cells emptied entirely
0 writeups changed
All time
511590 delayed/late/gapfill
2707 deleted
1 restored
847002 cell edits trivial not printed
2371 cell edits significant
49 cells emptied entirely
510 writeups changed
31709 never published [903617, 903618, 903619, 903657, 903679, 903707, 903738, 903802 ... 1828389, 1828390, 1828391, 1828392, 1828393, 1828394, 1828395, 1828441]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-11-05
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-11-05_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1845804
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1845744
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1845804
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1845744
2775 exact duplicates dropped in concatenated files, now 1144381 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1845804
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1845744
133445 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
918298 reports to work with (unique VAERS_IDs)
42645 dropped in df_data due to no covid VAX_TYPE involved in the report
51925 dropped in df_vax due to no covid VAX_TYPE involved in the report
51648 dropped in df_syms due to no covid VAX_TYPE involved in the report
875653 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
19998 SYMPTOM_TEXT field repeat sentences deduped in 3849 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
905064 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
905064 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-11-05_VAERS_CONSOLIDATED.csv
Consolidation of 2021-11-05 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
875653 rows in df_vax_flat
Merging DATA into VAX flattened
875653 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-11-05_VAERS_FLATTENED.csv
875653 rows in vaers_flattened/2021-11-05_VAERS_FLATTENED.csv
Flattening of 2021-11-05 done
Using flat 2021-10-29 already in memory, 856919 rows
Using flat 2021-11-05 already in memory, 875653 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-10-29 already in memory
Comparing
2021-10-29 v. 2021-11-05
875653 this drop total covid
856919 previous total covid
856756 identical set aside
18897 this drop to work with
163 previous to work with
18734 difference
12961 new in 2021-11-05
5898 delayed this week
125 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 1825746 Coding <> Codeine
ALLERGIES 1804243 Keflex bactrium ibuphrophen <> Keflex bactrim ibuprofen
HISTORY 1 cell of trivial non-letter differences ignored
HISTORY 1825664 Also uses in Haler <>
HISTORY 1825746 Internstial per patient <> Intestinal
LAB_DATA 1825664 Unknown but a few test such as <>
OTHER_MEDS 2 cells of trivial non-letter differences ignored
OTHER_MEDS 1804848 Athma Estrogen/progesterogen <> Asthma Estrogen/progesterone
OTHER_MEDS 1825664 HCTZC <> HCTZ Inhaler
PRIOR_VAX 1825746 Patient heard an <> hard heels
2 SPLTTYPE vasfe <> vsafe [1817957, 1825664]
SYMPTOM_TEXT 3 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1801063 Hydroxythloroquine <> Hydroxychloroquine
SYMPTOM_TEXT 1825746 Nausea nut than sport mark <> nausea But then sports Both marks
SYMPTOM_TEXT 1825152 on arised <> arose
SYMPTOM_TEXT 1801009 Vomit <> Vomiting
SYMPTOM_TEXT 1806138 European Medicines Agency EMA EudraVigilance-WEB <> Regulatory Authority-WEB
VAX_DOSE_SERIES 1808609 1|2 <> 2
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_MANU 1808609 Moderna|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 1808609 C19 Moderna|C19 Pfizer-BionT <> C19 Pfizer-BionT
VAX_ROUTE 1808609 SYR|SYR <> []
VAX_SITE 1808609 LA|LA <> LA
VAX_TYPE 1808609 COVID19|COVID19 <> COVID19
symptom_entries 1702511 _|_Blood iron_|_Blood iron decreased_|_C-reactive protein_|_C-reactive protein increased_|_Lymphocyte count_|_Lymphocyte count decreased_|_Transferrin saturation_|_ <>
symptom_entries 1711671 <> _|_Exposure during pregnancy_|_
symptom_entries 1702068 _|_Blood pressure measurement_|_ <>
symptom_entries 1702067 _|_Blood pressure measurement_|_Oxygen saturation_|_ <>
symptom_entries 1702047 _|_C-reactive protein_|_C-reactive protein increased_|_ <>
symptom_entries 1702029 _|_C-reactive protein_|_C-reactive protein increased_|_ <>
symptom_entries 1702056 _|_Blood pressure measurement_|_ <>
symptom_entries 1702066 _|_Blood pressure measurement_|_ <>
symptom_entries 1702048 _|_Blood pressure measurement_|_ <>
symptom_entries 1702062 _|_Troponin T increased_|_ <>
symptom_entries 1702058 _|_Gamma-glutamyltransferase_|_Gamma-glutamyltransferase increased_|_ <>
symptom_entries 1702539 _|_Platelet count decreased_|_ <>
symptom_entries 1701757 _|_Fibrin D dimer increased_|_ <>
symptom_entries 1702017 _|_Fibrin D dimer_|_Fibrin D dimer increased_|_ <>
16 columns altered
2744 modified reports on 2021-11-05
Writing ... vaers_changes/2021-11-05_VAERS_CHANGES.csv
2 reports with the most (10) records/lots/doses: 1735681 1754506
column changes: {'SPLTTYPE': 19, 'symptom_entries': 14, 'SYMPTOM_TEXT': 5, 'OTHER_MEDS': 3, 'ALLERGIES': 2, 'HISTORY': 2, 'LAB_DATA': 2, 'VAX_TYPE': 1, 'VAX_MANU': 1, 'VAX_DOSE_SERIES': 1, 'PRIOR_VAX': 1, 'VAX_NAME': 1, 'CUR_ILL': 1, 'VAX_SITE': 1, 'VAX_ROUTE': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'ER_VISIT': 0, 'DIED': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
5898 delayed/late/gapfill
125 deleted
0 restored
7 cell edits trivial not printed
55 cell edits significant
1 cells emptied entirely
5 writeups changed
All time
517488 delayed/late/gapfill
2832 deleted
1 restored
847009 cell edits trivial not printed
2426 cell edits significant
50 cells emptied entirely
515 writeups changed
27877 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 1845755, 1845756, 1845757, 1845758, 1845759, 1845760, 1845761, 1845762]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-11-12
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-11-12_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1864543
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1864411
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1864543
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1864411
2870 exact duplicates dropped in concatenated files, now 1168823 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1864543
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1864411
133445 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
940484 reports to work with (unique VAERS_IDs)
46339 dropped in df_data due to no covid VAX_TYPE involved in the report
56946 dropped in df_vax due to no covid VAX_TYPE involved in the report
56820 dropped in df_syms due to no covid VAX_TYPE involved in the report
894145 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
17611 SYMPTOM_TEXT field repeat sentences deduped in 3424 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
924485 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
924485 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-11-12_VAERS_CONSOLIDATED.csv
Consolidation of 2021-11-12 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
894145 rows in df_vax_flat
Merging DATA into VAX flattened
894145 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-11-12_VAERS_FLATTENED.csv
894145 rows in vaers_flattened/2021-11-12_VAERS_FLATTENED.csv
Flattening of 2021-11-12 done
Using flat 2021-11-05 already in memory, 875653 rows
Using flat 2021-11-12 already in memory, 894145 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-11-05 already in memory
Comparing
2021-11-05 v. 2021-11-12
894145 this drop total covid
875653 previous total covid
875568 identical set aside
18577 this drop to work with
85 previous to work with
18492 difference
15342 new in 2021-11-12
3205 delayed this week
55 deleted this week kept
0 restored this week
Column value changes
DATEDIED 9 cells of trivial non-letter differences ignored
20 DIED [] <> Y [937818, 947891, 955426, 994784, 1000472, 1054457, 1095634, 1120315, 1166026, 1224898, 1240515, 1288955, 1321835, 1430883, 1532252, 1549639, 1625500, 1645838, 1666578, 1711978]
HISTORY 1842922 CMS/HCC <>
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1843285 3311872714 3311872692 3311767763 3311782987 3311757704 3311727803 3311727805 3311727802 3311727804 <>
OTHER_MEDS 1843598 Expender <> Expanders
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1843598 worst <> a worse
SYMPTOM_TEXT 1000472 European Medicines Agency EMA EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1842319 Landmark South Africa <>
symptom_entries 1733619 _|_Hepatic enzyme increased_|_Liver function test_|_Liver function test abnormal_|_ <>
symptom_entries 1733723 _|_Troponin_|_Troponin increased_|_ <>
symptom_entries 1714772 _|_Blood pressure increased_|_ <>
symptom_entries 1806176 _|_Blood test_|_ <>
symptom_entries 1733581 _|_C-reactive protein_|_C-reactive protein abnormal_|_White blood cell count_|_White blood cell count decreased_|_ <>
7 columns altered
2861 modified reports on 2021-11-12
Writing ... vaers_changes/2021-11-12_VAERS_CHANGES.csv
2 reports with the most (10) records/lots/doses: 1735681 1754506
column changes: {'DIED': 20, 'symptom_entries': 5, 'SYMPTOM_TEXT': 3, 'HISTORY': 1, 'OTHER_MEDS': 1, 'LAB_DATA': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
3205 delayed/late/gapfill
55 deleted
0 restored
11 cell edits trivial not printed
31 cell edits significant
0 cells emptied entirely
3 writeups changed
All time
520693 delayed/late/gapfill
2887 deleted
1 restored
847020 cell edits trivial not printed
2457 cell edits significant
50 cells emptied entirely
518 writeups changed
24375 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 1864416, 1864417, 1864418, 1864419, 1864420, 1864421, 1864422, 1864423]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-11-19
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-11-19_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1884711
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1884546
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1884711
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1884546
3017 exact duplicates dropped in concatenated files, now 1193402 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1884711
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1884546
133445 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
963256 reports to work with (unique VAERS_IDs)
49988 dropped in df_data due to no covid VAX_TYPE involved in the report
61374 dropped in df_vax due to no covid VAX_TYPE involved in the report
61326 dropped in df_syms due to no covid VAX_TYPE involved in the report
913268 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
17937 SYMPTOM_TEXT field repeat sentences deduped in 3427 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
944636 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
944636 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-11-19_VAERS_CONSOLIDATED.csv
Consolidation of 2021-11-19 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
913268 rows in df_vax_flat
Merging DATA into VAX flattened
913268 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-11-19_VAERS_FLATTENED.csv
913268 rows in vaers_flattened/2021-11-19_VAERS_FLATTENED.csv
Flattening of 2021-11-19 done
Using flat 2021-11-12 already in memory, 894145 rows
Using flat 2021-11-19 already in memory, 913268 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-11-12 already in memory
Comparing
2021-11-12 v. 2021-11-19
913268 this drop total covid
894145 previous total covid
894065 identical set aside
19203 this drop to work with
80 previous to work with
19123 difference
19040 new in 2021-11-19
149 delayed this week
66 deleted this week kept
0 restored this week
Column value changes
CAGE_YR 1851593 [] <> 34.0
DATEDIED 2 cells of trivial non-letter differences ignored
2 DIED [] <> Y [1038489, 1800859]
NUMDAYS 1851593 [] <> 0.0
SEX 1851593 F <> M
SYMPTOM_TEXT 1836699 UF <>
SYMPTOM_TEXT 1833672 UC <>
VAX_DATE 1 cell of trivial non-letter differences ignored
symptom_entries 1659938 _|_Death_|_ <>
symptom_entries 1229659 _|_Death_|_ <>
symptom_entries 1261867 _|_Death_|_ <>
symptom_entries 1690644 _|_Muscular weakness_|_ <>
symptom_entries 1219018 _|_Death_|_ <> _|_Aspiration_|_
symptom_entries 1261963 _|_Death_|_ <> _|_Unevaluable event_|_
symptom_entries 1758730 _|_SARS-CoV-2 test_|_SARS-CoV-2 test negative_|_ <>
symptom_entries 1733908 _|_SARS-CoV-2 test_|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1672602 _|_Vaccination site reaction_|_ <>
8 columns altered
2900 modified reports on 2021-11-19
Writing ... vaers_changes/2021-11-19_VAERS_CHANGES.csv
2 reports with the most (10) records/lots/doses: 1735681 1754506
column changes: {'symptom_entries': 9, 'SYMPTOM_TEXT': 2, 'DIED': 2, 'NUMDAYS': 1, 'SEX': 1, 'CAGE_YR': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'OFC_VISIT': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
149 delayed/late/gapfill
66 deleted
0 restored
3 cell edits trivial not printed
16 cell edits significant
0 cells emptied entirely
2 writeups changed
All time
520842 delayed/late/gapfill
2953 deleted
1 restored
847023 cell edits trivial not printed
2473 cell edits significant
50 cells emptied entirely
520 writeups changed
21703 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 1884578, 1884579, 1884580, 1884581, 1884582, 1884583, 1884584, 1884585]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-11-26
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-11-26_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1901712
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1901529
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1901712
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1901529
3083 exact duplicates dropped in concatenated files, now 1211881 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1901712
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1901529
133445 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
980447 reports to work with (unique VAERS_IDs)
52707 dropped in df_data due to no covid VAX_TYPE involved in the report
64648 dropped in df_vax due to no covid VAX_TYPE involved in the report
64758 dropped in df_syms due to no covid VAX_TYPE involved in the report
927740 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
14301 SYMPTOM_TEXT field repeat sentences deduped in 2768 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
959841 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
959841 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-11-26_VAERS_CONSOLIDATED.csv
Consolidation of 2021-11-26 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
927740 rows in df_vax_flat
Merging DATA into VAX flattened
927740 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-11-26_VAERS_FLATTENED.csv
927740 rows in vaers_flattened/2021-11-26_VAERS_FLATTENED.csv
Flattening of 2021-11-26 done
Using flat 2021-11-19 already in memory, 913268 rows
Using flat 2021-11-26 already in memory, 927740 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-11-19 already in memory
Comparing
2021-11-19 v. 2021-11-26
927740 this drop total covid
913268 previous total covid
913199 identical set aside
14541 this drop to work with
69 previous to work with
14472 difference
13698 new in 2021-11-26
830 delayed this week
56 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 1729959 [] <> 18.0
AGE_YRS 1396513 62.0 <> 61.0
CAGE_YR 1396513 62.0 <> 61.0
LAB_DATA 1 cell of trivial non-letter differences ignored
NUMDAYS 1295173 28.0 <> 0.0
ONSET_DATE 2 cells of trivial non-letter differences ignored
PRIOR_VAX 1880663 Phnemonia <> Pneumonia
SYMPTOM_TEXT 1867690 Co <> Computerised tomogram pulmonary angiogram scan had shown dilated trunk[3.35 cm right lower lobe consolidation with associated bilateral diffuse area of ground glass a few enlarged mediastinal lymph nodes and mild pleural effusion no major embolism White blood cells count 22.09 x10^9/L neutrophils 77 lymphocytes 10 monocytes 4 band forms 8.0 atypical 1.0 C-reactive protein level 344.66 Thyroid stimulating hormone electrolytes platelets coagulation profile liver function renal tests were in normal limits Echocardiogram on day 2 showed left ventricular systolic ejection fraction>55 chamber dimension valves evidence raised artery pressure clot or pericardial The cardiology referral team recommended initiation therapeutic dose enoxaparin for myocarditis view non specific ST-T changes rise troponin-I 4.700 ng/Ml On hospital admission due to persistent tachypnea PaO2/FiO2 ratio 100 PEEP 5 cmH20)on high flow nasal cannula invasive ventilation she was electively intubated Antibiotics escalated meropenem vancomycin desaturation white 356 She also initiated prednisolone at 1mg/kg/day once daily Three serial endotracheal tube secretion cultures two urine culture sterile Mycobacterium tuberculosis RT-PCR acid fast bacilli smear pneumocystitis jirovecii antigen from deep tracheal aspirate negative.4 samples COVID-19 RT PCR COVID 19 negative Legionella pneumophilia Mycoplasma Pneumoniae Coxiella Burnettii Chlamydia Adenovirus respiratory syncitial virus Influenza A B Parainfluenza IgG IgM antibodies seronegative GROUP C G-Streptococcus not isolated the throat swab Trichomonas vaginalis Gardnerella Vaginalis Candida Species Group Streptococcus vaginal Cytomegalovirus Epstein-Barr hepatitis serology Hepatitis human immunodeficiency Anti nuclear antibody complements anti-cardiolipin anti 2-glycoprotein|anti phospholipid antibody|total immunoglobulins rheumatoid factor screening test Consecutive procalcitonin levels sent ten days extubated 8 ICU Consent lung biopsy broncheoalveolar lavage refused her improving parameters Steroid tapered stopped over weeks relapse.S he discharged ward 11 3L/min 14 room air good fetal movements
SYMPTOM_TEXT 1856425 European Medicines Agency EMA EudraVigilance-WEB Netherlands Pharmacovigilance Centre Lareb LRB <> regulatory authority-WEB authority
SYMPTOM_TEXT 1593186 Mack <>
SYMPTOM_TEXT 1878704 FARO authority EMA EudraVigilance-WEB <> Agency Authority-WEB
SYMPTOM_TEXT 1870863 European Medicines EMA EudraVigilance-WEB PEI <> Regulatory Authority-WEB RA
SYMPTOM_TEXT 1729959 An <> severe cramping in the right leg Fever A
TODAYS_DATE 1 cell of trivial non-letter differences ignored
VAX_DATE 3 cells of trivial non-letter differences ignored
VAX_LOT 1396513 [] <> 012M20A
VAX_LOT 1098356 [] <> 038A21A
VAX_LOT 1292704 [] <> EW0169
VAX_LOT 1295173 [] <> EW0171
VAX_ROUTE 1729959 UN <> []
symptom_entries 1729959 [] <> _|_Body temperature_|_Muscle spasms_|_Pyrexia_|_
symptom_entries 1320319 _|_Death_|_ <>
15 columns altered
2965 modified reports on 2021-11-26
Writing ... vaers_changes/2021-11-26_VAERS_CHANGES.csv
2 reports with the most (10) records/lots/doses: 1735681 1754506
column changes: {'SYMPTOM_TEXT': 6, 'VAX_LOT': 4, 'HISTORY': 2, 'AGE_YRS': 2, 'symptom_entries': 2, 'NUMDAYS': 1, 'PRIOR_VAX': 1, 'CAGE_YR': 1, 'ALLERGIES': 1, 'VAX_ROUTE': 1, 'OTHER_MEDS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'VAX_DATE': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
830 delayed/late/gapfill
56 deleted
0 restored
7 cell edits trivial not printed
22 cell edits significant
1 cells emptied entirely
6 writeups changed
All time
521672 delayed/late/gapfill
3009 deleted
1 restored
847030 cell edits trivial not printed
2495 cell edits significant
51 cells emptied entirely
526 writeups changed
21455 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 1901656, 1901657, 1901658, 1901659, 1901660, 1901661, 1901662, 1901676]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-12-03
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-12-03_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1919964
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1919874
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1919964
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1919874
3167 exact duplicates dropped in concatenated files, now 1234280 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1919964
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1919874
133445 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1001077 reports to work with (unique VAERS_IDs)
54614 dropped in df_data due to no covid VAX_TYPE involved in the report
67089 dropped in df_vax due to no covid VAX_TYPE involved in the report
67329 dropped in df_syms due to no covid VAX_TYPE involved in the report
946463 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
18567 SYMPTOM_TEXT field repeat sentences deduped in 3283 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
979799 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
979799 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-12-03_VAERS_CONSOLIDATED.csv
Consolidation of 2021-12-03 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
946463 rows in df_vax_flat
Merging DATA into VAX flattened
946463 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-12-03_VAERS_FLATTENED.csv
946463 rows in vaers_flattened/2021-12-03_VAERS_FLATTENED.csv
Flattening of 2021-12-03 done
Using flat 2021-11-26 already in memory, 927740 rows
Using flat 2021-12-03 already in memory, 946463 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-11-26 already in memory
Comparing
2021-11-26 v. 2021-12-03
946463 this drop total covid
927740 previous total covid
927662 identical set aside
18801 this drop to work with
78 previous to work with
18723 difference
18518 new in 2021-12-03
276 delayed this week
71 deleted this week kept
0 restored this week
Column value changes
LAB_DATA 1882612 ana acelevls Vain <> ANA ace levels Vein
SYMPTOM_TEXT 1882612 advance know go psychiatrics Now testing's <> advanced then now see psychiatrist for tests
symptom_entries 1715462 _|_Chest X-ray_|_Colonoscopy_|_Computerised tomogram_|_Echocardiogram_|_Electrocardiogram_|_Magnetic resonance imaging_|_Scan with contrast_|_ <>
symptom_entries 1719647 <> _|_Laboratory test_|_
symptom_entries 1868252 _|_Magnetic resonance imaging heart_|_ <>
symptom_entries 1191122 _|_Muscle spasms_|_ <>
symptom_entries 1072047 _|_Physical examination_|_ <>
symptom_entries 1758499 _|_Ultrasound scan_|_ <>
4 columns altered
3015 modified reports on 2021-12-03
Writing ... vaers_changes/2021-12-03_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'symptom_entries': 6, 'SPLTTYPE': 1, 'SYMPTOM_TEXT': 1, 'LAB_DATA': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0}
This week
276 delayed/late/gapfill
71 deleted
0 restored
0 cell edits trivial not printed
9 cell edits significant
0 cells emptied entirely
1 writeups changed
All time
521948 delayed/late/gapfill
3080 deleted
1 restored
847030 cell edits trivial not printed
2504 cell edits significant
51 cells emptied entirely
527 writeups changed
19005 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 1919954, 1919955, 1919956, 1919958, 1919959, 1919960, 1919961, 1919963]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-12-10
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-12-10_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1939125
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1938969
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1939125
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1938969
3212 exact duplicates dropped in concatenated files, now 1256334 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1939125
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1938969
133445 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1021606 reports to work with (unique VAERS_IDs)
55763 dropped in df_data due to no covid VAX_TYPE involved in the report
68588 dropped in df_vax due to no covid VAX_TYPE involved in the report
68651 dropped in df_syms due to no covid VAX_TYPE involved in the report
965843 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
23820 SYMPTOM_TEXT field repeat sentences deduped in 4250 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1000354 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1000354 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-12-10_VAERS_CONSOLIDATED.csv
Consolidation of 2021-12-10 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
965843 rows in df_vax_flat
Merging DATA into VAX flattened
965843 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-12-10_VAERS_FLATTENED.csv
965843 rows in vaers_flattened/2021-12-10_VAERS_FLATTENED.csv
Flattening of 2021-12-10 done
Using flat 2021-12-03 already in memory, 946463 rows
Using flat 2021-12-10 already in memory, 965843 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-12-03 already in memory
Comparing
2021-12-03 v. 2021-12-10
965843 this drop total covid
946463 previous total covid
946413 identical set aside
19430 this drop to work with
50 previous to work with
19380 difference
18591 new in 2021-12-10
835 delayed this week
46 deleted this week kept
0 restored this week
Column value changes
OTHER_MEDS 1899574 ZINGIBER OFFICINALE <>
SYMPTOM_TEXT 1899574 ZINGIBER OFFICINALE <>
SYMPTOM_TEXT 1900823 Japanese <>
SYMPTOM_TEXT 1917215 in Moberly <>
SYMPTOM_TEXT 1916620 while on deployment with FEMA support of vaccination units dominate <> dominant
2 columns altered
3083 modified reports on 2021-12-10
Writing ... vaers_changes/2021-12-10_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 4, 'OTHER_MEDS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0, 'symptom_entries': 0}
This week
835 delayed/late/gapfill
46 deleted
0 restored
0 cell edits trivial not printed
5 cell edits significant
0 cells emptied entirely
4 writeups changed
All time
522783 delayed/late/gapfill
3126 deleted
1 restored
847030 cell edits trivial not printed
2509 cell edits significant
51 cells emptied entirely
531 writeups changed
17585 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 1939117, 1939118, 1939119, 1939120, 1939121, 1939122, 1939123, 1939124]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-12-17
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-12-17_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 1958340
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 1958241
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 1958340
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 1958241
3247 exact duplicates dropped in concatenated files, now 1276434 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 1958340
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 1958241
133445 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1040454 reports to work with (unique VAERS_IDs)
56696 dropped in df_data due to no covid VAX_TYPE involved in the report
69800 dropped in df_vax due to no covid VAX_TYPE involved in the report
69825 dropped in df_syms due to no covid VAX_TYPE involved in the report
983758 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
22000 SYMPTOM_TEXT field repeat sentences deduped in 3845 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1019242 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1019242 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-12-17_VAERS_CONSOLIDATED.csv
Consolidation of 2021-12-17 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
983758 rows in df_vax_flat
Merging DATA into VAX flattened
983758 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-12-17_VAERS_FLATTENED.csv
983758 rows in vaers_flattened/2021-12-17_VAERS_FLATTENED.csv
Flattening of 2021-12-17 done
Using flat 2021-12-10 already in memory, 965843 rows
Using flat 2021-12-17 already in memory, 983758 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-12-10 already in memory
Comparing
2021-12-10 v. 2021-12-17
983758 this drop total covid
965843 previous total covid
965655 identical set aside
18103 this drop to work with
188 previous to work with
17915 difference
16969 new in 2021-12-17
1108 delayed this week
162 deleted this week kept
0 restored this week
Column value changes
DATEDIED 1 cell of trivial non-letter differences ignored
DIED 1326488 [] <> Y
HISTORY 1 cell of trivial non-letter differences ignored
HISTORY 1937866 effector <> Effexor
OTHER_MEDS 1937209 50 microgram <> 50mcg
SYMPTOM_TEXT 2 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1937224 11yo he 30 mcg have <> 11 He 30mcg
SYMPTOM_TEXT 1936310 who that half is IBDs work <> A IBD work-up eferred
SYMPTOM_TEXT 1532077 <> BPM AFTER THIS OCCURENCE ALTHOUGH ALERT AND ORIENTED THROUGHOUT EXPRESSED CONCERN TO WIFE REGARDING BRADYCARDIA ROOM AIR OXYGEN SATURATION OFFERED CALL EMS BOTH DECLINED STATE WILL TAKE ACUTE CARE V-SAFE BROCHURE WITH INSTRUCTED REPORT ASSISTED CLIENT WHEELCHAIR TRASNPORTED PRIVATE VEHICLE
SYMPTOM_TEXT 1936325 <> and
SYMPTOM_TEXT 1938566 she were setting in 7pm h <> at She Fever 7 hours
SYMPTOM_TEXT 1936589 got that go <> had was if went wanted
SYMPTOM_TEXT 1889881 IS 59267-1000-01 <>
SYMPTOM_TEXT 1936243 PEDS single use then <> pediatric single-use
SYMPTOM_TEXT 1936215 single use then <> single-use
SYMPTOM_TEXT 1936452 He waned <> wanted
SYMPTOM_TEXT 1937037 cause twist causes <> caused twisted
SYMPTOM_TEXT 1936745 a <> was
SYMPTOM_TEXT 1937861 following <> and
SYMPTOM_TEXT 1937866 effector <> Effexor
SYMPTOM_TEXT 1936542 and <>
symptom_entries 1822811 _|_Chalazion_|_ <>
symptom_entries 1317378 <> _|_Agitation_|_Asthenia_|_Bedridden_|_Cachexia_|_Cognitive disorder_|_Confusional state_|_Dyspnoea_|_Hallucination_|_Incontinence_|_Livedo reticularis_|_Loss of personal independence in daily activities_|_Mobility decreased_|_Patient uncooperative_|_Respiratory rate decreased_|_Restlessness_|_Skin wound_|_Unresponsive to stimuli_|_
symptom_entries 1905357 _|_Eczema_|_ <> _|_Skin burning sensation_|_
8 columns altered
3151 modified reports on 2021-12-17
Writing ... vaers_changes/2021-12-17_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 20, 'symptom_entries': 3, 'DIED': 1, 'HISTORY': 1, 'OTHER_MEDS': 1, 'LAB_DATA': 1, 'VAX_LOT': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
1108 delayed/late/gapfill
162 deleted
0 restored
4 cell edits trivial not printed
28 cell edits significant
0 cells emptied entirely
20 writeups changed
All time
523891 delayed/late/gapfill
3288 deleted
1 restored
847034 cell edits trivial not printed
2537 cell edits significant
51 cells emptied entirely
551 writeups changed
17780 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 1958226, 1958227, 1958228, 1958229, 1958230, 1958231, 1958232, 1958234]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-12-24
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-12-24_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1978946
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1978920
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1978946
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1978920
3285 exact duplicates dropped in concatenated files, now 1294674 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1978946
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1978920
133444 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1057631 reports to work with (unique VAERS_IDs)
57402 dropped in df_data due to no covid VAX_TYPE involved in the report
70652 dropped in df_vax due to no covid VAX_TYPE involved in the report
70712 dropped in df_syms due to no covid VAX_TYPE involved in the report
1000229 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
26569 SYMPTOM_TEXT field repeat sentences deduped in 4193 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1036631 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1036631 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-12-24_VAERS_CONSOLIDATED.csv
Consolidation of 2021-12-24 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1000229 rows in df_vax_flat
Merging DATA into VAX flattened
1000229 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-12-24_VAERS_FLATTENED.csv
1000229 rows in vaers_flattened/2021-12-24_VAERS_FLATTENED.csv
Flattening of 2021-12-24 done
Using flat 2021-12-17 already in memory, 983758 rows
Using flat 2021-12-24 already in memory, 1000229 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-12-17 already in memory
Comparing
2021-12-17 v. 2021-12-24
1000229 this drop total covid
983758 previous total covid
129807 identical set aside
870422 this drop to work with
853951 previous to work with
16471 difference
15294 new in 2021-12-24
1266 delayed this week
89 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 68272 cells of trivial non-letter differences ignored
ALLERGIES 1522821 NONE <> NKA
CUR_ILL 19319 cells of trivial non-letter differences ignored
CUR_ILL 1522821 NONE <> []
DATEDIED 1 cell of trivial non-letter differences ignored
DIED 1955426 [] <> Y
ER_ED_VISIT 1522821 [] <> Y
HISTORY 99861 cells of trivial non-letter differences ignored
HISTORY 1522821 NONE <> []
HOSPDAYS 1522821 1.0 <> []
HOSPITAL 1522821 Y <> []
LAB_DATA 69700 cells of trivial non-letter differences ignored
LAB_DATA 1522821 ALL TESTS WERE AT HOSPITAL <> []
L_THREAT 1522821 Y <> []
OFC_VISIT 1522821 [] <> Y
OTHER_MEDS 135886 cells of trivial non-letter differences ignored
OTHER_MEDS 1395549 [] <> "N/A"
OTHER_MEDS 1522821 NONE <> Amlodipine/Benazepril 10/40mg, Atorvastatin 10mg, Metoprolol Succ ER 100mg,
OTHER_MEDS 1943541 Irish <> Tak
PRIOR_VAX 12531 cells of trivial non-letter differences ignored
RECOVD 1522821 Y <> N
RECVDATE 1 cell of trivial non-letter differences ignored
SPLTTYPE 122977 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 802029 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1258559 APAP <> Acetaminophen
SYMPTOM_TEXT 1262642 Patient is a Spanish speaker per interpreter <>
SYMPTOM_TEXT 1522821 3/22 WITHIN 1 HOUR 101 FEVER NEXT DAY TOTAL EXHAUSTION COULD BARELY WALK LOSS OF APPETITE SEVERE INSOMNIA OUT WORK 4/06 TO HOSPITAL WITH POSSIBLE <> Per patient About an hour after the vaccination he started to experience a fever of 101degrees An elevated temperature 99 degrees persisted afterwards He reached out his primary physician on 3/23/21 or 3/24/21 experienced exhaustion loss appetite insomnia about 10 days which this day has not fully resolved along with sensation pins/needles On 4/6/21 ER chest pain thought experiencing but diagnosed severe anxiety stress blood pressure
TODAYS_DATE 1 cell of trivial non-letter differences ignored
4 VAX_DOSE_SERIES 1|2 <> 2|1 [1036170, 1749322, 1853993, 1942274]
VAX_LOT 328 cells of trivial non-letter differences ignored
VAX_LOT 1036170 011J20A||042L20A <> 042L20A|011J20A
VAX_LOT 1942274 MRNA|BNT162B2(P||BNT162B2(PF 3 <> BNT162B2(PF 3|MRNA,BNT162B2(P
VAX_LOT 1749322 Eh989plp||ECO192 <> ECO192|Eh989plp
VAX_LOT 1522821 045A211A <> 045A21A
VAX_MANU 5 cells of trivial non-letter differences ignored
VAX_NAME 30 cells of trivial non-letter differences ignored
VAX_ROUTE 1522821 [] <> IM
symptom_entries 1199 cells of trivial non-letter differences ignored
symptom_entries 1475907 _|_Hallucinations| mixed_|_Hallucination| visual_|_ <> _|_Hallucination, visual_|_Hallucinations, mixed_|_
symptom_entries 1522821 _|_Arthritis_|_Gait disturbance_|_Impaired work ability_|_Laboratory test_|_ <> _|_Anxiety_|_Blood pressure increased_|_Chest pain_|_Inflammation_|_Joint swelling_|_Paraesthesia_|_Stress_|_
symptom_entries 1809798 _|_Pain in extremity_|_ <>
24 columns altered
857149 modified reports on 2021-12-24
Writing ... vaers_changes/2021-12-24_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'VAX_DOSE_SERIES': 4, 'VAX_LOT': 4, 'SYMPTOM_TEXT': 3, 'OTHER_MEDS': 3, 'symptom_entries': 3, 'ER_ED_VISIT': 1, 'HOSPITAL': 1, 'RECOVD': 1, 'OFC_VISIT': 1, 'ALLERGIES': 1, 'CUR_ILL': 1, 'HOSPDAYS': 1, 'DIED': 1, 'VAX_ROUTE': 1, 'L_THREAT': 1, 'HISTORY': 1, 'LAB_DATA': 1, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'SEX': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
1266 delayed/late/gapfill
89 deleted
0 restored
1332140 cell edits trivial not printed
29 cell edits significant
6 cells emptied entirely
3 writeups changed
All time
525157 delayed/late/gapfill
3377 deleted
1 restored
2179174 cell edits trivial not printed
2566 cell edits significant
57 cells emptied entirely
554 writeups changed
21116 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 1978921, 1978922, 1978923, 1978924, 1978925, 1978926, 1978927, 1978928]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2021-12-31
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2021-12-31_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 1995616
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 1995468
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 1995616
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 1995468
3313 exact duplicates dropped in concatenated files, now 1313089 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 1995616
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 1995468
133444 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1074970 reports to work with (unique VAERS_IDs)
57969 dropped in df_data due to no covid VAX_TYPE involved in the report
71351 dropped in df_vax due to no covid VAX_TYPE involved in the report
71442 dropped in df_syms due to no covid VAX_TYPE involved in the report
1017001 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
27301 SYMPTOM_TEXT field repeat sentences deduped in 4418 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1054347 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1054347 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2021-12-31_VAERS_CONSOLIDATED.csv
Consolidation of 2021-12-31 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1017001 rows in df_vax_flat
Merging DATA into VAX flattened
1017001 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2021-12-31_VAERS_FLATTENED.csv
1017001 rows in vaers_flattened/2021-12-31_VAERS_FLATTENED.csv
Flattening of 2021-12-31 done
Using flat 2021-12-24 already in memory, 1000229 rows
Using flat 2021-12-31 already in memory, 1017001 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-12-24 already in memory
Comparing
2021-12-24 v. 2021-12-31
1017001 this drop total covid
1000229 previous total covid
1000079 identical set aside
16922 this drop to work with
150 previous to work with
16772 difference
16424 new in 2021-12-31
437 delayed this week
89 deleted this week kept
0 restored this week
Column value changes
DATEDIED 2 cells of trivial non-letter differences ignored
2 DIED [] <> Y [979716, 1112579]
HISTORY 1965476 Novavax trials EudraCT number which is 2020-004123-16 <>
HISTORY 1973109 Study details Long Covid study CLoCK UCL <>
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1061063 apple watch's <> smartwatch's
OTHER_MEDS 1964162 [] <> MEPOLIZUMAB
SYMPTOM_TEXT 1965991 MINISAL02 <>
SYMPTOM_TEXT 1964370 PEI <> regulatory authority
SYMPTOM_TEXT 1972416 PEI Webportal <>
SYMPTOM_TEXT 1969403 MHRA <>
SYMPTOM_TEXT 1964546 AEMPS <>
SYMPTOM_TEXT 1965502 MHRA <>
SYMPTOM_TEXT 1964754 AFSSAPS <>
SYMPTOM_TEXT 1944856 TGA <>
SYMPTOM_TEXT 1964162 MAH <>
SYMPTOM_TEXT 1966207 English Netherlands Pharmacovigilance Centre Lareb <> agency
SYMPTOM_TEXT 1960982 INFARMED <>
SYMPTOM_TEXT 1964684 AFSSAPS <>
SYMPTOM_TEXT 1966195 MALMED <>
SYMPTOM_TEXT 1965627 United Kingdom MHRA <> regulatory authority
SYMPTOM_TEXT 1965177 MHRA <>
SYMPTOM_TEXT 1970209 LRB <>
SYMPTOM_TEXT 1969511 MHRA <>
SYMPTOM_TEXT 1964588 FIMEA <>
SYMPTOM_TEXT 1969705 reported in SD.1273 SD <> reported.1273
SYMPTOM_TEXT 1968975 PEI <>
SYMPTOM_TEXT 1972843 MHRA <>
SYMPTOM_TEXT 1965741 United Kingdom MHRA <> regulatory authority
SYMPTOM_TEXT 1972303 DCGMA PEI <> RA
SYMPTOM_TEXT 1964901 AFSSAPS <>
SYMPTOM_TEXT 1970309 Feber <>
SYMPTOM_TEXT 1973866 MPA <>
SYMPTOM_TEXT 1969421 United Kingdom's Medicines and Healthcare products Agency UK-MHRA MHRA <> regulatory authority
SYMPTOM_TEXT 1972605 European Medicines Agency EMA EudraVigilance-WEB AFSSAPS <> regulatory authority-WEB
SYMPTOM_TEXT 1965756 European Medicines Agency <> UE regulatory authority
SYMPTOM_TEXT 1964940 AFSSAPS <>
SYMPTOM_TEXT 1972989 United Kingdom's Medicines and Healthcare products Agency UK-MHRA MHRA <> regulatory authority
SYMPTOM_TEXT 1972412 WEB PEI <> regulatory authority-WEB
SYMPTOM_TEXT 1968515 061945 <>
SYMPTOM_TEXT 1965476 MHRA Novavax EudraCT which 2020-004123-16 Study details <>
SYMPTOM_TEXT 1973273 MHRA <>
SYMPTOM_TEXT 1969412 MHRA <>
SYMPTOM_TEXT 1061063 apple watch <> smartwatch
SYMPTOM_TEXT 1972693 MHRA <>
SYMPTOM_TEXT 1966079 MINISAL02 Local Center Pharmacovigilance Regional <> agency Agency
SYMPTOM_TEXT 1972403 PEI <>
SYMPTOM_TEXT 1968800 PEI <>
SYMPTOM_TEXT 1970125 PMDA <>
SYMPTOM_TEXT 1969121 PEI <> regulatory authority
SYMPTOM_TEXT 1968723 European PEI <> regulatory authority
SYMPTOM_TEXT 1972192 FAMHP <>
SYMPTOM_TEXT 1965045 HPRA <>
SYMPTOM_TEXT 1969368 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1970055 MINISAL02 <>
SYMPTOM_TEXT 1965038 MHRA <>
SYMPTOM_TEXT 1970154 PMDA Ann Neurol 2021 etc <>
SYMPTOM_TEXT 1965907 UK-MHRA <>
SYMPTOM_TEXT 1969298 AFSSAPS <>
SYMPTOM_TEXT 1940814 MHRA <>
SYMPTOM_TEXT 1970070 MINISAL02 <>
SYMPTOM_TEXT 1973820 INFARMED <>
SYMPTOM_TEXT 1965297 United Kingdom's Medicines and Healthcare products Agency UK-MHRA MHRA <> regulatory authority
SYMPTOM_TEXT 1969224 DKMA <>
SYMPTOM_TEXT 1973109 United Kingdom's Medicines and Healthcare products Agency UK-MHRA MHRA Study details Long Covid study CLoCK UCL <> regulatory authority
SYMPTOM_TEXT 1965993 MINISAL02 of PV RLFV <>
VAX_DOSE_SERIES 1964162 UNK|UNK <> UNK
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_MANU 1964162 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_NAME 1964162 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_ROUTE 1964162 OT|OT <> OT
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_TYPE 1964162 COVID19|UNK <> COVID19
13 columns altered
3437 modified reports on 2021-12-31
Writing ... vaers_changes/2021-12-31_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 59, 'DIED': 2, 'HISTORY': 2, 'VAX_TYPE': 1, 'VAX_MANU': 1, 'VAX_DOSE_SERIES': 1, 'VAX_NAME': 1, 'VAX_ROUTE': 1, 'OTHER_MEDS': 1, 'LAB_DATA': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0, 'VAX_LOT': 0, 'symptom_entries': 0}
This week
437 delayed/late/gapfill
89 deleted
0 restored
5 cell edits trivial not printed
70 cell edits significant
0 cells emptied entirely
59 writeups changed
All time
525594 delayed/late/gapfill
3466 deleted
1 restored
2179179 cell edits trivial not printed
2636 cell edits significant
57 cells emptied entirely
613 writeups changed
20354 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 1995539, 1995540, 1995541, 1995542, 1995543, 1995544, 1995545, 1995546]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-01-07
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-01-07_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2013757
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2013772
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2013708
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2013757
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2013772
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2013708
3338 exact duplicates dropped in concatenated files, now 1332026 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2013757
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2013772
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2013708
133444 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1092631 reports to work with (unique VAERS_IDs)
58637 dropped in df_data due to no covid VAX_TYPE involved in the report
72176 dropped in df_vax due to no covid VAX_TYPE involved in the report
72296 dropped in df_syms due to no covid VAX_TYPE involved in the report
1033994 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
24288 SYMPTOM_TEXT field repeat sentences deduped in 3761 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1072459 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1072459 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-01-07_VAERS_CONSOLIDATED.csv
Consolidation of 2022-01-07 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1033994 rows in df_vax_flat
Merging DATA into VAX flattened
1033994 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-01-07_VAERS_FLATTENED.csv
1033994 rows in vaers_flattened/2022-01-07_VAERS_FLATTENED.csv
Flattening of 2022-01-07 done
Using flat 2021-12-31 already in memory, 1017001 rows
Using flat 2022-01-07 already in memory, 1033994 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2021-12-31 already in memory
Comparing
2021-12-31 v. 2022-01-07
1033994 this drop total covid
1017001 previous total covid
132743 identical set aside
901251 this drop to work with
884258 previous to work with
16993 difference
14554 new in 2022-01-07
2650 delayed this week
211 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 69381 cells of trivial non-letter differences ignored
ALLERGIES 1984888 Arethromiacin <> Erythromycin
ALLERGIES 1052317 Chinese broccoli <>
CUR_ILL 19830 cells of trivial non-letter differences ignored
HISTORY 102310 cells of trivial non-letter differences ignored
HISTORY 908248 SIREN Covidaty <>
LAB_DATA 71946 cells of trivial non-letter differences ignored
OTHER_MEDS 137925 cells of trivial non-letter differences ignored
OTHER_MEDS 1395549 "N/A" <> []
OTHER_MEDS 1975106 Vit D <> Vitamin D
OTHER_MEDS 1932467 started on <>
OTHER_MEDS 1975064 Amban <> Ambien
PRIOR_VAX 12903 cells of trivial non-letter differences ignored
PRIOR_VAX 1971989 Pfzier 2 dose <> Pfzier 2nd dose
PRIOR_VAX 1943832 off Guillian Barre <> Guillian-Barre
SPLTTYPE 129494 cells of trivial non-letter differences ignored
13 SPLTTYPE [] <> vsafe [1818695, 1932458, 1932467, 1943832, 1967979, 1971515, 1971989, 1974847, 1975064, 1975106, 1975251, 1984700, 1984888]
STATE 1417586 [] <> FR
STATE 1959157 ID <> IN
SYMPTOM_TEXT 831242 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1975106 R Angia-Edema <> right experienced Angioedema
SYMPTOM_TEXT 1982144 WAS COULD'NT RAIDIATED YOUR <> WERE COULDN'T RADIATED
SYMPTOM_TEXT 1440738 <> Acyclovir
SYMPTOM_TEXT 1989794 Germany <>
SYMPTOM_TEXT 1967979 <> and flu-like symptoms congestion sickness often
SYMPTOM_TEXT 1991005 VigicoVid19-Tab <> Health Authority
SYMPTOM_TEXT 1975064 has running congestive <> had runny congestion
SYMPTOM_TEXT 1971989 gentle <> genitale
SYMPTOM_TEXT 1066160 I am due 8/25/21 <>
SYMPTOM_TEXT 1916905 children's <>
SYMPTOM_TEXT 908248 Medicines Agency MA Authority-WEB SIREN Covidaty <> Authority
SYMPTOM_TEXT 1982176 am specialist <> was specialize
SYMPTOM_TEXT 1994532 RSI <> RA
SYMPTOM_TEXT 1987451 was give d <> given and
SYMPTOM_TEXT 1989645 from lot were 18Nov2021 1 following was CARDIOMYOPATHY 28Nov2021 described as Myocarditis PAIN non-serious DYSPNOEA Dyspnoea are lot/batch is <> the 1st batch/lot Nov 18 2021 had dyspnea 28 Information
SYMPTOM_TEXT 1987960 Fosun No medical or travel On finishing <> medical/travel
SYMPTOM_TEXT 1987919 at with unspecified dosing frequency anti-histamine BNT162B2 COMIRNATY is under agreement BioNTech SE <> single antihistamine
SYMPTOM_TEXT 1989592 is by 28-DEC-2021 40 year old an unknown indication No were reported covid-19 <> via the Dec 28 40-year-old immunization
SYMPTOM_TEXT 1989632 by 28-DEC-2021 35 year old were No or batch number was in series 1 total 12-MAY-2021 an indication 10-OCT-2021 Dose <> via Dec 28 2021 35-year-old 1st batch/lot date May 12 single immunization Oct 10
SYMPTOM_TEXT 1980467 MedSafe <>
4 VAX_DOSE_SERIES 2|1 <> 1|2 [1036170, 1749322, 1853993, 1942274]
VAX_LOT 338 cells of trivial non-letter differences ignored
VAX_LOT 1036170 042L20A|011J20A <> 011J20A||042L20A
VAX_LOT 1904215 33038TD11|rx 0796309-11 <> 330308D|ZG474
VAX_LOT 1749322 ECO192|Eh989plp <> Eh989plp||ECO192
VAX_LOT 1942274 BNT162B2(PF 3|MRNA,BNT162B2(P <> MRNA|BNT162B2(P||BNT162B2(PF 3
VAX_MANU 5 cells of trivial non-letter differences ignored
VAX_NAME 30 cells of trivial non-letter differences ignored
VAX_ROUTE 1989632 OT <> IM
VAX_ROUTE 1904215 IM| <> IM|IM
symptom_entries 1262 cells of trivial non-letter differences ignored
symptom_entries 1475907 _|_Hallucination, visual_|_Hallucinations, mixed_|_ <> _|_Hallucinations| mixed_|_Hallucination| visual_|_
15 columns altered
887512 modified reports on 2022-01-07
Writing ... vaers_changes/2022-01-07_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 23, 'SPLTTYPE': 15, 'OTHER_MEDS': 6, 'VAX_DOSE_SERIES': 4, 'ALLERGIES': 4, 'VAX_LOT': 4, 'HISTORY': 3, 'PRIOR_VAX': 2, 'VAX_ROUTE': 2, 'STATE': 2, 'symptom_entries': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
2650 delayed/late/gapfill
211 deleted
0 restored
1376666 cell edits trivial not printed
66 cell edits significant
1 cells emptied entirely
23 writeups changed
All time
528244 delayed/late/gapfill
3677 deleted
1 restored
3555845 cell edits trivial not printed
2702 cell edits significant
58 cells emptied entirely
636 writeups changed
20630 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2013764, 2013765, 2013766, 2013767, 2013768, 2013769, 2013770, 2013771]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-01-14
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-01-14_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2034851
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2035113
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2034829
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2034851
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2035113
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2034829
3378 exact duplicates dropped in concatenated files, now 1354151 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2034851
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2035113
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2034829
133444 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1113355 reports to work with (unique VAERS_IDs)
59525 dropped in df_data due to no covid VAX_TYPE involved in the report
73253 dropped in df_vax due to no covid VAX_TYPE involved in the report
73361 dropped in df_syms due to no covid VAX_TYPE involved in the report
1053830 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
29775 SYMPTOM_TEXT field repeat sentences deduped in 4723 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1093507 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1093507 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-01-14_VAERS_CONSOLIDATED.csv
Consolidation of 2022-01-14 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1053830 rows in df_vax_flat
Merging DATA into VAX flattened
1053830 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-01-14_VAERS_FLATTENED.csv
1053830 rows in vaers_flattened/2022-01-14_VAERS_FLATTENED.csv
Flattening of 2022-01-14 done
Using flat 2022-01-07 already in memory, 1033994 rows
Using flat 2022-01-14 already in memory, 1053830 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-01-07 already in memory
Comparing
2022-01-07 v. 2022-01-14
1053830 this drop total covid
1033994 previous total covid
1033619 identical set aside
20211 this drop to work with
375 previous to work with
19836 difference
20087 new in 2022-01-14
36 delayed this week
287 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 2010854 Nobe <> None
ALLERGIES 1386036 mold <> []
CAGE_YR 1386036 62.0 <> []
CUR_ILL 1 cell of trivial non-letter differences ignored
CUR_ILL 2011018 N/a <> []
CUR_ILL 1386036 none <> []
HISTORY 2 cells of trivial non-letter differences ignored
HISTORY 1984734 CONTROLLED <> Controled
HISTORY 2004699 Ons COVID <>
HISTORY 2003925 le Bras gauche intramusculaire <> intramuscular
HISTORY 2010826 and chronic homelessness <>
HISTORY 1386036 none <> Medical History/Concurrent Conditions: Allergy to wool; Latex allergy; Penicillin allergy; Sensitive skin
LAB_DATA 1386036 [] <> Test Date: 20210415; Test Name: Nasal Swab; Test Result: Negative
LAB_DATA 2010383 Rapid the <> Positive rapid results
OFC_VISIT 1386036 [] <> Y
OTHER_MEDS 1 cell of trivial non-letter differences ignored
OTHER_MEDS 2003939 [] <> JASMINELLE
OTHER_MEDS 2003917 [] <> TRAMADOL ARROW
PRIOR_VAX 1 cell of trivial non-letter differences ignored
RECVDATE 1 cell of trivial non-letter differences ignored
SPLTTYPE 1386036 [] <> USPFIZER INC202100929128
15 SPLTTYPE [] <> vsafe [1785136, 1793967, 1795546, 1797901, 1801501, 1801995, 1804632, 1804876, 1814857, 1814919, 1975088, 2005477, 2006413, 2010104, 2010383]
SYMPTOM_TEXT 3 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2010383 fill tues Rapid Wed the <> feel results
SYMPTOM_TEXT 2003939 AFSSAPS <>
SYMPTOM_TEXT 2010916 COVAES <> REGULATORY AUTHORITY
SYMPTOM_TEXT 2011454 UK-MHRA MHRA <>
SYMPTOM_TEXT 2003618 PEI <>
SYMPTOM_TEXT 2010967 EVHUMAN <>
SYMPTOM_TEXT 2007556 AFSSAPS <>
SYMPTOM_TEXT 2003753 AEMPS <>
SYMPTOM_TEXT 2003607 PEI <>
SYMPTOM_TEXT 1984734 VACCINATION AND <> vaccine
SYMPTOM_TEXT 2003917 AFSSAPS <>
SYMPTOM_TEXT 2009509 UK-MHRA MHRA <>
SYMPTOM_TEXT 2004699 MHRA <>
SYMPTOM_TEXT 2007548 AFSSAPS <>
SYMPTOM_TEXT 2003834 FIMEA <>
SYMPTOM_TEXT 2006992 FAMHP <>
SYMPTOM_TEXT 1963163 AND <>
SYMPTOM_TEXT 2006981 FAMHP <>
SYMPTOM_TEXT 2008266 Agency MHRA <> regulatory
SYMPTOM_TEXT 2004378 MHRA <>
SYMPTOM_TEXT 2003391 PEI <>
SYMPTOM_TEXT 2010830 clean up <> clean-up and
SYMPTOM_TEXT 2011264 D8110C00003 COVID-19 VACCINES INTERNATIONAL PREGNANCY EXPOSURE REGISTRY C-VIPER MHRA Vaccines International Pregnancy Exposure Registry <>
SYMPTOM_TEXT 2007310 PEI <>
SYMPTOM_TEXT 2007861 UK-MHRA MHRA <>
SYMPTOM_TEXT 2003193 CZSUKL <>
SYMPTOM_TEXT 2003925 AFSSAPS <>
SYMPTOM_TEXT 2007865 MHRA <>
SYMPTOM_TEXT 2003032 FAMHP <>
SYMPTOM_TEXT 2004525 MHRA <>
SYMPTOM_TEXT 1943399 VACCINATION <> the vaccine I
SYMPTOM_TEXT 2011257 <> of
SYMPTOM_TEXT 2003968 AFSSAPS <>
SYMPTOM_TEXT 2003782 AEMPS <>
SYMPTOM_TEXT 2003779 AEMPS <>
SYMPTOM_TEXT 2009617 for the following literature source(s Reactivation of IgA vasculitis COVID-19 vaccination BMJ Case Reports 2021 14(11 e247188 doi:10.1136/bcr-2021-247188 <>
SYMPTOM_TEXT 1386036 Two things FIRST Immediate redness and itchyness and swelling at the injection site This did go away SECOND the person who administered it was not careful and seemed to hit a nerve The range of motion limitation is not going away even though it has been 8 weeks <> extreme pain on injection itchiness redness loss of motion in are instantly extreme shortness of breath coughing swelling This is a spontaneous report from a contactable consumer patient A 62-years-old non-pregnant female patient received BNT162B2 PFIZER-BIONTECH COVID-19 VACCINE Formulation solution for injection Batch/Lot Number EN6402 Expiration date was not reported via an unspecified route of administration administered in Arm Left on 17Mar2021 10:30 as dose 1 single for COVID-19 immunization 62 year when vaccinated Medical history included drug hypersensitivity Penicillin allergy from an unknown date and unknown if ongoing sensitive skin from an unknown date and unknown if ongoing rubber sensitivity from an unknown date allergy to animal from an unknown date Concomitant medication(s included levothyroxine sodium SYNTHROID taken for an unspecified indication from an unknown start date Patient did not receive vaccine in four weeks On 17Mar2021 10:30 the patient experienced extreme pain on injection itchiness redness swelling loss of motion in are instantly Over first 4 weeks extreme shortness of breath coughing now As of today 21Jul2021 still have limited motion in are breathing ok but still sporadic coughing throughout the day patinet went to an allergist/immunologist Dr and orthopedic and rehab specialists Nothing helping so far.The patient was treated for the events with Diclofenac sodium 75mg manual physical therapy Patient did not have covid prior vaccination Patient was tested covid-19 post vaccination The patient underwent Sars-CoV-2 test PCR test on 15Apr2021 and results were negative The outcome of the events was reported as not recovering at the time of report
SYMPTOM_TEXT 2007763 Agency UK-MHRA MHRA <> authority
SYMPTOM_TEXT 2011709 MHRA <>
SYMPTOM_TEXT 2007512 AFSSAPS <>
TODAYS_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 2003917 1|UNK <> 1
VAX_DOSE_SERIES 2003939 3|UNK <> 3
VAX_DOSE_SERIES 1386036 UNK <> 1
VAX_LOT 2010783 028K2IA <> 028K21A
VAX_LOT 2003939 1F1012A|Unknown <> 1F1012A
VAX_LOT 2003917 FE8244|Unknown <> FE8244
2 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [2003917, 2003939]
2 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [2003917, 2003939]
2 VAX_ROUTE OT|OT <> OT [2003917, 2003939]
VAX_SITE 2 cells of trivial non-letter differences ignored
VAX_SITE 1386036 [] <> LA
2 VAX_TYPE COVID19|UNK <> COVID19 [2003917, 2003939]
symptom_entries 1857297 _|_Vaccination failure_|_ <>
symptom_entries 1871420 _|_Interchange of vaccine products_|_ <>
symptom_entries 1386036 _|_Immediate post-injection reaction_|_Injection site erythema_|_Injection site pruritus_|_Injection site swelling_|_Joint range of motion decreased_|_ <> _|_Cough_|_Dyspnoea_|_Erythema_|_Hypokinesia_|_Injection site pain_|_Pruritus_|_SARS-CoV-2 test_|_Swelling_|_
20 columns altered
3764 modified reports on 2022-01-14
Writing ... vaers_changes/2022-01-14_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 42, 'SPLTTYPE': 39, 'HISTORY': 6, 'OTHER_MEDS': 5, 'LAB_DATA': 5, 'ALLERGIES': 4, 'CUR_ILL': 4, 'VAX_DOSE_SERIES': 3, 'VAX_LOT': 3, 'symptom_entries': 3, 'VAX_TYPE': 2, 'VAX_MANU': 2, 'VAX_NAME': 2, 'VAX_ROUTE': 2, 'PRIOR_VAX': 1, 'OFC_VISIT': 1, 'CAGE_YR': 1, 'VAX_SITE': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'ER_VISIT': 0, 'DIED': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
36 delayed/late/gapfill
287 deleted
0 restored
12 cell edits trivial not printed
126 cell edits significant
4 cells emptied entirely
42 writeups changed
All time
528280 delayed/late/gapfill
3964 deleted
1 restored
3555857 cell edits trivial not printed
2828 cell edits significant
62 cells emptied entirely
678 writeups changed
20953 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2035061, 2035062, 2035065, 2035073, 2035091, 2035097, 2035106, 2035107]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-01-21
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-01-21_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2046334
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2053864
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2053842
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2046334
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2053864
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2053842
3408 exact duplicates dropped in concatenated files, now 1374532 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2046334
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2053864
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2053842
133444 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1132295 reports to work with (unique VAERS_IDs)
60439 dropped in df_data due to no covid VAX_TYPE involved in the report
74305 dropped in df_vax due to no covid VAX_TYPE involved in the report
74416 dropped in df_syms due to no covid VAX_TYPE involved in the report
1071856 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
32552 SYMPTOM_TEXT field repeat sentences deduped in 4615 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1112836 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1112836 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-01-21_VAERS_CONSOLIDATED.csv
Consolidation of 2022-01-21 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1071856 rows in df_vax_flat
Merging DATA into VAX flattened
1071856 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-01-21_VAERS_FLATTENED.csv
1071856 rows in vaers_flattened/2022-01-21_VAERS_FLATTENED.csv
Flattening of 2022-01-21 done
Using flat 2022-01-14 already in memory, 1053830 rows
Using flat 2022-01-21 already in memory, 1071856 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-01-14 already in memory
Comparing
2022-01-14 v. 2022-01-21
1071856 this drop total covid
1053830 previous total covid
1053520 identical set aside
18336 this drop to work with
310 previous to work with
18026 difference
16591 new in 2022-01-21
1724 delayed this week
289 deleted this week kept
0 restored this week
Column value changes
DIED 1073091 [] <> Y
LAB_DATA 1929632 Eko eko <> Echo echo
LAB_DATA 2023567 Centre at Hong Kong International <>
ONSET_DATE 1 cell of trivial non-letter differences ignored
OTHER_MEDS 1971978 [] <> Zoloft 75 mg 1x day
OTHER_MEDS 1582976 <> Metformin Levothyroxine Labetalol Losrtan Amlodipine Tylenol ASA
SEX 1925426 [] <> F
SPLTTYPE 1018394 [] <> vsafe
SYMPTOM_TEXT 2 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2034888 where her lower-side of the <>
SYMPTOM_TEXT 2032288 is <>
SYMPTOM_TEXT 2032293 <> the
SYMPTOM_TEXT 2032872 topically <> a topical
SYMPTOM_TEXT 2034852 A fib presents <> atrial fibrillation presented stated
SYMPTOM_TEXT 2034458 sofy <>
SYMPTOM_TEXT 2034987 Short <> Shortness
SYMPTOM_TEXT 2034461 believes at work <> believed
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 2032345 3313084 <> 33130BA
symptom_entries 1457390 _|_Blood test_|_Computerised tomogram head_|_ <>
9 columns altered
3984 modified reports on 2022-01-21
Writing ... vaers_changes/2022-01-21_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 10, 'SPLTTYPE': 2, 'OTHER_MEDS': 2, 'LAB_DATA': 2, 'SEX': 1, 'DIED': 1, 'VAX_LOT': 1, 'symptom_entries': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
1724 delayed/late/gapfill
289 deleted
0 restored
4 cell edits trivial not printed
20 cell edits significant
0 cells emptied entirely
10 writeups changed
All time
530004 delayed/late/gapfill
4253 deleted
1 restored
3555861 cell edits trivial not printed
2848 cell edits significant
62 cells emptied entirely
688 writeups changed
20471 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2053846, 2053847, 2053848, 2053849, 2053850, 2053857, 2053858, 2053859]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-01-28
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-01-28_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2065290
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2071608
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2071541
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2065290
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2071608
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2071541
3439 exact duplicates dropped in concatenated files, now 1393021 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2065290
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2071608
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2071541
133443 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1149643 reports to work with (unique VAERS_IDs)
61083 dropped in df_data due to no covid VAX_TYPE involved in the report
75080 dropped in df_vax due to no covid VAX_TYPE involved in the report
75233 dropped in df_syms due to no covid VAX_TYPE involved in the report
1088560 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
26079 SYMPTOM_TEXT field repeat sentences deduped in 3955 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1130551 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1130551 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-01-28_VAERS_CONSOLIDATED.csv
Consolidation of 2022-01-28 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1088560 rows in df_vax_flat
Merging DATA into VAX flattened
1088560 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-01-28_VAERS_FLATTENED.csv
1088560 rows in vaers_flattened/2022-01-28_VAERS_FLATTENED.csv
Flattening of 2022-01-28 done
Using flat 2022-01-21 already in memory, 1071856 rows
Using flat 2022-01-28 already in memory, 1088560 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-01-21 already in memory
Comparing
2022-01-21 v. 2022-01-28
1088560 this drop total covid
1071856 previous total covid
1071418 identical set aside
17142 this drop to work with
438 previous to work with
16704 difference
16836 new in 2022-01-28
195 delayed this week
327 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2042883 57.0 <> 56.0
ALLERGIES 1 cell of trivial non-letter differences ignored
ALLERGIES 2010601 SOFIA <>
ALLERGIES 2010393 SOFIA <>
2 ALLERGIES Sofia <> [] [2005978, 2020797]
ALLERGIES 2039261 keflex Sulphur <> Keflex Sulfa
ALLERGIES 2001998 Sofia <>
CUR_ILL 1 cell of trivial non-letter differences ignored
CUR_ILL 2031993 <> Office visit with Medical Group Infectious Disease
DATEDIED 6 cells of trivial non-letter differences ignored
DATEDIED 1818349 [] <> 10/25/2021
5 DIED [] <> Y [1028511, 1066617, 1127353, 1160467, 1818349]
6 ER_ED_VISIT [] <> Y [959474, 1130044, 1262705, 1428047, 1775140, 1779457]
HISTORY 4 cells of trivial non-letter differences ignored
HISTORY 2039974 S Kairouz <>
HISTORY 2010671 Tillman <>
HISTORY 2032883 Stesin <>
HISTORY 2005713 Daniel <> Ehlers-Danlos
HISTORY 2028195 Ashley <> patient
HISTORY 2039609 RA <> Rheumatoid Arthritis
LAB_DATA 1997878 in Ballard <>
LAB_DATA 2024850 Abby <> Patient
LAB_DATA 2031993 Genthe David Homa <>
LAB_DATA 2014321 French <>
LAB_DATA 2020745 Angela <>
LAB_DATA 2045555 SEE CONTINUATION PAGE <> LEUCOCYTES 10980 G/L NORNAL RANGE 4000 10000 G/L 01/11/2022 MONOCYTES 0|910 G/L NORMAL RANGE 0|200 0|800 G/L 01/11/2022 CRP 10 MG/L NORMAL 5 MG/L 01/11/2022 THYROIDE TSH 5|4 mUI/L NORMAL RANGE 0|35 4|5 mUI/L 01/11/2022 STOOL SAMPLE FECAL CALPROTECTINE 927 G/G 01/11/2022
LAB_DATA 2051050 0 <>
LAB_DATA 2034284 Milton Nuahn <>
LAB_DATA 2025465 Children's <>
L_THREAT 1109321 [] <> Y
9 OFC_VISIT [] <> Y [922756, 958863, 1130044, 1239227, 1259944, 1293827, 1815349, 1841208, 1989099]
OTHER_MEDS 4 cells of trivial non-letter differences ignored
OTHER_MEDS 2031594 <> 20 mg
OTHER_MEDS 2051293 <> Birth Control Pill
OTHER_MEDS 2038469 vit <> Vitamin
OTHER_MEDS 2028382 Sofia <>
OTHER_MEDS 2006203 Spanish <>
OTHER_MEDS 2031210 Hydroxyzine Famotidine and Zyrtec Xolair omalizumah Estarylla and Spirtonolacton <> Started tobreak out in severe hives on head torso extremities and bottom of feet Went to pediatrician started her on prednisone Did not help Took her to allergist labs completed Does not seem to have food or environmental allergies
PRIOR_VAX 1 cell of trivial non-letter differences ignored
PRIOR_VAX 1999518 martha ketelsen <> patient
3 SPLTTYPE [] <> vsafe [2039897, 2039898, 2048118]
STATE 2039291 [] <> NY
SYMPTOM_TEXT 6 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2052210 01/20/22 was <> 01/20/2022
SYMPTOM_TEXT 2051050 <> to an
SYMPTOM_TEXT 2051361 which that <>
SYMPTOM_TEXT 2051098 Henderson <>
SYMPTOM_TEXT 2044256 Ali <>
SYMPTOM_TEXT 2032413 Facebook Reddit <> social media website
SYMPTOM_TEXT 2031993 Sara <> MD Emergency Medicine at 1/5/2022 10:550AM Cosigned by 10:50 AM ordered signed Expand All Collapse 01/04/2022 Supervising Physician Dr
SYMPTOM_TEXT 2036175 MAYO <>
SYMPTOM_TEXT 2024866 Virginia Jay Donohue <> Patient
SYMPTOM_TEXT 2028016 West MI <>
SYMPTOM_TEXT 2039261 antibiotic <> antibiotics It
SYMPTOM_TEXT 2031482 Children's <>
SYMPTOM_TEXT 2052207 that because relieve feels <> due relief contact felt
SYMPTOM_TEXT 2051519 HOLLY <> EMPLOYEE
SYMPTOM_TEXT 2014321 therapy.Timothy J Sluiter <> therapy.Patient
SYMPTOM_TEXT 2051517 doses <> dose
SYMPTOM_TEXT 2035819 Patrick <> Patient
SYMPTOM_TEXT 2025749 Berg <>
SYMPTOM_TEXT 1999320 Love your Heart <>
SYMPTOM_TEXT 1998965 Mary <> Patient
SYMPTOM_TEXT 2051336 received Sinovac 2 doses She <>
SYMPTOM_TEXT 2032866 Tina Pekin <>
SYMPTOM_TEXT 2020419 half Japanese and white Asian She <>
SYMPTOM_TEXT 2031210 children's <>
SYMPTOM_TEXT 2014945 JOE <> PATIENT
SYMPTOM_TEXT 2024559 Virginia <>
SYMPTOM_TEXT 2053372 dyspnea/dyspnoea <> dyspnea/dyspnea
SYMPTOM_TEXT 2039437 Visaya <>
VAX_DOSE_SERIES 2052291 2 <> 3
5 VAX_DOSE_SERIES UNK <> 1 [1869898, 2039405, 2047717, 2050626, 2050930]
VAX_DOSE_SERIES 2047803 UNK <> 2
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 2052291 EL3246 <> FJ1614
VAX_LOT 2051270 FL007 <> FL0007
VAX_MANU 2047984 Janssen <> Moderna
VAX_MANU 2051298 Pfizer-BionT <> Moderna
VAX_NAME 2047984 C19 Janssen <> C19 Moderna
VAX_NAME 2051298 C19 Pfizer-BionT <> C19 Moderna
VAX_ROUTE 2052291 [] <> IM
symptom_entries 1501363 _|_Electrocardiogram abnormal_|_Pericarditis_|_ <>
21 columns altered
4363 modified reports on 2022-01-28
Writing ... vaers_changes/2022-01-28_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 30, 'OTHER_MEDS': 16, 'ALLERGIES': 15, 'HISTORY': 15, 'LAB_DATA': 10, 'OFC_VISIT': 9, 'VAX_DOSE_SERIES': 7, 'ER_ED_VISIT': 6, 'SPLTTYPE': 5, 'DIED': 5, 'VAX_LOT': 3, 'VAX_MANU': 2, 'VAX_NAME': 2, 'CUR_ILL': 2, 'PRIOR_VAX': 1, 'VAX_ROUTE': 1, 'L_THREAT': 1, 'AGE_YRS': 1, 'DATEDIED': 1, 'STATE': 1, 'symptom_entries': 1, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0}
This week
195 delayed/late/gapfill
327 deleted
0 restored
24 cell edits trivial not printed
134 cell edits significant
2 cells emptied entirely
30 writeups changed
All time
530199 delayed/late/gapfill
4580 deleted
1 restored
3555885 cell edits trivial not printed
2982 cell edits significant
64 cells emptied entirely
718 writeups changed
20516 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2071549, 2071550, 2071551, 2071575, 2071577, 2071600, 2071602, 2071606]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-02-04
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-02-04_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2078854
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2087824
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2087477
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2078854
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2087824
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2087477
3457 exact duplicates dropped in concatenated files, now 1410141 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2078854
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2087824
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2087477
133439 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1165585 reports to work with (unique VAERS_IDs)
61692 dropped in df_data due to no covid VAX_TYPE involved in the report
75831 dropped in df_vax due to no covid VAX_TYPE involved in the report
76004 dropped in df_syms due to no covid VAX_TYPE involved in the report
1103893 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
21038 SYMPTOM_TEXT field repeat sentences deduped in 3346 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1146927 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1146927 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-02-04_VAERS_CONSOLIDATED.csv
Consolidation of 2022-02-04 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1103893 rows in df_vax_flat
Merging DATA into VAX flattened
1103893 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-02-04_VAERS_FLATTENED.csv
1103893 rows in vaers_flattened/2022-02-04_VAERS_FLATTENED.csv
Flattening of 2022-02-04 done
Using flat 2022-01-28 already in memory, 1088560 rows
Using flat 2022-02-04 already in memory, 1103893 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-01-28 already in memory
Comparing
2022-01-28 v. 2022-02-04
1103893 this drop total covid
1088560 previous total covid
140814 identical set aside
963079 this drop to work with
947746 previous to work with
15333 difference
15083 new in 2022-02-04
412 delayed this week
163 deleted this week kept
1 restored this week 1820397
Column value changes
ALLERGIES 71950 cells of trivial non-letter differences ignored
ALLERGIES 2031955 bat rum <> Bats Rum
CAGE_YR 2066173 [] <> 30.0
CUR_ILL 20878 cells of trivial non-letter differences ignored
HISTORY 108400 cells of trivial non-letter differences ignored
LAB_DATA 77072 cells of trivial non-letter differences ignored
LAB_DATA 1422068 SAMMC <>
LAB_DATA 1221434 D-DIMER|QUANTITATIVE Julia L Franzosa <> D-DIMER,QUANTITATIVE
LAB_DATA 1311678 28 29 30 30-31 32 33 34 35 36 37 40 PHS 38 39 <>
LAB_DATA 1970002 Yamaguchi <>
LAB_DATA 1505436 eGFR-Black eGFR-Non Black pH|U Ketones|QI(U Mayo St Mary's eGFR Egfr Non-Black POCT|B A|B/SARS <> lab pH,U Ketones,QI(U POCT,B A,B/SARS
OTHER_MEDS 142601 cells of trivial non-letter differences ignored
OTHER_MEDS 1395549 [] <> "N/A"
OTHER_MEDS 2035295 wanted <> I want
OTHER_MEDS 2032471 <> Vitamin
PRIOR_VAX 13671 cells of trivial non-letter differences ignored
SPLTTYPE 141718 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 892421 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1913059 SC DHEC Mayo <> agency facility
SYMPTOM_TEXT 2031775 Consumption <> is my Conception for pregnancy
SYMPTOM_TEXT 1926094 PEI Webportal unknown|single <> unknown,single RA
SYMPTOM_TEXT 1910779 English <> Translated
SYMPTOM_TEXT 1933724 SAM <>
SYMPTOM_TEXT 2031993 5|044 Attestation <> 5,044
SYMPTOM_TEXT 2035295 Niv2021 14Jan2022 <> I had Nov2021 the on14Jan2022
SYMPTOM_TEXT 2031793 exp <> experiencing
SYMPTOM_TEXT 2069424 FAMHP <>
SYMPTOM_TEXT 1333292 Remdesivir|convalescent CoV-2|RNA French <> Remdesivir,convalescent CoV-2,RNA
SYMPTOM_TEXT 2061272 McPherson <>
SYMPTOM_TEXT 1920049 BASGAGES English <>
SYMPTOM_TEXT 1906793 SAM <>
SYMPTOM_TEXT 1917936 SAM <>
SYMPTOM_TEXT 1933726 SAM <>
SYMPTOM_TEXT 1933729 SAM <>
4 VAX_DOSE_SERIES 1|2 <> 2|1 [1036170, 1749322, 1853993, 1942274]
VAX_DOSE_SERIES 2032186 UNK <> 1
VAX_LOT 359 cells of trivial non-letter differences ignored
VAX_LOT 1036170 011J20A||042L20A <> 042L20A|011J20A
VAX_LOT 1942274 MRNA|BNT162B2(P||BNT162B2(PF 3 <> BNT162B2(PF 3|MRNA,BNT162B2(P
VAX_LOT 1749322 Eh989plp||ECO192 <> ECO192|Eh989plp
VAX_MANU 5 cells of trivial non-letter differences ignored
VAX_NAME 33 cells of trivial non-letter differences ignored
symptom_entries 1375 cells of trivial non-letter differences ignored
symptom_entries 1475907 _|_Hallucinations| mixed_|_Hallucination| visual_|_ <> _|_Hallucination, visual_|_Hallucinations, mixed_|_
symptom_entries 2069350 <> _|_Alopecia_|_Bladder disorder_|_Pain in extremity_|_Vision blurred_|_
14 columns altered
952161 modified reports on 2022-02-04
Writing ... vaers_changes/2022-02-04_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 16, 'VAX_DOSE_SERIES': 5, 'OTHER_MEDS': 5, 'LAB_DATA': 5, 'VAX_LOT': 4, 'ALLERGIES': 3, 'symptom_entries': 2, 'CAGE_YR': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'HISTORY': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
412 delayed/late/gapfill
163 deleted
1 restored
1470483 cell edits trivial not printed
41 cell edits significant
0 cells emptied entirely
16 writeups changed
All time
530611 delayed/late/gapfill
4743 deleted
2 restored
5026368 cell edits trivial not printed
3023 cell edits significant
64 cells emptied entirely
734 writeups changed
20610 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2087816, 2087817, 2087818, 2087819, 2087820, 2087821, 2087822, 2087823]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-02-11
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-02-11_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2078854
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2104493
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2104349
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2078854
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2104493
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2104349
3482 exact duplicates dropped in concatenated files, now 1426961 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2078854
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2104493
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2104349
133392 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1181419 reports to work with (unique VAERS_IDs)
62356 dropped in df_data due to no covid VAX_TYPE involved in the report
76637 dropped in df_vax due to no covid VAX_TYPE involved in the report
76938 dropped in df_syms due to no covid VAX_TYPE involved in the report
1119063 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
21408 SYMPTOM_TEXT field repeat sentences deduped in 3491 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1162998 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1162998 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-02-11_VAERS_CONSOLIDATED.csv
Consolidation of 2022-02-11 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1119063 rows in df_vax_flat
Merging DATA into VAX flattened
1119063 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-02-11_VAERS_FLATTENED.csv
1119063 rows in vaers_flattened/2022-02-11_VAERS_FLATTENED.csv
Flattening of 2022-02-11 done
Using flat 2022-02-04 already in memory, 1103893 rows
Using flat 2022-02-11 already in memory, 1119063 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-02-04 already in memory
Comparing
2022-02-04 v. 2022-02-11
1119063 this drop total covid
1103893 previous total covid
142377 identical set aside
976686 this drop to work with
961516 previous to work with
15170 difference
15225 new in 2022-02-11
365 delayed this week
420 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 72434 cells of trivial non-letter differences ignored
ALLERGIES 2025254 allegories to <>
CUR_ILL 21092 cells of trivial non-letter differences ignored
CUR_ILL 2002921 Canadian <>
ER_ED_VISIT 2024547 [] <> Y
HISTORY 109593 cells of trivial non-letter differences ignored
HISTORY 2068747 Chelestrol <> Cholesterol
HISTORY 2002921 HCC <>
HISTORY 2082356 Diabeties <> Diabetes
HISTORY 1942638 hypotension <> Hypertension
HISTORY 1347534 CMS/HCC <>
LAB_DATA 78229 cells of trivial non-letter differences ignored
LAB_DATA 2025564 test(negitive <> test(negative
LAB_DATA 1246568 Logan <>
LAB_DATA 1271925 RNP/smith <> RNP
LAB_DATA 1347534 born Oct 1956October 1956Encounter 1956-10-28 <> Encounter
LAB_DATA 1515109 Norton MyChart <> database Chart
OFC_VISIT 2071596 [] <> Y
OTHER_MEDS 143465 cells of trivial non-letter differences ignored
OTHER_MEDS 1395549 "N/A" <> []
OTHER_MEDS 2021338 <> the time
OTHER_MEDS 2082499 Multivamins Vit <> Multivitamins Vitamin
OTHER_MEDS 2085775 Muti Vitmin table Vitimin <> Mutivitamin tablet Vitamin
OTHER_MEDS 2025308 vit <> Vitamin
OTHER_MEDS 2068703 <> and
OTHER_MEDS 2048867 <> NEXAVAR CABOMETYX
OTHER_MEDS 2079187 Omage multi vitamin <> Omega Multivitamin
OTHER_MEDS 2021488 albuteral <> Albuterol
OTHER_MEDS 2051917 <> OCREVUS
OTHER_MEDS 2054038 20MG 300MG 25mg 2 at bedtime <>
OTHER_MEDS 2021479 coqten <> CoQ10
OTHER_MEDS 2021465 coqten <> CoQ10 B
PRIOR_VAX 13812 cells of trivial non-letter differences ignored
RECOVD 2071596 Y <> U
RECVDATE 1 cell of trivial non-letter differences ignored
SPLTTYPE 143704 cells of trivial non-letter differences ignored
SPLTTYPE 2085480 [] <> vsafe
STATE 2054038 AK <> AR
SYMPTOM_TEXT 905415 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2025458 hrs pain <> hours the painful
SYMPTOM_TEXT 1772986 Ernesto Nunez <>
SYMPTOM_TEXT 2024899 AN DMONTH <> A MONTH
SYMPTOM_TEXT 2048647 English <>
SYMPTOM_TEXT 2049754 MPA Medical Products <>
SYMPTOM_TEXT 2048725 PEI <>
SYMPTOM_TEXT 1347534 CMS/HCC 10/28/1956 <>
SYMPTOM_TEXT 2052607 MHRA <>
SYMPTOM_TEXT 2049155 UK-MHRA MHRA <>
SYMPTOM_TEXT 2045640 NOMA Regional Pharmacovigilance Center <> agency
SYMPTOM_TEXT 2048939 AFSSAPS <>
SYMPTOM_TEXT 2002921 HCC 14,000 dysphagia,other meals,other comment),small bites,small sips,slow recommendations,provide puree,Per <> 14|000 dysphagia|other meals|other comment)|small bites|small sips|slow recommendations|provide puree|Per
SYMPTOM_TEXT 2025491 <> a
SYMPTOM_TEXT 2048899 AFSSAPS Official Bulletin of the Minister in charge Health num 84/50 24Jan1985 Published Therapie 2011 66 6 517-525 <>
SYMPTOM_TEXT 2021756 Dr.s <> Doctors
SYMPTOM_TEXT 2002801 FAMHP <> RA
SYMPTOM_TEXT 1220264 Callie <>
SYMPTOM_TEXT 2044459 BASGAGES <>
SYMPTOM_TEXT 2052389 UK-MHRA MHRA <>
SYMPTOM_TEXT 2041839 INFARMED <>
SYMPTOM_TEXT 2024547 you <> have I
SYMPTOM_TEXT 1991174 LRB <> RA
SYMPTOM_TEXT 2042470 EVHUMAN <>
SYMPTOM_TEXT 2051917 ROCHE <>
SYMPTOM_TEXT 1942224 Dr <> Doctor
SYMPTOM_TEXT 2052750 MHRA <>
SYMPTOM_TEXT 2048650 PEI <> regulatory authority
SYMPTOM_TEXT 2048867 AFSSAPS <>
SYMPTOM_TEXT 2048985 UK-MHRA MHRA <>
SYMPTOM_TEXT 2041877 MPA <>
SYMPTOM_TEXT 2052127 AFSSAPS <>
SYMPTOM_TEXT 2048931 AFSSAPS <>
SYMPTOM_TEXT 2045417 for the following source(s Breakthrough Infections of E484K-Harboring SARS-CoV-2 Delta Variant Lombardy Italy Emerging Infectious Diseases 2021 Vol:27 12 pgs:3180-3182 DOI:10.3201/eid2712.211792 out.,Linked <> out.|Linked
SYMPTOM_TEXT 2048833 158887 <>
TODAYS_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 2051917 1|UNK <> 1
4 VAX_DOSE_SERIES 2|1 <> 1|2 [1036170, 1749322, 1853993, 1942274]
VAX_DOSE_SERIES 2048867 3|UNK <> 3
VAX_DOSE_SERIES 2024977 UNK <> 1
VAX_DOSE_SERIES 2021756 UNK <> 2
VAX_LOT 363 cells of trivial non-letter differences ignored
VAX_LOT 1036170 042L20A|011J20A <> 011J20A||042L20A
VAX_LOT 2048867 1F1019A|Unknown <> 1F1019A
VAX_LOT 1749322 ECO192|Eh989plp <> Eh989plp||ECO192
VAX_LOT 1942274 BNT162B2(PF 3|MRNA,BNT162B2(P <> MRNA|BNT162B2(P||BNT162B2(PF 3
VAX_LOT 2051917 Unknown|Unknown <> Unknown
VAX_MANU 5 cells of trivial non-letter differences ignored
2 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [2048867, 2051917]
VAX_NAME 35 cells of trivial non-letter differences ignored
2 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [2048867, 2051917]
2 VAX_ROUTE OT|OT <> OT [2048867, 2051917]
VAX_SITE 2 cells of trivial non-letter differences ignored
2 VAX_TYPE COVID19|UNK <> COVID19 [2048867, 2051917]
symptom_entries 1401 cells of trivial non-letter differences ignored
symptom_entries 1475907 _|_Hallucination, visual_|_Hallucinations, mixed_|_ <> _|_Hallucinations| mixed_|_Hallucination| visual_|_
22 columns altered
965837 modified reports on 2022-02-11
Writing ... vaers_changes/2022-02-11_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'OTHER_MEDS': 38, 'SYMPTOM_TEXT': 37, 'HISTORY': 29, 'ALLERGIES': 26, 'VAX_LOT': 10, 'VAX_DOSE_SERIES': 8, 'LAB_DATA': 6, 'VAX_TYPE': 2, 'SPLTTYPE': 2, 'VAX_MANU': 2, 'VAX_NAME': 2, 'VAX_ROUTE': 2, 'ER_ED_VISIT': 1, 'RECOVD': 1, 'OFC_VISIT': 1, 'CUR_ILL': 1, 'STATE': 1, 'symptom_entries': 1, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'PRIOR_VAX': 0, 'RPT_DATE': 0, 'SEX': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
365 delayed/late/gapfill
420 deleted
0 restored
1489552 cell edits trivial not printed
170 cell edits significant
1 cells emptied entirely
37 writeups changed
All time
530976 delayed/late/gapfill
5163 deleted
2 restored
6515920 cell edits trivial not printed
3193 cell edits significant
65 cells emptied entirely
771 writeups changed
20932 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2104333, 2104335, 2104340, 2104341, 2104342, 2104344, 2104346, 2104348]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-02-18
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-02-18_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2078854
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2122791
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2122709
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2078854
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2122791
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2122709
3522 exact duplicates dropped in concatenated files, now 1444441 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2078854
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2122791
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2122709
133367 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1197949 reports to work with (unique VAERS_IDs)
62965 dropped in df_data due to no covid VAX_TYPE involved in the report
77406 dropped in df_vax due to no covid VAX_TYPE involved in the report
77682 dropped in df_syms due to no covid VAX_TYPE involved in the report
1134984 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
21720 SYMPTOM_TEXT field repeat sentences deduped in 3705 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1179740 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1179740 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-02-18_VAERS_CONSOLIDATED.csv
Consolidation of 2022-02-18 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1134984 rows in df_vax_flat
Merging DATA into VAX flattened
1134984 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-02-18_VAERS_FLATTENED.csv
1134984 rows in vaers_flattened/2022-02-18_VAERS_FLATTENED.csv
Flattening of 2022-02-18 done
Using flat 2022-02-11 already in memory, 1119063 rows
Using flat 2022-02-18 already in memory, 1134984 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-02-11 already in memory
Comparing
2022-02-11 v. 2022-02-18
1134984 this drop total covid
1119063 previous total covid
1118814 identical set aside
16170 this drop to work with
249 previous to work with
15921 difference
15991 new in 2022-02-18
27 delayed this week
97 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2001993 64.0 <> 63.0
ALLERGIES 2 cells of trivial non-letter differences ignored
3 ALLERGIES [] <> N/a [2095459, 2098729, 2099032]
ALLERGIES 2001804 Bleach <> Bleac2001804 h
ALLERGIES 2001597 Medine <> Medicine
ALLERGIES 2001443 inorganic <> non organic
ALLERGIES 1999097 Sulfa Zertec <> Sulfa Zyrtec
ALLERGIES 2001654 almonds <>
4 CUR_ILL [] <> N/a [2095459, 2095544, 2098729, 2099032]
CUR_ILL 2101803 N/a <> []
DATEDIED 1 cell of trivial non-letter differences ignored
DIED 1988901 [] <> Y
HISTORY 3 cells of trivial non-letter differences ignored
2 HISTORY [] <> N/a [2095544, 2098729]
HISTORY 1998890 1 2 <>
HISTORY 2098661 ANXTIETY <> Anxiety
HISTORY 2095869 CHOLESTROL <> Cholesterol
HISTORY 2001988 BRONCHIACTISIS AUTO IMMUNE <> Bronchiectasis Autoimmune
HISTORY 2101879 CHOLOESTEROL <> Cholesterol
HISTORY 2006423 PANDAS <> Pediatric Autoimmune Neuropsychiatric Disorders Associated with Streptococcal Infections (PANDAS)
HISTORY 1999385 PCS <> Post-concussive symptom (PCS)
HISTORY 1999178 Season <> Seasonal
HISTORY 1999300 <> Syndrome
HISTORY 1999524 fibro <> Fibromyalgia
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 2098729 [] <> N/a
LAB_DATA 2006365 nodostrum <> Nodosum
LAB_DATA 2101775 BLOOD TESTS <> Blood test
LAB_DATA 2006390 Her Appt <> Appointment
LAB_DATA 1407084 Jaber <>
LAB_DATA 2006413 Test breath|Treatment Albueterol 1 xday XRay-Normal Diagnosis-Ashtma <> breath Treatment Albuterol a day X Ray-Normal Diagnosis-Asthma
LAB_DATA 2001597 med <> medicine
LAB_DATA 2006423 x-ray <> X-ray one of the
OFC_VISIT 2101668 [] <> Y
OFC_VISIT 2098661 Y <> []
OTHER_MEDS 4 cells of trivial non-letter differences ignored
3 OTHER_MEDS [] <> N/a [2095459, 2098729, 2099032]
OTHER_MEDS 2001711 glumeporide <> Glimepiride
OTHER_MEDS 2006413 1xday <>
OTHER_MEDS 2001487 Lang lang <> YLang Ylang
OTHER_MEDS 2001358 <> Pill
OTHER_MEDS 2098661 TRAZODOME <> Trazodone
OTHER_MEDS 2095908 LEVOTHYROXIN <> Levothyroxine
OTHER_MEDS 2101879 LOSARTIN HYDROCHLOROTHYASINE 50MG AMLODAPINE 5MG <> Losartan Hydrochlorothiazide 50mg Amlodipine 5mg
OTHER_MEDS 2006455 ALMATHYROID <> Omothyroid
OTHER_MEDS 2001747 Ambien cymbacort metformin <> Symbicort
OTHER_MEDS 2001811 Singular <> Singulair
OTHER_MEDS 2101850 tylonel amlodipime <> Tylenol amlodipine
OTHER_MEDS 1999097 Toparol pazamax vastrian <> Toprol Panamax Valsartan
OTHER_MEDS 2006607 vit zinc Vit multi vitamin biotin <> Vitamin Zinc Multivitamin Biotin
OTHER_MEDS 2006473 vit <> Vitamin
OTHER_MEDS 2101668 81MG ASPRIN VIT CERTERIZINE CHALORTHAIDONE KLOR-CONE <> 81mg aspirin Vitamin Cetirizine Chlorthalidone Klor-con
OTHER_MEDS 2001438 aspiring <> Aspirin
OTHER_MEDS 2096028 Tirosinp 100mg Tumeric Glutathine <> Tyrosine 100mg Turmeric Glutathione
OTHER_MEDS 1999300 magnisium <> Magnesium
OTHER_MEDS 2095893 SINGULAIR methylfolate <> Singular Methyl Folate
PRIOR_VAX 2098661 FATGUIE <> fatigue
3 SPLTTYPE [] <> vsafe [1988689, 2099683, 2102332]
SPLTTYPE 2099511 vasafe <> vsafe
STATE 2096455 [] <> AL
STATE 2096028 NY <> CA
STATE 2098782 [] <> MI
STATE 2088483 MA <> MS
SYMPTOM_TEXT 5 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2006356 hrs 30seconds temp nauseas <> hours 30 seconds temperature nauseous
SYMPTOM_TEXT 2001387 didn?t Dr <> didn't Doctor
SYMPTOM_TEXT 2006423 Dr The not <> Pediatric Autoimmune Neuropsychiatric Disorders Associated with Streptococcal Infections They no
SYMPTOM_TEXT 1999524 vacc <> vaccine
SYMPTOM_TEXT 2001831 serve <> severe
SYMPTOM_TEXT 1999161 Flaggyl <> Flagyl
SYMPTOM_TEXT 2101724 PEROIDS <> after periods
SYMPTOM_TEXT 1999603 couldn?t didn?t wasn?t don?t That?s who?s <> couldn't didn't wasn't don't That's who is
SYMPTOM_TEXT 1999300 regimine <> regimen
SYMPTOM_TEXT 2001487 Dr <> doctor
SYMPTOM_TEXT 2001395 vx Dr her <> vaccine Doctor my
SYMPTOM_TEXT 2006390 she her <> I my
SYMPTOM_TEXT 2098661 A MONDAY WERENT SCRREN <> Monday weren't screen
SYMPTOM_TEXT 2001998 urines utra sound <> urine ultrasound
SYMPTOM_TEXT 1999385 serve vital <> severe vitals
SYMPTOM_TEXT 2102562 fells <> feels
SYMPTOM_TEXT 2001570 VT <> Ventricular Tachycardia BVT
SYMPTOM_TEXT 2101668 TEMP LIVING <> temperature lived the
SYMPTOM_TEXT 2006408 Had then receive dr <> I a Then have doctor
SYMPTOM_TEXT 2092769 serve <> severe
SYMPTOM_TEXT 2006414 has wake was <> a woke felt
SYMPTOM_TEXT 2001988 NAUSEAU ABOUT <> and Nausea about a
SYMPTOM_TEXT 2002088 urines Echo cardio gram <> urine Echocardiogram
SYMPTOM_TEXT 1999520 develope unusal <> developed unusual
SYMPTOM_TEXT 2001768 <> for
SYMPTOM_TEXT 1999095 exp <> experience
SYMPTOM_TEXT 1998831 Benadryls <> Benadryl
SYMPTOM_TEXT 2006365 nodostrum <> Nodosum
SYMPTOM_TEXT 2095908 WOLFPARKINSON MONOCOLONAL V ERY WEAK <> They because wolf Parkinson monoclonal very weak
SYMPTOM_TEXT 2001126 Particpant <> I
SYMPTOM_TEXT 2002142 beds <> bugs
SYMPTOM_TEXT 2001272 metropol <> Metoprolol
SYMPTOM_TEXT 1999460 up stairs seen <> upstairs saw
SYMPTOM_TEXT 1999296 Covid <> COVID-19
SYMPTOM_TEXT 2006455 RIGHSIDE DOOPING PREDNAZONE ANTIVIRAL MEDS <> Right side drooping Prednisone and Anti Viral Medicine
SYMPTOM_TEXT 2101879 NOV CARE DOC WHICH B CELL LYMPHOMA <> November car The scans which they B-Cell Lymphoma
SYMPTOM_TEXT 2001631 Petialite <> Pedialyte
SYMPTOM_TEXT 1999633 steriod <> steroid
SYMPTOM_TEXT 1999165 shot fiance <> shock fianc
SYMPTOM_TEXT 2006413 Pt says there her That last during the day palpataions <> There my On palpations was at
SYMPTOM_TEXT 2001597 med Tool <> medicine Took
SYMPTOM_TEXT 2101775 DIARREHA <> diarrhea
SYMPTOM_TEXT 1999622 day-sunday you <> day on Sunday
SYMPTOM_TEXT 1999452 serve a rotor <> severe rotator
SYMPTOM_TEXT 1381417 COVAX US Support <>
symptom_entries 2039540 _|_Guillain-Barre syndrome_|_Postpartum state_|_ <> _|_Exposure during pregnancy_|_Streptococcus test positive_|_
15 columns altered
5313 modified reports on 2022-02-18
Writing ... vaers_changes/2022-02-18_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'OTHER_MEDS': 83, 'SYMPTOM_TEXT': 78, 'ALLERGIES': 73, 'HISTORY': 68, 'LAB_DATA': 38, 'CUR_ILL': 37, 'SPLTTYPE': 6, 'VAX_LOT': 6, 'STATE': 4, 'PRIOR_VAX': 3, 'OFC_VISIT': 2, 'DIED': 1, 'AGE_YRS': 1, 'symptom_entries': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
27 delayed/late/gapfill
97 deleted
0 restored
16 cell edits trivial not printed
401 cell edits significant
2 cells emptied entirely
78 writeups changed
All time
531003 delayed/late/gapfill
5260 deleted
2 restored
6515936 cell edits trivial not printed
3594 cell edits significant
67 cells emptied entirely
849 writeups changed
22584 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2122710, 2122711, 2122712, 2122713, 2122714, 2122779, 2122788, 2122790]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-02-25
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-02-25_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2078854
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2139622
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2139609
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2078854
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2139622
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2139609
3543 exact duplicates dropped in concatenated files, now 1462391 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2078854
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2139622
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2139609
133367 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1215001 reports to work with (unique VAERS_IDs)
63551 dropped in df_data due to no covid VAX_TYPE involved in the report
78128 dropped in df_vax due to no covid VAX_TYPE involved in the report
78400 dropped in df_syms due to no covid VAX_TYPE involved in the report
1151450 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
24421 SYMPTOM_TEXT field repeat sentences deduped in 3694 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1196968 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1196968 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-02-25_VAERS_CONSOLIDATED.csv
Consolidation of 2022-02-25 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1151450 rows in df_vax_flat
Merging DATA into VAX flattened
1151450 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-02-25_VAERS_FLATTENED.csv
1151450 rows in vaers_flattened/2022-02-25_VAERS_FLATTENED.csv
Flattening of 2022-02-25 done
Using flat 2022-02-18 already in memory, 1134984 rows
Using flat 2022-02-25 already in memory, 1151450 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-02-18 already in memory
Comparing
2022-02-18 v. 2022-02-25
1151450 this drop total covid
1134984 previous total covid
145988 identical set aside
1005462 this drop to work with
988996 previous to work with
16466 difference
15529 new in 2022-02-25
1145 delayed this week
208 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2005478 [] <> 69.0
AGE_YRS 2005954 37.0 <> 36.0
AGE_YRS 2119315 52.0 <> 50.0
ALLERGIES 73272 cells of trivial non-letter differences ignored
ALLERGIES 2119094 [] <> N/a
ALLERGIES 2112824 ASPRIN <> Aspirin
ALLERGIES 2010605 antiboditic <> Antibiotic
ALLERGIES 2005713 PEPSIDE TERAMYCIN TETRACYLINE <> Pepcid Terramycin Tetracycline
ALLERGIES 2118976 Hydrachlodride <> Hydrochloride
ALLERGIES 2010872 walnut nuts <> Walnuts
ALLERGIES 2114175 N/a <> []
ALLERGIES 2006020 Nickels <> Nickel
ALLERGIES 2119096 Oxycodon Penicilin <> Oxycodone Penicillin
ALLERGIES 2014418 anti falactic <> anaphylaxis
ALLERGIES 2010518 anthelian <> Anthel
ALLERGIES 2005989 sulphur <> Sulfa
ALLERGIES 2006073 POLYISOCYANATE <> Polyisocyanurate
ALLERGIES 2010666 RELIEVERS <> Killers
ALLERGIES 2110833 SULFUR <> Sulfa
ALLERGIES 2010146 Sulfur <> Sulfa
ALLERGIES 2014670 Sulfur <> Sulfa
ALLERGIES 2010185 Sulpha <> Sulfa
ALLERGIES 2014078 Levoquin dogs <> Levaquin Dogs
ALLERGIES 2028479 none <>
ALLERGIES 2014003 sulfactamide-sodium iodine peppermint-oil butyl carbamate copper N-D iphenyguanidine disperse <> Sulfacetamide-SodiuIodopropynyl Iodine Peppermint Oil butylcarbamate Copper N-Diphenylguanidine Disperse
ALLERGIES 2014653 sulfur <> Sulfa
CUR_ILL 21472 cells of trivial non-letter differences ignored
CUR_ILL 2119094 [] <> N/a
CUR_ILL 2005713 <> it
4 CUR_ILL N/a <> [] [2006277, 2010393, 2010601, 2114175]
CUR_ILL 2010744 Not that I know of <> None
CUR_ILL 1623743 Lin <>
HISTORY 111928 cells of trivial non-letter differences ignored
HISTORY 2119094 [] <> N/a
HISTORY 2014163 ASTHMA SIATICA <> Asthma Sciatica
HISTORY 2010702 after that <>
HISTORY 2010605 Authoritis ortho joints Degenterative Diseas Fibromiagia <> Osteoarthritis Degenerative Disease Fibromyalgia
HISTORY 2010658 GERDS gastroporises <> GERDS Gastroparesis
HISTORY 2006324 HBP <> High Blood Pressure
HISTORY 2118984 SECONARY <> secondary
HISTORY 2006271 <> Disease
HISTORY 2005724 ehlers danlos syndrome <> Ehlers-Danlos syndromes EDS
HISTORY 2005713 AFIBB TACHARCARDIA POLYPS hEDS <> and AFib Tachycardia Polys Hypermobile
HISTORY 2014418 Ashman <> Asthma
HISTORY 2005459 PURLONG <> Prolonged
HISTORY 2010248 Paracites hornia <> Parasites Herniated
HISTORY 2005518 i have <>
HISTORY 2028606 tracheobronchial malacia <> Tracheobroncomalacia
LAB_DATA 80506 cells of trivial non-letter differences ignored
LAB_DATA 2113221 [] <> None
LAB_DATA 2014194 7|000 <> 7,000
LAB_DATA 2010744 THESE WERE WITHIN A OF HOLTER MONITOR CARODID CAROTID ARTERY <> an of Halter Monitor Carotid arteries
LAB_DATA 2118984 BILATERIAL <> bilateral
LAB_DATA 2010737 <> Negative
LAB_DATA 2010070 Strep-neg Flu-neg <> Strep-negative Flu-negative
LAB_DATA 2005611 <> from
LAB_DATA 2006324 CoVid Negitive <> Covid Negative
LAB_DATA 2010666 ECHOCARDIAGRAM <> Echocardiogram
LAB_DATA 2010697 <> I was
LAB_DATA 2112824 IN <> In the
LAB_DATA 2021092 N/a <> []
LAB_DATA 2113917 Tested him he <> I was tested
LAB_DATA 2119174 Daykin <>
LAB_DATA 2010491 Dr <> Doctor
LAB_DATA 1522831 garzajoshua0820@gmail.com <>
LAB_DATA 2014534 afib lupe <> A-fib Loop
LAB_DATA 2113406 electro proton <> Clectro Proton
OTHER_MEDS 145004 cells of trivial non-letter differences ignored
OTHER_MEDS 2010393 N/a <> []
OTHER_MEDS 2119094 [] <> N/a
OTHER_MEDS 1395549 [] <> "N/A"
OTHER_MEDS 2014591 Zyrtec prn <> Zyrtec
OTHER_MEDS 2028670 MULTIVITIAMINS <> Multivitamins
OTHER_MEDS 2020907 OTC MEDS <> OTC medicines
OTHER_MEDS 2006262 Simzrstatin 20mg <> Simvastatin 20mg
OTHER_MEDS 2110833 BENN0NATASA 100 MG <> Bennonatasa 100 MG
OTHER_MEDS 2010737 <> Pill
OTHER_MEDS 1496342 at Dallas VAMC 4500 S Lancaster Road TX 75216 <> MC
OTHER_MEDS 2010147 Virapamil QD advair BID <> Verapamil Advair
OTHER_MEDS 2005518 I was taking Armaur <> Armour
OTHER_MEDS 2010872 prscriptions <> prescriptions
OTHER_MEDS 2005875 Pt couldn't <> I can't
OTHER_MEDS 2028755 Vit <> Vitamin
OTHER_MEDS 2014418 Genreic Clariton <> Generic Claritin
OTHER_MEDS 2014141 Regland <> Reglan
OTHER_MEDS 2010305 Pregestrone <> Progesterone
OTHER_MEDS 2010248 Prokendi 2 Biotoxinvinder <> Trokendi 2,Biotoxin Binder
OTHER_MEDS 2010104 quercertine <> Quercetin
OTHER_MEDS 2020896 Amlouitpine 10mg Homoeysteime <> Amlodipine10mg Homocysteine
OTHER_MEDS 2113416 BRUTOROL SOMETIMES TWICE CALCUIM 2X PER VITIMIN 1x perDAY <> Brutorol-sometimes twice a Calcium 2x per Vitamin
OTHER_MEDS 2010102 VISTERIL LORSARTAN W <> Vistaril Losartan with
OTHER_MEDS 2005548 Estrodiol Sluticasone <> Estradiol Fluticasone
OTHER_MEDS 2014330 Atorvastin Vit <> Atorvastatin Vitamin
OTHER_MEDS 2112824 LYSINIPRIL-HCTZ GLYEURIDE MONTALUCAS ZYTEC <> Lisinopril-Hctz Glyburide Montelukast 5 mg Zyrtec
OTHER_MEDS 2014004 Amoltipine <> Amlodipine
OTHER_MEDS 6/16 columns 100/117 rows
OTHER_MEDS 2010214 Singular Vit C|E|A <> Singulair Vitamins C,E,A
OTHER_MEDS 2010208 Falic acid Sluoromepholone dexamethasone ditroeionatc ointment CZiozis Lezophyrosin Senosichrate Poprimate <> Folic Acid Fluorometholone Dexamethasone Ointment Ziozis Levothyroxine Fenofibrate Topiramate
OTHER_MEDS 2010605 Bpropion <> Bupropion
OTHER_MEDS 2014163 Hydroxzazine <> Hydroxyzine
OTHER_MEDS 2010236 Singular Vit <> Singulair Vitamins
OTHER_MEDS 2014397 Meloxican Oxyvutnin PRN H <> Meloxicam Oxybutynin
OTHER_MEDS 2005713 ALTRAZOLAN ZANTEX 3XDAILY ASPRIN NASAL SPAMS 10MG GUAISENSIN 200MG DAILY HYSOCAMINE 125MG OMEPRAZOLE 2 CAPS XOPENEX <> Alprazolam Zantac 3XDay Aspirin spasm 10 MG Guaifenesin 200 mg daily Hyoscyamine 0.125MG Omeprazole 2caps Xopenex
OTHER_MEDS 2014078 nature maid Luteen Mo <> Lutein Mori
OTHER_MEDS 2014166 Singular Mobic-Meloxican Conduct <> Singulair Mobic-Meloxicam Conduc
OTHER_MEDS 2014243 od br <> britt
PRIOR_VAX 14033 cells of trivial non-letter differences ignored
PRIOR_VAX 2113917 He has <> I have
SPLTTYPE 148092 cells of trivial non-letter differences ignored
3 SPLTTYPE [] <> vsafe [2113666, 2119299, 2119315]
STATE 2028779 CA <> CO
STATE 2113359 KY <> KS
SYMPTOM_TEXT 932202 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2014591 Tylenols an any more <> Tylenol anymore
SYMPTOM_TEXT 2010781 S DR GIVEN XRAYS IT ON HIPS-FEET LEGS <> and Days the doctor had X-rays There a The by hips feet legs
SYMPTOM_TEXT 2014628 bodyache A gylcerin i 200|118 <> body ache An glycerin 200,118 No
SYMPTOM_TEXT 2014269 dose the he happen <> I doses if my said happened
SYMPTOM_TEXT 2010741 weezing a CoVid <> wheezing we was Covid tests that
SYMPTOM_TEXT 2028762 pop Doctor <> pop-up doctor
SYMPTOM_TEXT 2113917 he his tempurature He's <> I my temperature I'm
SYMPTOM_TEXT 2006016 test week <> tests weeks
SYMPTOM_TEXT 2113666 dermographamism <> Dermatographias
SYMPTOM_TEXT 2013957 hrs swole all day <> hours swelled All days
SYMPTOM_TEXT 2014330 Dr administer <> doctor administered a
SYMPTOM_TEXT 2006249 test have <> tests do
SYMPTOM_TEXT 2028775 day <> days
SYMPTOM_TEXT 2028756 become COVID <> becoming Covid
SYMPTOM_TEXT 2020950 aspirin <> Aspirins
SYMPTOM_TEXT 2005677 through ever <> throat Ever pains She
SYMPTOM_TEXT 1522831 <> Pulmonary Embolism and a low dose steroid as well for the inflammation of her spine 10 days after Pt was admitted into hospital Once at ICU The staff did an MRI brain cervical thoracic lumbar puncture That's when doctors diagnosed with Transverse Myelitis Here are some notes from Doctors 22 year old female without significant past medical history who transferred to center further evaluation right upper extremity numbness weakness patient underwent completion MR imaging which confirmed large vertically extensive cord lesion started on pulse methylprednisone marked improvement symptoms has very involving majority main differentials demyelinating event malignancy Covid19 vaccination Of note received Johnson Johnson...If this ends up being probably should be reported Medications given Tylenol 325mg PO 2 pills every 6 hours headache CARBAMAZEPINE XR 100mg 1 tab twice day spasms due working diagnosis Enoxaparin 40mg 0.4ml x syrn injected underneath skin daily misdiagnosis PE by discontinued reasonable conclusion that there no CLOT whatsoever SOLU-Medrol 1g IV then MEDEVAC different enter 27th May 2021 hospitalized 4 follow appointments Occupational therapy physical Immunology Hepatology felt same such Numbness in hand tingling sensation left digits tremors reads Patient evidence primarily central T2 hyperintensity spanning greater than 3 vertebral segments both corresponding mono-paresis sensory changes multiple modalities highest suspicion autoimmune etiology NMOSD Previous medications were previous new follows predniSONE 20mg tapering steroids included Gabapentin 300mg pill nerve pain PROTONIX everyday GI protection harsh stomach take tabs PRN Rituximab flew back home 9th July During time till now she been feeling described before still painful inability sleep beginning show Through all these events it is doubt taken toll body physically mentally while here station saw civilian Doctor named Dr rheumatologist He taking decision whether allow second his own exams wrote apart military providers questions or MOGAD In he relationship between acute illness J&J vaccine I spouse write Center sit because another ER visit worsening She currently waiting discharged treatment combat spinal Friday 30th showed behind reason intial neck believe triggered something cause disorder arise prematurely course question supposed happen told me not feel two administered With recent news articles side effects GBS Guillain-Barre syndrome appearing knew report had made thank you your reading please free contact
SYMPTOM_TEXT 2028779 pluse ect <> pulse etc
SYMPTOM_TEXT 2021089 you longs 8months <> lungs 8 months and
SYMPTOM_TEXT 2116124 4 bad also <> Four Also
SYMPTOM_TEXT 2014324 eco-cardigram no issuance <> echocardiogram not insurance
SYMPTOM_TEXT 2006081 intensly <> intensely
SYMPTOM_TEXT 2028755 Pt <> I
SYMPTOM_TEXT 2005459 GOT THE <> got my
SYMPTOM_TEXT 2010410 in <> it
SYMPTOM_TEXT 2014210 benzapril <> Benazepril
SYMPTOM_TEXT 2010870 Had tonsilitis <> I had Tonsillitis
SYMPTOM_TEXT 2010737 a <>
SYMPTOM_TEXT 2005477 Diarheaa x Chest pain <> I had diarrhea for and chest pains
SYMPTOM_TEXT 2010095 COVID test <> Covid tests
SYMPTOM_TEXT 2020907 <> I had
SYMPTOM_TEXT 2005934 congestive <> congestion
SYMPTOM_TEXT 2028390 <> I had and
SYMPTOM_TEXT 2110833 FEVER FOR 5 DAYS <> I had fever at for 5days
SYMPTOM_TEXT 2028765 <> I had and
SYMPTOM_TEXT 2010428 virago <> vertigo
SYMPTOM_TEXT 2006277 serve <> severe
SYMPTOM_TEXT 2010070 diarreah hrs stopped have <> diarrhea times hours stuffed
SYMPTOM_TEXT 2014587 seem <> lenses seen
SYMPTOM_TEXT 2010666 HAD 2 THAT 7 BRADY CARDIA <> had two and seven Bradycardia
SYMPTOM_TEXT 2010102 HAD INHALER 3X HURT EAR RED DR <> has had my Inhaler 3 times ear hurt see doctor
SYMPTOM_TEXT 2014534 afib ablaision Afib <> A-fib abrasion
SYMPTOM_TEXT 2010603 DRS NOW POP UP 3RD TIME POSIITVE DR RECOMMENDED FOR AND <> and doctor Now pop-up for third time So recommended
SYMPTOM_TEXT 2010697 <> recall having chest pain whenever sneezed or coughed On the day went to ER had a headache cough sore throat pains and some chills At first go my base clinic get referral from provider Then once process was complete referred St Luke's in Mount Home Idaho They did screening tests on me hooked up stickers analyze body rhythm breathing capabilities found out that have Strep
SYMPTOM_TEXT 2014436 serve <> severe
SYMPTOM_TEXT 2010190 TEST-NEGATIVE SO <> and Test Negative So
SYMPTOM_TEXT 2116177 Starting <> I started
SYMPTOM_TEXT 2021087 SHE APPT DR <> I and an appointment the doctor
SYMPTOM_TEXT 2010658 w one <> with on Shingles
SYMPTOM_TEXT 2005713 concussion <> concussions
SYMPTOM_TEXT 2028670 BODY ACHE CHEST PAIN <> I was with body aches My had chest pains
SYMPTOM_TEXT 2005611 night raisin My <> nights raising which
SYMPTOM_TEXT 2010744 OPTAMOLOGIST PICS RETENA RETNA ARTIERY FELT INDICATIVE AN IMBOLIC EVENT PLACED BABY ASPRIN I'M TEE <> Ophthalmologist pictures retina artery felt indictive an embolic event place Baby Aspirin am test
SYMPTOM_TEXT 2014194 couldn?t no body it?s <> II couldn't nobody it's
SYMPTOM_TEXT 2028745 I IT WAS LIKE A DR RECEIVED <> II and were like the doctor received a
SYMPTOM_TEXT 2006236 would last <> my heart lasted
SYMPTOM_TEXT 2005978 temper stabling symptom <> temple stabbing symptoms
SYMPTOM_TEXT 2010678 R otic <> right optic
SYMPTOM_TEXT 2010553 Pt stated that she <>
SYMPTOM_TEXT 2010518 <> and
SYMPTOM_TEXT 2112196 NCA FRENCH appropriate.|Linked <> RA appropriate.,Linked
SYMPTOM_TEXT 2111813 Brian 1|000 <> Brain 1,000
SYMPTOM_TEXT 2014094 DR <> and the doctor an
SYMPTOM_TEXT 2010222 <> anticoagulants went to my podiatrist and he diagnosed leg issue as Deep Vein Thrombosis Later was prescribed
SYMPTOM_TEXT 1454156 Duke's <> University's
SYMPTOM_TEXT 2010749 vx <> vaccine
SYMPTOM_TEXT 2028546 didn?t sister in law progressingly can?t <> didn't sister-in-law progressively can't
SYMPTOM_TEXT 2010146 myalgias <> myalgia
SYMPTOM_TEXT 2010544 Drs mestrual <> doctors and menstrual
SYMPTOM_TEXT 2028686 pulminary <> Pulmonary
SYMPTOM_TEXT 2028579 Dr that?s what?s <> doctor that's what's
SYMPTOM_TEXT 2010605 Neurosoraminal Forminal Bylateral Steriod followu-p <> Neuroforaminal Foraminal Bilateral Steroid follow-up
SYMPTOM_TEXT 2020896 COVID <> Covid-19
SYMPTOM_TEXT 2010305 a <>
SYMPTOM_TEXT 2005875 Dept pain <> I and Department
SYMPTOM_TEXT 2010314 AND <> that
SYMPTOM_TEXT 2006262 patient she <> me I
SYMPTOM_TEXT 10/16 columns 100/106 rows
SYMPTOM_TEXT 2014653 THE BELOW 2WEEKS FATGUE <> The 2 weeks fatigue
SYMPTOM_TEXT 2014571 go coma <> glaucoma
SYMPTOM_TEXT 2010562 pain a <> I pains and
SYMPTOM_TEXT 2028709 <> too Liver
SYMPTOM_TEXT 2014418 With in last time temperate <> Within I
4 VAX_DOSE_SERIES 1|2 <> 2|1 [1036170, 1749322, 1853993, 1942274]
VAX_LOT 372 cells of trivial non-letter differences ignored
VAX_LOT 1036170 011J20A||042L20A <> 042L20A|011J20A
VAX_LOT 1942274 MRNA|BNT162B2(P||BNT162B2(PF 3 <> BNT162B2(PF 3|MRNA,BNT162B2(P
VAX_LOT 1749322 Eh989plp||ECO192 <> ECO192|Eh989plp
VAX_MANU 5 cells of trivial non-letter differences ignored
VAX_MANU 1947209 Unknown|Unknown <> Pfizer-BionT|Sanofi
VAX_NAME 36 cells of trivial non-letter differences ignored
VAX_NAME 1947209 C19 UNKNOWN|Flu SEASONAL NO BRAND NAME <> C19 Pfizer-BionT|Flu SEASONAL FLUZONE QUADRIVALENT
VAX_TYPE 1947209 COVID19|FLUX <> COVID19|FLU4
symptom_entries 1451 cells of trivial non-letter differences ignored
symptom_entries 1475907 _|_Hallucinations| mixed_|_Hallucination| visual_|_ <> _|_Hallucination, visual_|_Hallucinations, mixed_|_
16 columns altered
994046 modified reports on 2022-02-25
Writing ... vaers_changes/2022-02-25_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'OTHER_MEDS': 122, 'SYMPTOM_TEXT': 106, 'ALLERGIES': 84, 'HISTORY': 74, 'LAB_DATA': 50, 'CUR_ILL': 45, 'VAX_LOT': 7, 'PRIOR_VAX': 5, 'VAX_DOSE_SERIES': 4, 'SPLTTYPE': 3, 'AGE_YRS': 3, 'STATE': 2, 'VAX_TYPE': 1, 'VAX_MANU': 1, 'VAX_NAME': 1, 'symptom_entries': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
1145 delayed/late/gapfill
208 deleted
0 restored
1528373 cell edits trivial not printed
509 cell edits significant
7 cells emptied entirely
106 writeups changed
All time
532148 delayed/late/gapfill
5468 deleted
2 restored
8044309 cell edits trivial not printed
4103 cell edits significant
74 cells emptied entirely
955 writeups changed
22149 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2139595, 2139596, 2139597, 2139600, 2139603, 2139604, 2139606, 2139607]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-03-04
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-03-04_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2078854
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2157447
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2157436
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2078854
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2157447
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2157436
3576 exact duplicates dropped in concatenated files, now 1481460 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2078854
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2157447
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2157436
133367 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1233106 reports to work with (unique VAERS_IDs)
64212 dropped in df_data due to no covid VAX_TYPE involved in the report
78979 dropped in df_vax due to no covid VAX_TYPE involved in the report
79263 dropped in df_syms due to no covid VAX_TYPE involved in the report
1168894 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
26967 SYMPTOM_TEXT field repeat sentences deduped in 4848 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1215186 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1215186 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-03-04_VAERS_CONSOLIDATED.csv
Consolidation of 2022-03-04 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1168894 rows in df_vax_flat
Merging DATA into VAX flattened
1168894 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-03-04_VAERS_FLATTENED.csv
1168894 rows in vaers_flattened/2022-03-04_VAERS_FLATTENED.csv
Flattening of 2022-03-04 done
Using flat 2022-02-25 already in memory, 1151450 rows
Using flat 2022-03-04 already in memory, 1168894 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-02-25 already in memory
Comparing
2022-02-25 v. 2022-03-04
1168894 this drop total covid
1151450 previous total covid
147732 identical set aside
1021162 this drop to work with
1003718 previous to work with
17444 difference
16829 new in 2022-03-04
729 delayed this week
114 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2028124 55.0 <> 65.0
AGE_YRS 1975376 56.0 <> 55.0
AGE_YRS 2137252 67.0 <> 68.0
ALLERGIES 73674 cells of trivial non-letter differences ignored
ALLERGIES 2131365 penecillan <> penicillin
ALLERGIES 1984584 his <> my
ALLERGIES 1985276 Hydrocodine <> Hydrocodone
ALLERGIES 2021524 Dureset <> Duroset
ALLERGIES 1982476 <> Non-steroidal anti-inflammatory drugs
ALLERGIES 2021451 Elelastin <> Elastin
ALLERGIES 2021557 MSG <> Monosodium Glutamate
ALLERGIES 1992671 I have allergies Reglin <> I am allergic to Reglan
ALLERGIES 1992551 glutens <> gluten
ALLERGIES 1992415 and C diff sulfa drops blurry tetracycline nausea Lipitor severe <> Sulfa drops-blurry Tetracycline-nausea Lipitor-severe
ALLERGIES 1989194 and shrimp <> Shrimp
ALLERGIES 1989129 Macklopid <> Macleods
ALLERGIES 1984691 and <>
ALLERGIES 2021569 N/a <> []
ALLERGIES 2028313 NKDA. <> None
ALLERGIES 2137252 NO <> None
ALLERGIES 1984730 NONE <> []
ALLERGIES 2134335 NOT THAT I'M AWARE OF <> None
ALLERGIES 1984872 No <> []
ALLERGIES 1989068 No <> None
ALLERGIES 1984861 No. <> []
ALLERGIES 1982436 None <> []
ALLERGIES 1992715 BACTRUM <> Bactrim
ALLERGIES 2137174 ASPRIN LYTHIM DEMOROL KEQUINE <> Aspirin Lithium Demerol Equine
ALLERGIES 1985219 Penicillin's <> Penicillin
ALLERGIES 1989051 Azelox Feldine iodine that is multivitamins <> Avelox Feldene Iodine Multivitamins
ALLERGIES 1992075 SULFATE <> Sulfa
ALLERGIES 1992244 Novocaine <> Novocain
ALLERGIES 1989714 Sporins <> Sporin
ALLERGIES 1985171 Sulfur <> Sulfa
3 ALLERGIES Sulfur <> Sulfa [1989515, 1989544, 1989558]
ALLERGIES 1985139 Sulphur drugs and cesapexine <> Sulfa Drugs cephalexin
ALLERGIES 1984708 nutrafurantoin <> Nitrofurantoin
ALLERGIES 2021488 Zolair <> Xolair
ALLERGIES 2124222 coedine <> Codeine
ALLERGIES 1984886 <> Derivatives
3 ALLERGIES none <> [] [1975308, 1984677, 1984686]
ALLERGIES 2/15 columns 100/108 rows
ALLERGIES 2137216 chill tree and <> Chili Tree
ALLERGIES 2028034 penisillin <> Penicillin
CUR_ILL 21669 cells of trivial non-letter differences ignored
CUR_ILL 2124215 [] <> N/a
2 CUR_ILL [] <> None [2134275, 2137345]
CUR_ILL 1992715 INDOIMETREOSIS <> Endometriosis
CUR_ILL 1988853 RT HAND <> right hand
CUR_ILL 1975278 MS <> Multiple Sclerosis (MS)
4 CUR_ILL N/a <> [] [1984849, 2021569, 2137098, 2137199]
3 CUR_ILL NO <> None [2137076, 2137174, 2137252]
2 CUR_ILL NONE <> [] [1984730, 1984780]
CUR_ILL 1984872 No <> []
3 CUR_ILL No <> None [1989068, 1992605, 1992786]
CUR_ILL 1982434 No. <> []
5 CUR_ILL None <> [] [1975525, 1976723, 1982254, 1984584, 1984691]
2 CUR_ILL None. <> [] [1982476, 1984861]
CUR_ILL 1989093 Gerd <> Gastroesophageal Reflux Disease GERD
2 CUR_ILL respiritory <> Respiratory [1985146, 1985151]
CUR_ILL 1985132 respiritory <> Respiratory
CUR_ILL 1992133 I <>
3 CUR_ILL no <> [] [1984708, 1984886, 1984888]
CUR_ILL 1984744 no <> N?A
3 CUR_ILL no <> None [1989051, 1989140, 1989182]
4 CUR_ILL none <> [] [1975308, 1975384, 1984677, 1984686]
CUR_ILL 1989191 not <> None
HISTORY 113134 cells of trivial non-letter differences ignored
HISTORY 2124215 [] <> N/a
HISTORY 2137345 [] <> None
HISTORY 1984734 Controled <> Controlled
HISTORY 1992764 <> Gastroesophageal Reflux Disease
HISTORY 1992786 HBP <> High Blood Pressure
HISTORY 1975373 <> Hairy Cell Leukemia
HISTORY 2137174 CHOLESTROL GERD <> Cholesterol Gerd
HISTORY 2137260 HIGH CHLOESTEROL ARTHRITIS <> High Cholesterol Arthritis
HISTORY 1992480 cholestol <> Cholesterol
HISTORY 1982476 <> Gastroesophageal Reflux
HISTORY 1992771 A-fib <> Atrial Fibrillation
HISTORY 1975300 Celulitis <> Polycystic Ovary Syndrome Cellulitis
HISTORY 1992715 INDOIMETREOSIS CELIACS DECEASE <> Endometriosis Celiac disease
HISTORY 2021514 Sibo MCA <> Small Intestinal Bacterial Overgrowth Middle Cerebral Artery
HISTORY 1975428 PE <> Pulmonary Embolism Transient Ischemic Attack
HISTORY 1975278 MS <> Multiple Sclerosis (MS)
HISTORY 2137199 N/a <> []
HISTORY 1984730 NONE <> []
HISTORY 1984872 No <> []
HISTORY 1989068 No <> None
HISTORY 1982434 No. <> []
2 HISTORY None <> [] [1976723, 1982254]
HISTORY 1975508 Hx <> History
HISTORY 2137647 <> and
HISTORY 1989093 Gerd <> Gastroesophageal Reflux Disease GERD
HISTORY 2028204 estation nuemechocil newmavax <> eustachian pneumococcal Pneumovax
HISTORY 1989051 carry I am a <>
HISTORY 2028363 w <> with
HISTORY 2028034 Guillian <> Guillain
HISTORY 1984691 x HTN <> Hypertension
3 HISTORY no <> [] [1984708, 1984886, 1984888]
HISTORY 1984677 none <> []
LAB_DATA 81803 cells of trivial non-letter differences ignored
LAB_DATA 1982242 12/20 Found E.Coli <> 12/20/2021 Positive for E coli
LAB_DATA 1989194 came back <> Test
LAB_DATA 1992874 Ecko gram EKG=Normal <> I Echocardiogram EKG Normal
LAB_DATA 1975373 <> Prostate-Specific Antigen
LAB_DATA 2137174 CAT <> CT
LAB_DATA 1992600 COVID <> COVID - positive result
LAB_DATA 1985188 TEST-2 DIFF TEST <> Test 2 different
LAB_DATA 1984755 <> Positive
LAB_DATA 1989129 <> Positive
LAB_DATA 1815682 Mayo <>
LAB_DATA 1984888 scan in <> Scan
LAB_DATA 1975501 Covid <> COVID Test - 12/21/21 - Positive
LAB_DATA 1984872 on 21st Tested <> 12/21/2021
LAB_DATA 1984677 December 17 2021 <> 12/17/2021
LAB_DATA 1984861 Came Back as <>
LAB_DATA 1984953 DR mephyprednisolone citirizine dermatoligist <> Doctor's methylprednisolone cetirizine dermatologist
LAB_DATA 2028204 Dr <> Doctor
LAB_DATA 2021524 afib <> atrial fibrillation
LAB_DATA 1989068 test(results test results <> Test
LAB_DATA 1988933 Hospital <>
LAB_DATA 1992616 <> on
LAB_DATA 1984744 CAT scan <> CT Scan
LAB_DATA 1976723 Moloxican run <> Meloxicam ran
LAB_DATA 2137252 NO <> None
LAB_DATA 1984708 No <> []
2 LAB_DATA None <> [] [1982434, 1984691]
LAB_DATA 2028313 None reported. <> None
LAB_DATA 1984584 None. <> []
LAB_DATA 1975376 On went to Urgent Care check on my kidneys Treatment-Urine analysis=normal EKG=normal test diagnosed with Couldn't do Then was sent ER for CAT and work Doctors said that the drug Metronidazole 500mgI affecting cerebellum <> Urine Analysis EKG Test could not perform CT Work
LAB_DATA 1975385 for <> 12/22/2021 Test
LAB_DATA 1984730 <> Positive
LAB_DATA 1975493 Rapid test it came back negative <> Rapid COVID Test Negative
LAB_DATA 1902197 253)761-4200 <>
LAB_DATA 2028363 See above <> Ultrasound of Carotid Echocardiogram and Nuclear Stress Test Carotid was blocked and Cholesterol was good
LAB_DATA 1975428 Dr <> Negative Doctor
LAB_DATA 1992480 Dr <> doctor
LAB_DATA 1982467 Went to the doctor on 12/21/2021 Diagnosis cough and chest pain Treatment plan-Wanted me to let it pass but I still feel achy Chest Xray-Normal ECG-Normal Did a Teledoc on 12/27/2021 Diagnosis Bronchitis Also developed diarrhea No F/u <> Chest X-ray Normal ECG Normal
3 LAB_DATA no <> [] [1989051, 1989140, 1989182]
3 LAB_DATA none <> [] [1975308, 1975384, 1984686]
OTHER_MEDS 145714 cells of trivial non-letter differences ignored
OTHER_MEDS 1395549 "N/A" <> []
2 OTHER_MEDS N/a <> [] [2021569, 2137098]
OTHER_MEDS 1984872 No <> []
OTHER_MEDS 1984888 no <> []
OTHER_MEDS 1975308 none <> []
OTHER_MEDS 2137345 [] <> None
OTHER_MEDS 1992164 Losarten <> Losartan
OTHER_MEDS 1988928 Gavepin <> Gabapentin
OTHER_MEDS 2028052 lacentapryl <> Lisinopril
OTHER_MEDS 2137076 SYTHYROID 88MCG <> Synthroid 88MCG
OTHER_MEDS 1975493 twice a day <> 2x/day
OTHER_MEDS 1992764 Vit <> Vitamin
OTHER_MEDS 1985161 and primarin <> Premarin
OTHER_MEDS 1985240 Calcium Bioten D3 MSM <> Calcium Biotin D3 MSM
OTHER_MEDS 2028028 Zink <> Zinc
OTHER_MEDS 1984780 180 MG 1000MG <> 180mg 100mg
OTHER_MEDS 2028282 Flinestone <> Flintstone
OTHER_MEDS 2028239 Possibly Flinestone <> Flintstone
OTHER_MEDS 1992616 40mg 1xday <>
OTHER_MEDS 1992394 lisinopril <> Lisinipril
OTHER_MEDS 1982434 Vyzance <> Vyvanse
OTHER_MEDS 1992771 <> Acid
OTHER_MEDS 2028197 Flinestone <> Flintstones
OTHER_MEDS 2021516 Noreth <> Norethindrone
OTHER_MEDS 2028034 Netrototol <> Metoprolol
OTHER_MEDS 1992846 1 daily Atorvastin <> 1x/day Atorvastatin
OTHER_MEDS 1975300 Limictal <> Lamictal
OTHER_MEDS 1992165 multi-vitamin <> Multivitamins
OTHER_MEDS 2136992 lisinipril <> Lisinopril
OTHER_MEDS 2028204 Lexipro <> Lexapro
OTHER_MEDS 2021514 CoQ10 <> Coenzyme Q10
OTHER_MEDS 1988708 Mulitivitamins <> Multivitamins
OTHER_MEDS 1988913 clonopin <> Klonopin
OTHER_MEDS 2137252 IBUPROPHEN MORPHINS FLUTISONE <> Ibuprofen Morphine Fluticasone
OTHER_MEDS 1988933 including MS <> Multiple Sclerosis
OTHER_MEDS 2137174 WELBUTRIN TOPOMAX ALTASC METATOPROL ZANEX PEPSID <> Wellbutrin Topamax Altaic Metoprolol Xanax Pepcid
OTHER_MEDS 1985193 noro elipsa <> Anoro Ellipta
OTHER_MEDS 1992703 losartan/HCTZ <> Losartan Hydrochlorothiazide
OTHER_MEDS 2137647 <> and
OTHER_MEDS 1992231 multi vitamin zinc Tumeric arens <> Multivitamin Zinc Turmeric Areds
OTHER_MEDS 1984691 Diltiazin QD <> Diltiazem daily
OTHER_MEDS 1985190 <> 15mg 1xday 88mg 10mg
OTHER_MEDS 2028125 Tecsieera Albueerol <> Tecfidera Albuterol
OTHER_MEDS 1988853 D <>
OTHER_MEDS 2027984 Fluoxitine Norestradone <> Fluoxetine Norethindrone
OTHER_MEDS 1989194 twice a day 20MG one daily amlodipine <> 2x/day 20mg 1x/day Amlodipine
OTHER_MEDS 2021524 <> Acid
OTHER_MEDS 1992603 Benadrrl <> Benadryl
OTHER_MEDS 1992958 2 a day <> 2x/day
OTHER_MEDS 6/15 columns 100/160 rows
OTHER_MEDS 1985483 Lisinpril Bydurian <> Lisinopril Bydureon
OTHER_MEDS 1985276 <> Holy basil
OTHER_MEDS 1984744 Metatoprole <> Metoprolol
OTHER_MEDS 1992551 Dulera Zyrtec Mucinex Excedrin Maxalt atenolol <> Dulera 2 puffs od Zyrtec off and on Mucinex prn Excedrin prn Maxalt prn Atenolol prn
OTHER_MEDS 1992715 CLONAPIN 30 MG 11.25 ONCE EVERY 4 WEEKS <> Klonopin 30mg 11.25mg 1x/4weeks
OTHER_MEDS 1989696 Carbitool omeprazol Olmestartin Gliptizide <> Carbatrol Omeprazole Olmesartan Glipizide
OTHER_MEDS 2021556 Latuda 20mg 1xday <>
OTHER_MEDS 2021483 Valsartin <> Valsartan and
OTHER_MEDS 2021488 Protonix <> Pantoprazole
OTHER_MEDS 1982242 D,D3 <> D Vitamin D3
OTHER_MEDS 1989312 <> 20mg
OTHER_MEDS 1989191 1 2 I used it that use <> taken the of vaccination
OTHER_MEDS 1982467 Monolukast <> Montelukast
OTHER_MEDS 1992379 <> Baby
OTHER_MEDS 1992658 2 daily 40MG 1 10MG Myrbertictriq a day <> 2x/day 40mg 1x/day 10mg Myrbetriq
OTHER_MEDS 1989140 progesterine 180 mg <> Progesterone 180mg
OTHER_MEDS 2028313 Tamulosin <> 1000 IU 10 mg 50 0.5 Tamsulosin 0.4
OTHER_MEDS 1992415 D3 <> 40 mg od evening 10 over the counter 81 D-3 2000 iu
OTHER_MEDS 1992302 citrisbioflabinoid <> and Citrus Bioflavonoid
OTHER_MEDS 2028363 Elpazalom Womens Post Menopausal <> Alprazolam Women's Post-Menopausal
OTHER_MEDS 1989515 mutli <> Multi
2 OTHER_MEDS mutli <> Multi [1989544, 1989558]
OTHER_MEDS 1989049 and <>
OTHER_MEDS 1989051 vitamin <>
OTHER_MEDS 1984861 1 twice a day percent cream <> 2x/day Cream
OTHER_MEDS 2134399 CLAIRITIN <> Claritin
OTHER_MEDS 1988986 Conlingula Comfree <> Calendula Comfrey
OTHER_MEDS 1989035 mos Humara and <> months Humira
OTHER_MEDS 1989044 125micrgrams <> 125 micrograms
OTHER_MEDS 1992780 <> Tamsulosin 04mg 2xday
OTHER_MEDS 1975508 once daily <> 1x/day
OTHER_MEDS 2028157 Quvair querticin <> Qvar Quercetin
OTHER_MEDS 1992786 root <> Vitamin roo
OTHER_MEDS 1982476 L-carnitine alpha lipo <> Coenzyme Q10 L-carnit
OTHER_MEDS 1989030 and Probiotic Baclofen <> Vitamin Coenzyme Q10 Dehydroepiandrosterone Pro
OTHER_MEDS 1988808 Symbicort;Nasal Pantoprazol Vitamin B-3 <> Symbicort 2 puffs 2x day Nasal sprays each nostril at night 20mg 1x 10mg Pantoprazole 40mg generic tablets 2xday Vitami
PRIOR_VAX 14125 cells of trivial non-letter differences ignored
PRIOR_VAX 1992719 very <>
PRIOR_VAX 1989051 a <> I
PRIOR_VAX 1992797 got <> had
PRIOR_VAX 1992865 i away 2n <> I was aw
SPLTTYPE 150084 cells of trivial non-letter differences ignored
9 SPLTTYPE [] <> vsafe [1985170, 2124215, 2124392, 2124411, 2124607, 2131198, 2131365, 2131993, 2137273]
SPLTTYPE 2137805 vbsafe <> vsafe
STATE 2137148 AR <> AZ
STATE 1988853 OH <> IA
SYMPTOM_TEXT 946590 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1989157 regards <> he I regard
SYMPTOM_TEXT 1975525 Had <> I the had
SYMPTOM_TEXT 1992764 12:45 experienced CP SOB am <> at 12:45PM experience Gastroesophageal reflux disease Cerebral palsy shortness of breath what have
SYMPTOM_TEXT 1992786 a <> to an
SYMPTOM_TEXT 1992840 Pain <> I My
SYMPTOM_TEXT 2028204 vx <> the vaccine
SYMPTOM_TEXT 1992075 HRS AND <> Hours
SYMPTOM_TEXT 1988756 notice <> noticed
SYMPTOM_TEXT 1992551 Dr dr Prolemsa primolomidine <> doctor Prolensa Primidone
SYMPTOM_TEXT 1988734 swole <> swell Biopsy
SYMPTOM_TEXT 1989030 in turned <> on turning I was
SYMPTOM_TEXT 2028109 <> the
SYMPTOM_TEXT 1982242 hrs ect 4pm <> hours the temperature etc 4PM days
SYMPTOM_TEXT 2028017 about first <> About after second
SYMPTOM_TEXT 2028102 hrs mid 90s <> hours mid-90s
SYMPTOM_TEXT 1988881 ABOUT HRS ACHY SENT AND 2 <> About hours and itchy went about two
SYMPTOM_TEXT 1988946 really <>
SYMPTOM_TEXT 1975508 PA were Calves <> Physician Assistants where Calve is
SYMPTOM_TEXT 1989093 vaccination 24 hour <> vaccine 24-hour
SYMPTOM_TEXT 1992327 feels cant starts <> feel start
SYMPTOM_TEXT 1992671 <> and
SYMPTOM_TEXT 1989327 04/26)Went stone(normal seem <> 04/26 Went stone normal seems
SYMPTOM_TEXT 1996231 English <>
SYMPTOM_TEXT 1984730 AT 1 AM HAD DIARREAHA TEMP BUT DIDNT SO DR FOR TESTED AND POSITIVE <> At 1AM and had diarrhea temperature but didn't at doctor from tested for positive
SYMPTOM_TEXT 2021516 took <> taken
SYMPTOM_TEXT 1975327 ordanceatron <> Ondansetron nausea
SYMPTOM_TEXT 1992720 And when 11/20/2021 12hours <> of When 11/20/21 the itching had in that 12 hours
SYMPTOM_TEXT 1989171 <> an
SYMPTOM_TEXT 1992971 hrs Late on <> hours Later the I
SYMPTOM_TEXT 2137830 MG <>
SYMPTOM_TEXT 2137827 CU <>
SYMPTOM_TEXT 1984888 off finger tips pain ER <> Dose I experienced fingertips emergency room
SYMPTOM_TEXT 1988986 low grade GI is <> low-grade Gastrointestinal are
SYMPTOM_TEXT 1975493 it sentence PCP <> It sentences out the times primary care physician
SYMPTOM_TEXT 1992846 experience breath neurology <> experienced The breathe before
SYMPTOM_TEXT 1984708 pain <> painful
SYMPTOM_TEXT 1992715 MIGRANE <> migraine of
SYMPTOM_TEXT 2137360 cal <> call
SYMPTOM_TEXT 1984872 <> He the
SYMPTOM_TEXT 1498691 Alfred <> after
SYMPTOM_TEXT 1975384 cant ER then <> can't emergency room than
SYMPTOM_TEXT 1989044 strike breathe 3-6months <> a streak experienced breath 3-6 months
SYMPTOM_TEXT 1984744 nausea <> nauseas
SYMPTOM_TEXT 2028703 ITCHY BUT DERMATOLOGIST <> and itchy The bit the Dermatologist
SYMPTOM_TEXT 1992719 still <>
SYMPTOM_TEXT 1989035 am 200 <> AM 200bpm
SYMPTOM_TEXT 2028363 Ultra sound of focus.Lasted biocarotine <> and went for ultrasounds Carotid focus Lasted Beta-carotene
SYMPTOM_TEXT 1989201 <> my
SYMPTOM_TEXT 1984584 ER <> emergency room
SYMPTOM_TEXT 1992325 <> It
SYMPTOM_TEXT 1985088 shingles <> I had on with
SYMPTOM_TEXT 1975295 start last swollen not prescript <> lasted swelling having prescribed
SYMPTOM_TEXT 1992534 injedtion <> injection
SYMPTOM_TEXT 1992525 issue <> issues have
SYMPTOM_TEXT 1985132 unconcious <> unconscious
SYMPTOM_TEXT 1985161 <> I had
SYMPTOM_TEXT 2021569 These <> This
SYMPTOM_TEXT 1992400 was <> had
SYMPTOM_TEXT 2021479 <> I had and
SYMPTOM_TEXT 1992587 hall <> haul It
SYMPTOM_TEXT 2021465 noise <> I had and a nose
SYMPTOM_TEXT 1988770 head covid <> had Covid
SYMPTOM_TEXT 2028052 pain-swelling-redness pit <> I had pain swelling redness the where got with armpit
SYMPTOM_TEXT 1988956 serve SOB on a <> severe shortness of breath am to have an
SYMPTOM_TEXT 1988928 pain-swelling-bruises legs-groin-torso blacked-out <> I had pain swelling bruises legs groin torso blacked out was
SYMPTOM_TEXT 1989000 last <> lasted
SYMPTOM_TEXT 1985146 immedicate over whelmed <> immediate overwhelmed
SYMPTOM_TEXT 1984849 gave me ER <> given emergency room
SYMPTOM_TEXT 1989369 didn?t wasn?t <> didn't weren't
SYMPTOM_TEXT 2028239 wasn?t i <> wasn't There is my I a
SYMPTOM_TEXT 1992302 occuring <> occurring
SYMPTOM_TEXT 1992958 diahrreah <> diarrhea
SYMPTOM_TEXT 1975357 These have <> This has since
SYMPTOM_TEXT 1975376 Dec <> December at to bed On 12/15/2021 Urgent Care check my kidneys Urine analysis=normal EKG=normal Balance test diagnosed with Ataxia Couldn't do the heel toe walk Then was sent ER for CAT Scan and MRI Normal Blood work Hypokalemia Doctors said that drug Metronidazole 500mgI affecting cerebellum
SYMPTOM_TEXT 2028313 First one they look plate 12 year old <> that ones They looked platelet 12-year-old
SYMPTOM_TEXT 1992624 <> One
SYMPTOM_TEXT 1982434 keep PM PCP ER Another <> kept evening primary care physician emergency room they Other were
SYMPTOM_TEXT 1989725 Dr <> of doctor
SYMPTOM_TEXT 1992703 one year what <> one-year
SYMPTOM_TEXT 2137024 longs <> lungs
SYMPTOM_TEXT 10/15 columns 100/170 rows
SYMPTOM_TEXT 1992658 light headed i diabetic worked <> lightheaded diabetes work
SYMPTOM_TEXT 1976723 of <> at
SYMPTOM_TEXT 1988931 serve <> severe
SYMPTOM_TEXT 1975278 ER thinks <> Multiple Sclerosis the emergency room Emergency think
SYMPTOM_TEXT 1988853 2 MINS <> two and minutes
SYMPTOM_TEXT 1989292 pulse <> I My Pulse
SYMPTOM_TEXT 1989068 sick exp <> experienced
SYMPTOM_TEXT 2028311 rt it <> right It
SYMPTOM_TEXT 2137252 STERIOD IBUPROPEN WAS <> steroid ibuprofen were the
SYMPTOM_TEXT 2137174 IN THE ED <> The next the ER
SYMPTOM_TEXT 1985151 dr <> doctor
SYMPTOM_TEXT 2137086 IMMIEDDIELTY HSOULDER STREGNTH <> Immediately strength
SYMPTOM_TEXT 1989324 Mid October have head low grade <> In mid-October a low-grade
SYMPTOM_TEXT 1975367 an <>
SYMPTOM_TEXT 1989457 <> itchy I had
SYMPTOM_TEXT 1989510 Dr <> doctor
SYMPTOM_TEXT 1985139 upper <> few Upper
SYMPTOM_TEXT 2021524 really achey beats <> achy heartbeats it
SYMPTOM_TEXT 1989191 like well us is tomorrow L 24hr <> told me to them was the next day 24 hours
SYMPTOM_TEXT 1988801 dr <> BPM doctor
SYMPTOM_TEXT 2021514 these during <>
SYMPTOM_TEXT 1988913 Mr pharmsacist adminstering i <> My pharmacist administering
SYMPTOM_TEXT 2036538 MF <>
SYMPTOM_TEXT 1989051 red definitely <> darker
SYMPTOM_TEXT 1975411 laying last <> lying lasted
SYMPTOM_TEXT 1989702 conjested <> congested
SYMPTOM_TEXT 1992600 pretty <>
SYMPTOM_TEXT 1989212 <> and
SYMPTOM_TEXT 1989066 Dr actually <> Doctor
SYMPTOM_TEXT 1985276 oN effecting have can ans <> On affecting cannot any
SYMPTOM_TEXT 2028034 You <>
SYMPTOM_TEXT 2021451 10/19/2021)Moved there x-rays <> 10/19/2021 Moved X-rays
SYMPTOM_TEXT 1992663 an <> and
SYMPTOM_TEXT 2027970 sever begin has <> severe begins have
SYMPTOM_TEXT 1992874 04/24/202110:00 <> 04/24/2021 at 10:00
SYMPTOM_TEXT 1975373 physician solution <> physical solutions
SYMPTOM_TEXT 1992771 <> with
SYMPTOM_TEXT 2021557 vx then up Called Dr she <> receiving vaccine it my Then I called doctor
SYMPTOM_TEXT 2021482 weight <> weighed
SYMPTOM_TEXT 1985188 HAD SO DR ON <> and had a on the doctor
SYMPTOM_TEXT 2137076 OFF AN ON STERIOD <> steroid
SYMPTOM_TEXT 1984691 All of a sudden <> Suddenly
SYMPTOM_TEXT 1992141 Dr <> doctor The
SYMPTOM_TEXT 1975385 rate 145 <> 145bpm
SYMPTOM_TEXT 1992603 really Dr.'s i no Your you pretty your <> No My where
SYMPTOM_TEXT 2021556 were nauseas <> nausea
SYMPTOM_TEXT 1992868 seen <> saw
SYMPTOM_TEXT 1992797 <> I
SYMPTOM_TEXT 2021483 vx she her Called Nuerologist Palsey this She <> vaccine I My called me because my Neurologist Palsy which
SYMPTOM_TEXT 2137835 GJ <>
SYMPTOM_TEXT 1982467 plan-Wanted <> plan Wanted Did a Teledoc on 12/27/2021 Diagnosis Bronchitis Also developed diarrhea No F/u
SYMPTOM_TEXT 2027984 i bout <> have about
SYMPTOM_TEXT 2021488 Dr benedryl dr <> My doctor Benadryl
SYMPTOM_TEXT 2028093 Its use caps <> It's used kneecaps
SYMPTOM_TEXT 1985240 Woken ache <> Woke aches
SYMPTOM_TEXT 2136660 FG <>
SYMPTOM_TEXT 2137829 WG <>
4 VAX_DOSE_SERIES 2|1 <> 1|2 [1036170, 1749322, 1853993, 1942274]
VAX_LOT 376 cells of trivial non-letter differences ignored
VAX_LOT 1036170 042L20A|011J20A <> 011J20A||042L20A
VAX_LOT 1749322 ECO192|Eh989plp <> Eh989plp||ECO192
VAX_LOT 1942274 BNT162B2(PF 3|MRNA,BNT162B2(P <> MRNA|BNT162B2(P||BNT162B2(PF 3
VAX_MANU 5 cells of trivial non-letter differences ignored
VAX_NAME 36 cells of trivial non-letter differences ignored
symptom_entries 1505 cells of trivial non-letter differences ignored
symptom_entries 1475907 _|_Hallucination, visual_|_Hallucinations, mixed_|_ <> _|_Hallucinations| mixed_|_Hallucination| visual_|_
15 columns altered
1009070 modified reports on 2022-03-04
Writing ... vaers_changes/2022-03-04_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'OTHER_MEDS': 171, 'SYMPTOM_TEXT': 170, 'ALLERGIES': 132, 'HISTORY': 121, 'CUR_ILL': 96, 'LAB_DATA': 91, 'SPLTTYPE': 13, 'PRIOR_VAX': 11, 'VAX_LOT': 8, 'VAX_DOSE_SERIES': 4, 'AGE_YRS': 3, 'STATE': 2, 'symptom_entries': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
729 delayed/late/gapfill
114 deleted
0 restored
1548715 cell edits trivial not printed
823 cell edits significant
56 cells emptied entirely
170 writeups changed
All time
532877 delayed/late/gapfill
5582 deleted
2 restored
9593024 cell edits trivial not printed
4926 cell edits significant
130 cells emptied entirely
1125 writeups changed
21749 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2157385, 2157389, 2157419, 2157420, 2157422, 2157424, 2157425, 2157429]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-03-11
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-03-11_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2086154
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2173184
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2173178
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2086154
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2173184
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2173178
3588 exact duplicates dropped in concatenated files, now 1497753 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2086154
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2173184
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2173178
133367 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1248541 reports to work with (unique VAERS_IDs)
65046 dropped in df_data due to no covid VAX_TYPE involved in the report
80140 dropped in df_vax due to no covid VAX_TYPE involved in the report
80251 dropped in df_syms due to no covid VAX_TYPE involved in the report
1183495 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
30112 SYMPTOM_TEXT field repeat sentences deduped in 4426 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1230318 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1230318 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-03-11_VAERS_CONSOLIDATED.csv
Consolidation of 2022-03-11 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1183495 rows in df_vax_flat
Merging DATA into VAX flattened
1183495 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-03-11_VAERS_FLATTENED.csv
1183495 rows in vaers_flattened/2022-03-11_VAERS_FLATTENED.csv
Flattening of 2022-03-11 done
Using flat 2022-03-04 already in memory, 1168894 rows
Using flat 2022-03-11 already in memory, 1183495 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-03-04 already in memory
Comparing
2022-03-04 v. 2022-03-11
1183495 this drop total covid
1168894 previous total covid
1168183 identical set aside
15312 this drop to work with
711 previous to work with
14601 difference
14942 new in 2022-03-11
71 delayed this week
413 deleted this week kept
1 restored this week 1316917
Column value changes
AGE_YRS 2154960 62.0 <> 61.0
AGE_YRS 2151615 66.0 <> 65.0
AGE_YRS 1971541 69.0 <> 68.0
AGE_YRS 2154966 74.0 <> 73.0
ALLERGIES 14 cells of trivial non-letter differences ignored
2 ALLERGIES [] <> N/a [2151645, 2151754]
ALLERGIES 1971599 AND <>
ALLERGIES 1974799 ASPRIN <> Aspirin
ALLERGIES 2155033 prednazone <> Prednisone
ALLERGIES 2154998 Antibotic <> Antibiotic
ALLERGIES 2151605 clindamycin <> C
ALLERGIES 1971989 Zintec <> Zantac
ALLERGIES 2154902 Hydrocrondon <> Hydrocodone
ALLERGIES 1981884 SULFUR DRUGS BIACIN FLUOXIN ANITBIOTIC THAT CAUSED <> Sulfa Drugs Baicin Floxin antibiotic that cause
ALLERGIES 1982086 N/a <> []
ALLERGIES 1972248 NKA <> No Known Allergies
ALLERGIES 1971695 NONE <> []
2 ALLERGIES No <> [] [1971704, 1974763]
ALLERGIES 1971811 LISINIPRIL <> Lisinopril
ALLERGIES 2155017 Sulphur <> Sulfa
ALLERGIES 1972001 <> to
ALLERGIES 1982056 SULPHUR CIPRP SHELL FISH ETIRE MEDICINES <> Sulfa Cipr Shellfish Entire Medicine
ALLERGIES 1974957 diary <> Dairy
ALLERGIES 2149302 flm <> Film
2 ALLERGIES none <> [] [1974813, 1974948]
ALLERGIES 1971529 pollens <> Pollen
ALLERGIES 2150984 | Curter| peanut <> Peanut
CUR_ILL 6 cells of trivial non-letter differences ignored
3 CUR_ILL [] <> N/a [1974830, 2151645, 2151754]
CUR_ILL 1971305 reflex <> Reflux
8 CUR_ILL N/a <> [] [1982086, 2150956, 2150984, 2151123, 2151144, 2151190, 2151195, 2151205]
5 CUR_ILL NONE <> [] [1971599, 1971613, 1971695, 1971811, 1974799]
CUR_ILL 1971319 NONE <>
2 CUR_ILL No <> [] [1971577, 1974763]
3 CUR_ILL no <> [] [1971704, 1971746, 1974790]
CUR_ILL 1971529 no <> None
6 CUR_ILL none <> [] [1972054, 1972220, 1974813, 1974823, 1974936, 1974948]
ER_ED_VISIT 2150986 [] <> Y
HISTORY 12 cells of trivial non-letter differences ignored
HISTORY 2151754 [] <> N/a
HISTORY 1974790 <> Gastroesophageal Reflux Disease
HISTORY 2155354 Chrones <> Crohn's
HISTORY 2137830 Pat MG 19550412 <> Patient
HISTORY 1971305 Reflex <> Reflux
HISTORY 1971598 <> Gastroesophageal Reflux Disease
HISTORY 1981884 HASHIMOTOS ANULAR GRANULONA <> Hashimoto's Granuloma Annulare
HISTORY 1974722 hashimotos thyroditis <> Hashimoto's Thyroiditis
HISTORY 1971541 HEART STINTS=2YRS AGO <> Heart Stints 2 years ago
HISTORY 2154998 High Chelestrol <> High Cholesterol
HISTORY 2154950 Infazema <> Emphysema
4 HISTORY N/a <> [] [1982049, 1982086, 2151195, 2151205]
HISTORY 1971811 NONE <>
2 HISTORY No <> [] [1971577, 1971704]
HISTORY 1971400 Osteoprosis Hyper Chlolesterol depressioln <> Osteoporosis Hypercholesterolemia Depression
HISTORY 2155383 PSERIOS <> Psoriasis
HISTORY 2155055 heart disease stoke arthritis osteopenia <> Mercury Iritimicine Codeine Oxycodone
HISTORY 2155534 clotts <> Clots
HISTORY 1971746 no <> []
HISTORY 1974823 none <> []
HISTORY 1974779 <> Gastroesophageal Reflux Disease
HISTORY 1974936 and high BP <> High Blood Pressure
HISTORY 1972001 transglobal reflex <> Transient Global Reflux
HISTORY 5/15 columns 100/101 rows
HOSPDAYS 2148780 [] <> 6.0
HOSPITAL 2150986 Y <> []
LAB_DATA 35 cells of trivial non-letter differences ignored
LAB_DATA 2151703 [] <> N/A.
LAB_DATA 2150891 [] <> None
LAB_DATA 1532219 Scripps Clinic Carmel Valley V Pitis <> medical center
LAB_DATA 1982144 W <> with
LAB_DATA 1971599 2-28-21 CHEST XRAY <> 02/28/2021 Chest X-ray
LAB_DATA 1971811 INCREASE MY AMLODIPIN <> Increased by amlodipine
LAB_DATA 2154950 carterize <> cauterize
LAB_DATA 1967690 COVID <> COVID Positive
LAB_DATA 1975109 lipid panel <> Lipid pane
LAB_DATA 1972001 Catscan <> CT Scan
LAB_DATA 1974790 3Jan2021 Xray June2021 <> 03Jan2021 X-ray June 2021
LAB_DATA 1972009 Covid-19 test <> CCOVID-19 test
2 LAB_DATA <> Positive [1974830, 1974957]
LAB_DATA 2155388 Dr <> Doctor
LAB_DATA 1971189 ECHOCARDIAGRAM BLOOD WORK <> Echocardiogram Bloodwork
LAB_DATA 1974937 cvc <> CBC
LAB_DATA 1981800 MRI- normal results; EMG - normal results ... ~102 more <> []
LAB_DATA 2148801 N/A. <> []
LAB_DATA 1982049 N/a <> []
3 LAB_DATA N/a. <> [] [2150956, 2151195, 2151205]
LAB_DATA 1971613 NONE <> []
LAB_DATA 1974763 No <> []
LAB_DATA 1971577 None <> []
LAB_DATA 1836419 Facility:PMG GRANT CREEK CLIA 27D1088815 ID:27D1088815 FI <> ID
LAB_DATA 1933031 Facility:PMG GRANT CREEK CLIA 27D1088815 ID:27D1088815 FI <>
LAB_DATA 1971750 <> with
LAB_DATA 1971529 no <> None
LAB_DATA 1974948 none <> []
OTHER_MEDS 16 cells of trivial non-letter differences ignored
2 OTHER_MEDS N/a <> [] [2150956, 2151144]
OTHER_MEDS 1971613 NONE <> []
OTHER_MEDS 1974763 No <> []
OTHER_MEDS 1971746 asked to skip <> []
OTHER_MEDS 1972054 none <> []
OTHER_MEDS 2154868 skip <> []
OTHER_MEDS 2150891 [] <> None
OTHER_MEDS 1971529 nothing <> None
OTHER_MEDS 1972248 D3 <> Vitamin D3
OTHER_MEDS 2154839 <> Lo
OTHER_MEDS 1971189 ATENLOL <> Atenolol
OTHER_MEDS 1971541 AVASTATIN BRINTA <> Atorvastatin Brinta
OTHER_MEDS 1971496 Lyrica Tylenol <> Lyrica 150mg Tylenol 3000mg
OTHER_MEDS 1971194 Mmalodapen <> Amlodipine
OTHER_MEDS 2155348 levethorxin <> Levothyroxine
OTHER_MEDS 2154902 Hydroclorodicide A staton drug <> Hydrochlorothiazide A statin drug
OTHER_MEDS 2154954 vit c <> Vitamin C
OTHER_MEDS 1981800 <> 375 mg od 30
OTHER_MEDS 1971400 Ibuprohen <> Ibuprofen
OTHER_MEDS 1981737 C0q10 <> COQ10
OTHER_MEDS 1971811 CERTRALINE HYDROCHLORITHYAZIDE <> Sertraline Hydrochlorothiazide
OTHER_MEDS 1981619 <> 175mg 300mg
OTHER_MEDS 2151100 meds she's <> I'm medicine
OTHER_MEDS 1971599 ONCE A DAY ZIRTEC ONE PILL <> 1x/day Zyrtec
OTHER_MEDS 2151041 Pantoprazol <> Pantoprazole
OTHER_MEDS 2151821 symvastatin <> Simvastatin
OTHER_MEDS 1971319 SYMVASTATIN LISINIPRIL <> Simvastatin Lisinopril
OTHER_MEDS 1974722 Levocetrizine <> Levocetirizine
OTHER_MEDS 2155177 Vitim d tummeric <> Vitamin D Turmeric
OTHER_MEDS 1975003 <> 10mg 12.5mg
OTHER_MEDS 1974937 I take D-3 traciva <> D3 Tresiba
OTHER_MEDS 2150992 Flynoyv <>
OTHER_MEDS 1982155 <> 200mg 2xday 145mcg 1xday 40
OTHER_MEDS 1982109 Januate FARXIGA <> Janumet 2x day Medication 5mg x daily Forxiga
OTHER_MEDS 2155055 meloxicine <> Meloxicam
OTHER_MEDS 1967721 Amlodopine Postassium <> Amlodipine Potassium
OTHER_MEDS 1971704 Beszonatate Vit Ibuprophen <> Benzonatate Vitamin Ibuprofen
OTHER_MEDS 1981786 <> 5000iu 20mg
OTHER_MEDS 9/15 columns 100/139 rows
OTHER_MEDS 2155354 Amiovig <> Aimovig
OTHER_MEDS 1971854 Zink Niacin mite <> Zinc Niacinamide
OTHER_MEDS 1981646 Singular <> Singulair
OTHER_MEDS 1981936 Allergra <> Allegra
OTHER_MEDS 1974982 Moloxacam Hydrochlorizide Carvisitol <> Meloxicam Hydrochlorothiazide Carvedilol Vitamin
OTHER_MEDS 1974936 BP and 50 mcg mg hydrochlorizide 12.5 <> Blood Pressure 50mcg 50mg Hydrochlorothiazide 12.5mg
OTHER_MEDS 1971344 Xertec Matophral <> Zyrtec Metoprolol
OTHER_MEDS 2155174 hydrodioxide <> Hydrotrioxide
OTHER_MEDS 1974799 GANUVEAU <> Januvia
OTHER_MEDS 1967710 Pantropisol Baclithin Diclophinet <> Pantoprazole Baclofen Diclofenac
OTHER_MEDS 2151758 Solisenacin Omepravole Tumeric <> Solifenacin Omeprazole Turmeric
OTHER_MEDS 1981843 fish <> 300mg QD 25mg BID 5mg 10mg and Fish 1200MG 2 capsules
OTHER_MEDS 2154627 vit Vit <> Vitamin
OTHER_MEDS 1971432 Vit <> Vitamin
OTHER_MEDS 2155367 Fioicet <> Fioricet
OTHER_MEDS 2151761 NABUMOTAN LEVOTHYROXCIN CLINDOMYACIN <> Nabumetone Levothyroxine Clindamycin
OTHER_MEDS 2155033 Symbalta lomitol ocacasionally Vitamin <> Cymbalta Lomotil occasionally Vitamins
OTHER_MEDS 2151785 Methinazole <> Methimazole
OTHER_MEDS 2154950 Asprin Hydrochlorothryzine Vit Lorstartin Zipatore 20mg Anoroellipta inhalation <> Aspirin Hydrochlorothiazide Losartan Zepatier20mg Anoro Ellipta Inhaler
OTHER_MEDS 2151808 Thyriod Cacitriel Acitate Patasium Chlroid Magnisum Vitimian <> Thyroid Calcitriol Acetate Potassium Chloride Magnesium Vitamin
OTHER_MEDS 2154894 Multi vitamin Ashwuganda <> Multivitamin Ashwagandha
OTHER_MEDS 1981587 pantoprozole <> Pantoprazole
OTHER_MEDS 2155072 omegas calcium cetirizine latanoprost 005 1 drop in both eyes at bedtime <> 2400 mg bd 300 od 5 patch twice weekly 50|000 units every week Omegas 6 9 daily Probiotics Calcium 600 with as needed Cetirizine 10 15
PRIOR_VAX 2 cells of trivial non-letter differences ignored
PRIOR_VAX 1971811 RAN A TEMP-TETANUS <> I ran a temp Tetanus
8 SPLTTYPE [] <> vsafe [1971400, 1975239, 1981979, 1982157, 2151605, 2151705, 2154884, 2154998]
STATE 2155097 AR <> AZ
STATE 2151100 CA <> CO
SYMPTOM_TEXT 30 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2155055 chill pain you <> chills pains and
SYMPTOM_TEXT 1971690 went <> gone
SYMPTOM_TEXT 1971599 AND ER 02-28 MED <> I the emergency room 02/28 and medical
SYMPTOM_TEXT 1975106 dr <> doctor
SYMPTOM_TEXT 1972001 couldn't conformed <> were confirmed
SYMPTOM_TEXT 1982144 HRS CONTRATIONS <> hours contractions the
SYMPTOM_TEXT 1971263 ANF APETITE DID ACOUPLE <> appetite He did couple
SYMPTOM_TEXT 1974847 Head <>
SYMPTOM_TEXT 1974852 was <> were
SYMPTOM_TEXT 2150976 prescript <> prescribed
SYMPTOM_TEXT 1974702 HOURS hr Hour on call <> hours an hour Hours on-call
SYMPTOM_TEXT 2150956 These <> This
SYMPTOM_TEXT 2155529 mycophenolate <> Mycophenolic
SYMPTOM_TEXT 1971396 FEW HRS LATER TEMP AND OVERNITE <> and few hours later temperature overnight so
SYMPTOM_TEXT 2150873 dr <> doctor
SYMPTOM_TEXT 2155177 tenderizes <> tinnitus
SYMPTOM_TEXT 2151008 vax <> vaccine
SYMPTOM_TEXT 1974799 <> and the
SYMPTOM_TEXT 2149308 she her <> I me
SYMPTOM_TEXT 2155348 trimmers ultra sound auto immune <> tremors ultrasound autoimmune
SYMPTOM_TEXT 2154998 gallbatter Traspoted pepiside stomach ache Ultra sound patients t Hospital additted gallbater alot into day <> gallbladder Transported peptide stomachache Ultrasound patient's took a lot Into
SYMPTOM_TEXT 2154843 Patient states she self care <> I self-care
SYMPTOM_TEXT 1762858 DON <>
SYMPTOM_TEXT 1982157 Covid <> COVID-19
SYMPTOM_TEXT 2137830 Pat 19550412 MG <> Patient
SYMPTOM_TEXT 2137827 Pat 19640118 <>
SYMPTOM_TEXT 1982231 were <> was
SYMPTOM_TEXT 1974921 NP <> nurse practitioner
SYMPTOM_TEXT 1982033 Dr <> the doctor
SYMPTOM_TEXT 2067436 French <>
SYMPTOM_TEXT 2058321 Heath <>
SYMPTOM_TEXT 1975225 dd <> which did dose
SYMPTOM_TEXT 1981760 <> had
SYMPTOM_TEXT 1971432 sunday overally temp <> Sunday overall temperature
SYMPTOM_TEXT 2148801 <> I
SYMPTOM_TEXT 1971613 PASSOUT BODYACHE SITE LIKE FEVER FATIGUE ACOUPLE <> like pass out experienced body ache that fatigue couple and my
SYMPTOM_TEXT 2151761 APPETITIE <> appetite
SYMPTOM_TEXT 1982056 your the <>
SYMPTOM_TEXT 2151236 sever crams pregnancy's pitch <> severe pregnancy pinched
SYMPTOM_TEXT 1974936 ER <> the emergency room and
SYMPTOM_TEXT 2155351 <> I had a and
SYMPTOM_TEXT 2154848 recommend to stay prescribe four week <> live in Texas recommends staying prescribed four-week
SYMPTOM_TEXT 2154936 <> I had and
SYMPTOM_TEXT 1974957 running symptom day <> runny symptoms days it was
SYMPTOM_TEXT 1981778 serve <> severe
SYMPTOM_TEXT 1971811 HAD EXCESSCIVE PALPATATIONS SO WASNT DR <> had excessive and palpitations So wasn't doctor
SYMPTOM_TEXT 1974830 a <>
SYMPTOM_TEXT 1975234 <> I had
SYMPTOM_TEXT 1982063 self quarantined medicated <> self-quarantined self-medicated
SYMPTOM_TEXT 2155097 prescript <> prescribed
SYMPTOM_TEXT 2155166 <> I had and
SYMPTOM_TEXT 2151041 I have completed recovered <> I have completely recovered
SYMPTOM_TEXT 1971989 serve genitale <> severe genital
SYMPTOM_TEXT 1971325 swellings <> I had swelling and
SYMPTOM_TEXT 1971983 LYMPHS NODE <> I had lymph nodes
SYMPTOM_TEXT 1981737 exp symptoms.The scan <> where experienced symptoms The Scan experience
SYMPTOM_TEXT 2154950 uretha <> urethra
SYMPTOM_TEXT 1971763 nausea <> nauseous
SYMPTOM_TEXT 1971189 EVERY DR <> and ever doctors
SYMPTOM_TEXT 1981936 temperatre Flouracinolone aand medition <> temperature Fluoroquinolone mediation
SYMPTOM_TEXT 1974937 starting <>
SYMPTOM_TEXT 2150984 congestive <> congestion
SYMPTOM_TEXT 1971541 <> and
SYMPTOM_TEXT 1982066 Call Dr <> Called doctor and
SYMPTOM_TEXT 2154894 an alot <> a lot
SYMPTOM_TEXT 2154943 <> was
SYMPTOM_TEXT 13/15 columns 100/153 rows
SYMPTOM_TEXT 2155033 debilating <> debilitating
SYMPTOM_TEXT 1982147 sleep lumpy <> sleepy lymph
SYMPTOM_TEXT 2151125 Participant participant her <> I My my
SYMPTOM_TEXT 1971858 doctor <> doctor's
SYMPTOM_TEXT 2154902 to dose <> too doses
SYMPTOM_TEXT 2150992 Participant feels <> I feel
SYMPTOM_TEXT 1974763 exp <> I had experiencing
SYMPTOM_TEXT 2151005 swell up <> was swollen
SYMPTOM_TEXT 1975194 dr <> doctor
SYMPTOM_TEXT 1971319 HAD MEDS A FEVER AND <> and had a medicines fever Care
SYMPTOM_TEXT 2154890 loose ear ache <> lose earache
SYMPTOM_TEXT 1974813 fibulation <> fibrillation
SYMPTOM_TEXT 1972220 in <>
SYMPTOM_TEXT 2150960 Called Felt <> I called the felt
SYMPTOM_TEXT 1974965 <> were
SYMPTOM_TEXT 2151810 lost <> loss
SYMPTOM_TEXT 1971695 the <>
SYMPTOM_TEXT 2154999 stool eat <> stools ate
SYMPTOM_TEXT 1971700 Flecalnide <> Flecainide
SYMPTOM_TEXT 2069641 born on 30-Mar-1967 schizophrenia/pat is 30.03.1967 Pat <>
SYMPTOM_TEXT 1974790 specialists tires 3Jan2021 phenomia Jan2021 Pulmalogost <> states Gets tired 03Jan2021 pneumonia Jan 2021 Pulmonologist
SYMPTOM_TEXT 1981786 <> the
SYMPTOM_TEXT 1971430 property refer <> properly referred
SYMPTOM_TEXT 1974722 I?ve are <> I've is
SYMPTOM_TEXT 1971344 infections dr z-pac 2-3days w breath Dr <> infection doctor 2-3 with breathe The
SYMPTOM_TEXT 1971216 al <> all
SYMPTOM_TEXT 2150891 your <> my
SYMPTOM_TEXT 2155129 Dr <> doctor the
SYMPTOM_TEXT 1971305 mid section improve 2-3days <> mid-section I improved 2-3 days
SYMPTOM_TEXT 2151035 <> no
SYMPTOM_TEXT 2155014 got report <> hurt go reported
SYMPTOM_TEXT 2155179 more mild <> milder
SYMPTOM_TEXT 1971746 didnt Didnt <> There didn't Didn't were
SYMPTOM_TEXT 2155388 has <> had
SYMPTOM_TEXT 2137835 Pat 19720820 <> Patient
SYMPTOM_TEXT 1971854 fest <> fist
SYMPTOM_TEXT 2136660 Pat 19530106 <>
SYMPTOM_TEXT 2137829 Pat 19641028 <> Patient
2 VAX_DOSE_SERIES UNK <> 2 [2155130, 2155166]
VAX_LOT 2 cells of trivial non-letter differences ignored
VAX_LOT 1981542 [] <> EP7534
15 columns altered
5877 modified reports on 2022-03-11
Writing ... vaers_changes/2022-03-11_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 153, 'OTHER_MEDS': 141, 'HISTORY': 113, 'LAB_DATA': 102, 'ALLERGIES': 92, 'CUR_ILL': 77, 'VAX_LOT': 9, 'SPLTTYPE': 8, 'PRIOR_VAX': 4, 'AGE_YRS': 4, 'VAX_DOSE_SERIES': 2, 'STATE': 2, 'ER_ED_VISIT': 1, 'HOSPITAL': 1, 'HOSPDAYS': 1, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'symptom_entries': 0}
This week
71 delayed/late/gapfill
413 deleted
1 restored
117 cell edits trivial not printed
710 cell edits significant
56 cells emptied entirely
153 writeups changed
All time
532948 delayed/late/gapfill
5995 deleted
3 restored
9593141 cell edits trivial not printed
5636 cell edits significant
186 cells emptied entirely
1278 writeups changed
21626 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2173151, 2173152, 2173153, 2173154, 2173155, 2173156, 2173158, 2173159]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-03-18
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-03-18_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2187435
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2187410
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2187400
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2187435
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2187410
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2187400
3621 exact duplicates dropped in concatenated files, now 1511796 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2187435
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2187410
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2187400
133367 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1261685 reports to work with (unique VAERS_IDs)
65749 dropped in df_data due to no covid VAX_TYPE involved in the report
81057 dropped in df_vax due to no covid VAX_TYPE involved in the report
81140 dropped in df_syms due to no covid VAX_TYPE involved in the report
1195936 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
17316 SYMPTOM_TEXT field repeat sentences deduped in 3017 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1243444 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1243444 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-03-18_VAERS_CONSOLIDATED.csv
Consolidation of 2022-03-18 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1195936 rows in df_vax_flat
Merging DATA into VAX flattened
1195936 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-03-18_VAERS_FLATTENED.csv
1195936 rows in vaers_flattened/2022-03-18_VAERS_FLATTENED.csv
Flattening of 2022-03-18 done
Using flat 2022-03-11 already in memory, 1183495 rows
Using flat 2022-03-18 already in memory, 1195936 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-03-11 already in memory
Comparing
2022-03-11 v. 2022-03-18
1195936 this drop total covid
1183495 previous total covid
149781 identical set aside
1046155 this drop to work with
1033714 previous to work with
12441 difference
12494 new in 2022-03-18
262 delayed this week
315 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2165995 33.0 <> 34.0
ALLERGIES 74241 cells of trivial non-letter differences ignored
3 ALLERGIES [] <> None [2165531, 2168100, 2170696]
ALLERGIES 2165655 Cigarettes smoke <> Cigarette smoke
ALLERGIES 2168279 sulfur <> Sulfa
ALLERGIES 2162812 Pnemonia <> Pneumonia
ALLERGIES 2162651 Penicillins <> Penicillin
ALLERGIES 2165455 Arethromycine cetroline <> Azithromycin Sertraline
ALLERGIES 2168176 and <>
ALLERGIES 2162705 MORHINE <> Morphine
ALLERGIES 2170857 SULFU <> Sulfa
ALLERGIES 2168692 Sulphur <> Sulfa
ALLERGIES 2168069 Sulsa <> Sulfa
ALLERGIES 2168206 codine <> Codeine
ALLERGIES 2163276 none cortrozone <> Cortisone
ALLERGIES 2170743 penicilin <> Penicillin
ALLERGIES 2168367 sulpha <> Sulfa
CAGE_MO 2170764 0.5 <> []
CAGE_YR 2170764 0.0 <> 9.0
CUR_ILL 22084 cells of trivial non-letter differences ignored
5 CUR_ILL [] <> None [2165380, 2165763, 2168100, 2170696, 2171016]
CUR_ILL 2165675 N/a <> []
CUR_ILL 2165384 no <> None
HISTORY 114996 cells of trivial non-letter differences ignored
3 HISTORY [] <> None [2168100, 2170696, 2171016]
HISTORY 2168877 and <>
HISTORY 2170746 inconstancy <> incontinence
HISTORY 2162705 HYPOTHROIDISM <> Hypothyroidism
HISTORY 2171287 <> and
HISTORY 2165675 N/a <> []
HISTORY 2168203 no <> None
LAB_DATA 83998 cells of trivial non-letter differences ignored
4 LAB_DATA [] <> None [2165739, 2165763, 2170696, 2171032]
LAB_DATA 2168187 CoVid negitive <> COVID negative
LAB_DATA 1786554 CoV-2|RNA Kk 1995-08-30 <> CoV-2,RNA
LAB_DATA 1968609 3/12/2021 negitive <> 03/12/2021 Negative
LAB_DATA 1967750 was <> were
LAB_DATA 2168269 indicates <> indicate
LAB_DATA 2066669 English <>
LAB_DATA 2170929 blood worf <> bloodwork
LAB_DATA 2166096 dimmer <> dimer
2 LAB_DATA no <> None [2165347, 2168203]
LAB_DATA 2168699 two cat <> Two CT
LAB_DATA 2171281 x-ray pneumonia <>
NUMDAYS 2170861 [] <> 11.0
ONSET_DATE 2170861 12/01/2021 <> 12/20/2021
OTHER_MEDS 146845 cells of trivial non-letter differences ignored
OTHER_MEDS 2165675 N/a <> []
OTHER_MEDS 2162796 ZOSTER; INFLUENZA <> []
4 OTHER_MEDS [] <> None [2165380, 2168100, 2170696, 2171016]
OTHER_MEDS 2168178 none at time <> None
OTHER_MEDS 1395549 [] <> "N/A"
OTHER_MEDS 2170848 mutlivitamin <> Multivitamin
OTHER_MEDS 2168203 rabastatin 5MG <> Pravastatin 5MG
OTHER_MEDS 2168367 Adderalla <> Adderall
OTHER_MEDS 2157930 takes <> Take
OTHER_MEDS 2167976 Turguim <> Targin
OTHER_MEDS 2171287 1xday <> 1 time a day
OTHER_MEDS 2166089 Levathroxine <> Levothyroxine
OTHER_MEDS 2163095 takes <> take
OTHER_MEDS 2168206 symbolta losarden <> Cymbalta Losartan
OTHER_MEDS 2168699 asthmanex <> Asmanex
OTHER_MEDS 2162812 Atenerole 50mg <> Atenolol 50 mg
OTHER_MEDS 2168593 vit Biotione <> Vitamin Biotin
OTHER_MEDS 2168091 tlaquenil vosan <> Plaquenil Zofran
OTHER_MEDS 2162665 Vit <> Vitamin
OTHER_MEDS 2168588 urberthoten <> Uretron
OTHER_MEDS 2165763 syntroy <> Synthroid
OTHER_MEDS 2163474 Propranonol <> Propranolol
OTHER_MEDS 2168279 Vit <> Vitamin
OTHER_MEDS 2165591 Vitmian Vitimian <> Vitamin
OTHER_MEDS 2168560 Singular <> Singulair
OTHER_MEDS 2165995 nasacourt vit <> Nasacort Vitamin
OTHER_MEDS 2166096 D|E <> D,E
OTHER_MEDS 2168124 mgt cycle pram Glycoma <> mg Citalopram Glaucoma
OTHER_MEDS 2171100 baby <> bBaby
OTHER_MEDS 2168335 esotilpram hydrochlorithiazide <> Escitalopram Hydrochlorothiazide
OTHER_MEDS 2170851 hydroxyzine 1|000 iron co q <> Aydroxyzine 1,000 Iron CoQ
OTHER_MEDS 2168199 Clonapin <> Klonopin
OTHER_MEDS 2162705 GABAPENTIN <>
OTHER_MEDS 2162739 clincomicin <> Clindamycin
OTHER_MEDS 2168160 Singular vit <> Singulair Vitamin
OTHER_MEDS 2165377 Kloricacone 25mg 5mg Rovastatin 20mg <> Klorcon Rosuvastatin
OTHER_MEDS 2168877 Metrozole Depline <> Metronidazole Deplin
OTHER_MEDS 2168358 sod Dr <>
OTHER_MEDS 2171076 provigal vit <> Provigil Vitamin
OTHER_MEDS 2167999 Herbalstartan <> Herbal Statin
OTHER_MEDS 2168176 and oil <> Oil
OTHER_MEDS 2162719 Invokana <>
OTHER_MEDS 2168187 Flexeril <> Flexural
OTHER_MEDS 2170976 AMBIEM U <> Ambient
OTHER_MEDS 2165439 Diflanack da <> Diclofenac d
OTHER_MEDS 10/20 columns 100/101 rows
PRIOR_VAX 14283 cells of trivial non-letter differences ignored
PRIOR_VAX 2168206 tetnise shot <> Tetanus Shot
SEX 2170914 [] <> F
SPLTTYPE 158808 cells of trivial non-letter differences ignored
6 SPLTTYPE [] <> vsafe [2168069, 2168216, 2168260, 2170733, 2170744, 2170746]
STATE 2162793 [] <> AZ
STATE 2165524 DE <> FL
STATE 1885038 [] <> FR
STATE 2165636 AL <> MI
STATE 2171625 [] <> VA
SYMPTOM_TEXT 975886 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2168187 Tachacardia <> an Tachycardia
SYMPTOM_TEXT 2165591 misdisnoised symptions throut mediciation diognois diagnosi <> misdiagnosed symptoms were throat medication diagnosis
SYMPTOM_TEXT 2163276 physicals <> physical
SYMPTOM_TEXT 2168367 syntromax <> Zithromax
SYMPTOM_TEXT 2168883 vx anti-inflamatory Dr's him Gastroenternologist afib He Dr testings Metroprolol Apirin he'll <> vaccine I anti-inflammatory Doctors that am it Gastroenterologist me my testing Metoprolol Aspirin
SYMPTOM_TEXT 2165528 Dr <> doctor
SYMPTOM_TEXT 1433274 <> A and
SYMPTOM_TEXT 2168593 out <> of Gout
SYMPTOM_TEXT 2168176 02|2022 You <> 02,2022
SYMPTOM_TEXT 2167976 participant steriods <> I steroids
SYMPTOM_TEXT 1967730 worst <> worse me
SYMPTOM_TEXT 2168553 doctors The Dr <> doctor's doctor
SYMPTOM_TEXT 1967699 uncontrol <> uncontrolled an
SYMPTOM_TEXT 2162656 test w <> tests with
SYMPTOM_TEXT 2165712 ache <> aches
SYMPTOM_TEXT 2168206 <> I had and my
SYMPTOM_TEXT 1968609 03/12/2021)When occured <> 03/12/2021 When occurred
SYMPTOM_TEXT 2168560 sx Dr x-raying bcomplex <> then surgery doctor X-rays B Complex
SYMPTOM_TEXT 2170878 DR THE <> and the doctor
SYMPTOM_TEXT 2168685 Covid 10days <> COVID-19 10 days
SYMPTOM_TEXT 2168203 breathe <> breath
SYMPTOM_TEXT 2168877 steriod <> steroid
SYMPTOM_TEXT 2163126 hrs later doctors <> hours Later doctor's
SYMPTOM_TEXT 2162793 drs <> doctors
SYMPTOM_TEXT 2168895 breakthru CoVid <> breakthrough COVID
SYMPTOM_TEXT 2171465 he <>
SYMPTOM_TEXT 1967750 an consisted remove of pts pt <> persisted removed for were me F daughter
SYMPTOM_TEXT 2162824 tachycardic didn?t <> tachycardia didn't
SYMPTOM_TEXT 2162705 ACHY COULDNT DR AND WENT FOR A BURSITIS MADE APPT WITH ORTHO ARM IS ONLY TO <> itchy and couldn't doctor went to an that Bursitis So made appointment with my Orthopedic Doctor arm It
SYMPTOM_TEXT 2165506 dr <> doctor
SYMPTOM_TEXT 2162749 Dr <> doctor
SYMPTOM_TEXT 2163110 specialists pressures coved <> specialist COVID
SYMPTOM_TEXT 2171032 dr <> doctor
SYMPTOM_TEXT 2163474 sill tot he <> still
SYMPTOM_TEXT 2168169 Participant <> I
SYMPTOM_TEXT 2069847 English <>
SYMPTOM_TEXT 2162812 Dr she her <> the doctor I
SYMPTOM_TEXT 2163286 5 day started <> 5-day start
SYMPTOM_TEXT 2168279 vax Dr w <> vaccine doctor
SYMPTOM_TEXT 2170743 <> me
SYMPTOM_TEXT 2168140 lade dr <> blade doctor
SYMPTOM_TEXT 2162676 in heart beat <> on heartbeat
4 VAX_DOSE_SERIES 1|2 <> 2|1 [1036170, 1749322, 1853993, 1942274]
VAX_LOT 381 cells of trivial non-letter differences ignored
VAX_LOT 1036170 011J20A||042L20A <> 042L20A|011J20A
VAX_LOT 1942274 MRNA|BNT162B2(P||BNT162B2(PF 3 <> BNT162B2(PF 3|MRNA,BNT162B2(P
VAX_LOT 1749322 Eh989plp||ECO192 <> ECO192|Eh989plp
VAX_LOT 2168180 OO2A21A <> 002A21A
VAX_LOT 2165384 071f21a-b <> 071F21A
VAX_MANU 6 cells of trivial non-letter differences ignored
VAX_NAME 37 cells of trivial non-letter differences ignored
symptom_entries 1578 cells of trivial non-letter differences ignored
symptom_entries 1475907 _|_Hallucinations| mixed_|_Hallucination| visual_|_ <> _|_Hallucination, visual_|_Hallucinations, mixed_|_
20 columns altered
1039391 modified reports on 2022-03-18
Writing ... vaers_changes/2022-03-18_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'OTHER_MEDS': 107, 'ALLERGIES': 83, 'LAB_DATA': 83, 'SYMPTOM_TEXT': 78, 'HISTORY': 77, 'CUR_ILL': 56, 'VAX_LOT': 17, 'PRIOR_VAX': 9, 'SPLTTYPE': 7, 'STATE': 5, 'VAX_DOSE_SERIES': 4, 'CAGE_MO': 1, 'NUMDAYS': 1, 'SEX': 1, 'CAGE_YR': 1, 'AGE_YRS': 1, 'ONSET_DATE': 1, 'symptom_entries': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'V_FUNDBY': 0, 'VAX_DATE': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'OFC_VISIT': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'DATEDIED': 0}
This week
262 delayed/late/gapfill
315 deleted
0 restored
1593143 cell edits trivial not printed
533 cell edits significant
5 cells emptied entirely
78 writeups changed
All time
533210 delayed/late/gapfill
6310 deleted
3 restored
11186284 cell edits trivial not printed
6169 cell edits significant
191 cells emptied entirely
1356 writeups changed
22410 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2187426, 2187427, 2187428, 2187429, 2187430, 2187432, 2187433, 2187434]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-03-25
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-03-25_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2196117
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2198428
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2198398
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2196117
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2198428
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2198398
3656 exact duplicates dropped in concatenated files, now 1523211 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2196117
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2198428
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2198398
133367 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1272184 reports to work with (unique VAERS_IDs)
66429 dropped in df_data due to no covid VAX_TYPE involved in the report
82038 dropped in df_vax due to no covid VAX_TYPE involved in the report
81977 dropped in df_syms due to no covid VAX_TYPE involved in the report
1205755 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
18321 SYMPTOM_TEXT field repeat sentences deduped in 2308 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1253878 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1253878 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-03-25_VAERS_CONSOLIDATED.csv
Consolidation of 2022-03-25 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1205755 rows in df_vax_flat
Merging DATA into VAX flattened
1205755 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-03-25_VAERS_FLATTENED.csv
1205755 rows in vaers_flattened/2022-03-25_VAERS_FLATTENED.csv
Flattening of 2022-03-25 done
Using flat 2022-03-18 already in memory, 1195936 rows
Using flat 2022-03-25 already in memory, 1205755 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-03-18 already in memory
Comparing
2022-03-18 v. 2022-03-25
1205755 this drop total covid
1195936 previous total covid
151211 identical set aside
1054544 this drop to work with
1044725 previous to work with
9819 difference
10190 new in 2022-03-25
38 delayed this week
409 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2184272 69.0 <> 68.0
AGE_YRS 2180647 72.0 <> 74.0
ALLERGIES 74511 cells of trivial non-letter differences ignored
ALLERGIES 2184252 Avellox <> Avelox
ALLERGIES 2184637 silicon <> silicone
ALLERGIES 1967943 selfish <> Shellfish
ALLERGIES 1963837 Nurotin <> Neurontin
ALLERGIES 2182442 N/a <> []
ALLERGIES 1963975 NKA <> Unknown
ALLERGIES 984701 None <> []
ALLERGIES 1967918 BACTRUM <> Bactrim
ALLERGIES 2182540 TETTRACYCLINE <> Tetracycline
ALLERGIES 1963346 and <>
ALLERGIES 2182517 Sofia <> Sulfa
ALLERGIES 2183024 Sulphur <> Sulfa
ALLERGIES 2182539 Sulphur <> Sulfa
ALLERGIES 1963931 TREES AND GRASS <> Trees Grass
ALLERGIES 2184299 Fluticisone Simabastain Liptor Mepotorode zetec Kodeine <> fluticasone simvastatin Lipitor metoprolol Zyrtec codeine
ALLERGIES 2182382 medrol aprin <> Medrol Aspirin
2 ALLERGIES no <> None [2182310, 2182314]
ALLERGIES 2184191 sacorine msg guinne pigs <> Saccharin msg Guinea pigs
ALLERGIES 2180101 cirpfloxacin <> Ciprofloxacin
CAGE_YR 984701 29.0 <> []
CUR_ILL 22216 cells of trivial non-letter differences ignored
CUR_ILL 2184241 [] <> No
5 CUR_ILL [] <> None [2170664, 2180040, 2184182, 2184227, 2184252]
CUR_ILL 1963769 and <>
CUR_ILL 984701 None <> []
2 CUR_ILL no <> None [2182310, 2182314]
HISTORY 116038 cells of trivial non-letter differences ignored
HISTORY 1967943 and depression anxiety <> Depression/Anxiety
HISTORY 2182540 CONNS MIGRANES <> Conn's Migraines
HISTORY 1963769 and <>
HISTORY 2177862 eye <> eyes
HISTORY 1967918 TACACARDIA <> Tachycardia
HISTORY 1963931 AND CHOLESTROL <> High Cholesterol
HISTORY 2184299 High cholestoral <> High cholesterol
HISTORY 2167998 MIGRANES <> Migraines
HISTORY 2182442 N/a <> []
HISTORY 984701 None <> []
HISTORY 1968202 Hypo thyroids <> Hypothyroid
HISTORY 1967910 hyper calcimia <> Hypercalcemia
HISTORY 2182382 arthytis <> Arthritis
2 HISTORY no <> None [2182300, 2182314]
HISTORY 2182338 none <> No
LAB_DATA 84803 cells of trivial non-letter differences ignored
5 LAB_DATA [] <> None [1963837, 1968083, 2180040, 2184252, 2184359]
LAB_DATA 1967812 [] <> Unknown
LAB_DATA 2179902 COVID <> COVID-19
LAB_DATA 2184725 Negitive <> Negative
LAB_DATA 2177786 and <>
LAB_DATA 2182546 cat chest xray <> CT Chest X-ray
LAB_DATA 2173531 CHEST XRAYS D-DIMER QUANTITIVE TRIPONENE ULTRA SOUND THORACYNTESIS <> Chest X-rays D-Dimer Quantitative Troponin Ultrasound Thoracenteses
LAB_DATA 1967943 and a lot of that I don't remember <>
LAB_DATA 1963218 Covid Apr Oct <> COVID tests April October
2 LAB_DATA <> Positive [1968064, 1968093]
LAB_DATA 1091828 DON <> Medical Center
LAB_DATA 1967824 Does not recall <> Unknown
LAB_DATA 1967918 ECHO XRAYS <> Echocardiogram X-rays
LAB_DATA 1968202 I started getting nauseous. I didn't throw ... ~185 more <> []
LAB_DATA 2182442 N/a <> []
LAB_DATA 2182314 No <> None
LAB_DATA 1919638 Abbott ID-Now <>
LAB_DATA 1963818 does not know approximate dates <> in
LAB_DATA 1963351 due to his age is what doctor <>
LAB_DATA 1963880 no <> []
LAB_DATA 2182300 no <> None
LAB_DATA 2182338 none <> No
OFC_VISIT 2183024 [] <> Y
OTHER_MEDS 147322 cells of trivial non-letter differences ignored
OTHER_MEDS 1395549 "N/A" <> []
OTHER_MEDS 984701 None <> []
2 OTHER_MEDS [] <> None [2170664, 2182421]
OTHER_MEDS 1967952 Pt wanted to skip this <> Unknown
OTHER_MEDS 1963668 Zyrtec Primilla <> Zyrtec Pirmella
OTHER_MEDS 2177837 estogen progestron <> Estrogen Progesterone
OTHER_MEDS 2184191 losartin bayer asprin 325 <> Losartan Bayer aspirin 325
OTHER_MEDS 2182346 Alopurinol <> Allopurinol
OTHER_MEDS 1963818 once daily <> 1x/day
OTHER_MEDS 2177816 mutlivitamin <> Multivitamin
OTHER_MEDS 1963931 CHLOESTROL MEDCINE <> Cholesterol Medicine
OTHER_MEDS 2180482 multi Zinc Vit <> multivitamin zinc vitamin
OTHER_MEDS 1963837 Vit <> Vitamin
OTHER_MEDS 2177786 metoprolol succinte 50 mg levophyroxine 75mic <> Metoprolol Succinate 50 mg Levothyroxine 75 micrograms
OTHER_MEDS 1963914 Olmesartin <> Olmesartan
OTHER_MEDS 2184283 5mg Vit <> vitamin
OTHER_MEDS 2184284 letmotrigen amplophine <> Lamotrigine Amlodipine
OTHER_MEDS 1967836 cetrizine <> Cetirizine
OTHER_MEDS 2173531 METROPALOL MULTI VITAMIN <> Metoprolol Multivitamins
OTHER_MEDS 2180060 pepsin <> Pepcid
OTHER_MEDS 1967824 does not <> I don't
OTHER_MEDS 1963559 OMPERAZOLE <> Omeprazole
OTHER_MEDS 1963297 vit beet <> Vitamin Beet
OTHER_MEDS 1967818 <> I
OTHER_MEDS 1963711 pantopizol and levoothyroxine <> Pantoprazole Levothyroxine
OTHER_MEDS 2182449 Muti Vitamin <> Multivitamin
OTHER_MEDS 1963605 amban <> Ambien
OTHER_MEDS 2184299 Vitim Ginger Kurkuman Postosim <> vitamin ginger curcumin potassium
OTHER_MEDS 1968066 capculse <> capsules
OTHER_MEDS 1967943 50MG 1 daily 175MCD a day 30MG 2 time and ibuprofen <> 50mg 1x/day 175mcd 30mg 2x/day Ibuprofen
OTHER_MEDS 2180101 visoprolog tumerick suppliment multi vitamin <> Bisoprolol Turmeric supplement multivitamin
OTHER_MEDS 8/21 columns 100/114 rows
OTHER_MEDS 2182540 LEVOTHYROXCIN METOCLOPROMIDE EMGALIPY <> Levothyroxine Metoclopramide Emgality
OTHER_MEDS 2184225 Muti-Vitamin <> Multivitamin
OTHER_MEDS 1968147 70 mg once a week 11 day 40 5 10 <> 70mg 1x/week 11mg 1x/day 40mg 5mg 10mg
OTHER_MEDS 1967918 DIAZAPAN FOSFOMYACIN GABAPINTIN TOLTEROCINE ZILTIAZEN DEXILENT COMPLEX ALBUTEROL <> Diazepam Fosfomycin Gabapentin Tolterodine Diltiazem Dexilant C
OTHER_MEDS 2177862 2,000mg <> 2|000mg
PRIOR_VAX 14340 cells of trivial non-letter differences ignored
PRIOR_VAX 2177756 <> a
RECVDATE 1 cell of trivial non-letter differences ignored
SPLTTYPE 160049 cells of trivial non-letter differences ignored
SPLTTYPE 984701 [] <> USPFIZER INC2021087110
9 SPLTTYPE [] <> vsafe [1968083, 2179749, 2180391, 2182321, 2182431, 2182539, 2182546, 2184191, 2184284]
STATE 2180159 AR <> AZ
STATE 2182374 [] <> IL
STATE 2180188 MA <> MI
STATE 2182429 NJ <> NY
STATE 2184624 VA <> WV
SYMPTOM_TEXT 986518 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2182429 L <> left
SYMPTOM_TEXT 2179902 COVID <> COVID-19
SYMPTOM_TEXT 2177863 testing Shorty full blown <> test Shortly full-blown
SYMPTOM_TEXT 2184737 A Epimembrane <> Epi membrane
SYMPTOM_TEXT 2182314 affect Dr she anti nausea <> effect doctor She anti-nausea
SYMPTOM_TEXT 2072833 PEI Webportal <>
SYMPTOM_TEXT 1963346 worst er <> worse ER
SYMPTOM_TEXT 2184272 dx'd w ulcerative <> diagnosed w/ulcerative
SYMPTOM_TEXT 2182310 ever <>
SYMPTOM_TEXT 2184305 covid <> COVID-19
SYMPTOM_TEXT 2184299 determind rynaud <> determined Raynaud
SYMPTOM_TEXT 1091828 DON of <>
SYMPTOM_TEXT 1963559 also on <> On
SYMPTOM_TEXT 1967910 chest <> Chest my
SYMPTOM_TEXT 2173531 GONNA WORSE TROUBLE BREATHING SO DR ADJUSTED MEDS IT DIDNT HELP COULDNT WALK WITHOUT REFERRED TO CARDIOLOGIST AND HE FOUND THAT A 3 DRAININGS PROBLEMS DOING ANY ACTIVITY BEEEN LEAST 6 TIMES BEEN HOSPITALIZED OR MORE WITH <> and that going to worst trouble breathing so doctor adjusted medicine It didn't help couldn't walk without referred a Cardiologist he found So the three draining doing any activities been least six times hospitalized or more problems with
SYMPTOM_TEXT 1963599 ball-still <> ball This is still
SYMPTOM_TEXT 984701 1week No Received 50mg 1 Worse <> Facial This is a spontaneous report from contactable pharmacist patient 29-year-old female received the dose bnt162b2 PFIZER-BIONTECH COVID-19 VACCINE lot/batch number expiry date unknown via an unspecified route administration on 14Jan2021 16:00 single right arm for immunization The was not reported There were no concomitant medications first 23Dec2020 13:00 left Patient pregnant diagnosed prior vaccination has been tested since known allergies did receive other vaccines within 4 weeks COVID vaccine On 21Jan2021 21:00 one week 50 mg It worse 100 AE resulted in doctor or healthcare professional office/clinic visit emergency room/department urgent care disability permanent damage Outcome event recovered Information requested Sender's Comments A causal association between BNT162B2 events cannot be excluded based compatible temporal relation impact this benefit/risk profile Pfizer product evaluated as part procedures safety evaluation including review analysis aggregate data adverse Any concern identified well appropriate action response will promptly notified RAs Ethics Committees Investigators
SYMPTOM_TEXT 1963218 cant Apr2021 3 <> I can't April 2021 Three
SYMPTOM_TEXT 1967934 was <> on the were
SYMPTOM_TEXT 2177888 <> I felt a lot of had
SYMPTOM_TEXT 2182540 NAUSEAU VOMITTING ALOT DR <> nausea vomiting and a lot the doctor
SYMPTOM_TEXT 2182517 an serve <> a severely
SYMPTOM_TEXT 2182321 Covid Severe headache fatique <> I had COVID My symptoms were severe headaches and fatigue
SYMPTOM_TEXT 2182861 <> I had a and was
SYMPTOM_TEXT 2182391 chill <> chills
SYMPTOM_TEXT 1968093 congestive my <> congestion to me
SYMPTOM_TEXT 1968064 serve SOB test the <> a severe shortness of breath
SYMPTOM_TEXT 2182602 flulike <> I had flu like
SYMPTOM_TEXT 2182344 Migraine <> I had migraines and the
SYMPTOM_TEXT 1963605 muscles ache <> muscle aches
SYMPTOM_TEXT 1963970 papular <> popular
SYMPTOM_TEXT 2182546 Chest pain <> I had chest pains and my
SYMPTOM_TEXT 1963955 palpatil Ekg gain <> palpate EKG gained
SYMPTOM_TEXT 1963837 shirt <> shot
SYMPTOM_TEXT 2167998 COULDNT VOMITTING <> and couldn't vomiting the
SYMPTOM_TEXT 2184291 sooth <> soothe
SYMPTOM_TEXT 2184225 On 02/07/2021 starting take suppose stated <> started taken supposed
SYMPTOM_TEXT 1968202 nauseus din't zoombie diaherrea also <> nauseous didn't zombie diarrhea
SYMPTOM_TEXT 1968130 starting <> started
SYMPTOM_TEXT 1968145 didn?t wasn?t doctor?s couldn?t it?s <> didn't wasn't doctor's couldn't worse it's
SYMPTOM_TEXT 1963211 thought <> of
SYMPTOM_TEXT 1967918 BREATHE <> breath the
SYMPTOM_TEXT 2179800 WAS HAD 2 WEEKS SO POSITIVE <> It two weeks was which positive
SYMPTOM_TEXT 1741652 MAD SAM <> Regulatory Authority
SYMPTOM_TEXT 1963556 weeks <> pounds
SYMPTOM_TEXT 2182549 Dr test <> doctor tests for
SYMPTOM_TEXT 2186557 FIMEA <> RA
SYMPTOM_TEXT 1240531 white Hispanic or Latino <>
SYMPTOM_TEXT 2182382 t hen i <> to I Then
SYMPTOM_TEXT 1963695 Dr <> doctor
SYMPTOM_TEXT 2182431 <> My and was
SYMPTOM_TEXT 2184257 Dr <> doctor
SYMPTOM_TEXT 2182782 Vision <> My vision was my
SYMPTOM_TEXT 2182300 AM Left Had temp Mon Tues Took Still <> I had The By and It temperatures Monday Tuesday still pains
SYMPTOM_TEXT 1963668 her <> me
SYMPTOM_TEXT 2177837 Nov30,2021 i at <> Nov30|2021 I
SYMPTOM_TEXT 2182449 an apatite <> appetite
SYMPTOM_TEXT 2180507 4mo <> 4 months
SYMPTOM_TEXT 2084328 Ben ben <> pt
SYMPTOM_TEXT 1159414 RN BSN CCM Nurse Navigator NMG <>
SYMPTOM_TEXT 1967824 she her <> I my
SYMPTOM_TEXT 1968109 toe nails 20,000 regards may be <> toenails 20|000 regard maybe
SYMPTOM_TEXT 1968148 at the moment <> now
SYMPTOM_TEXT 1967943 lost mu <> loss
SYMPTOM_TEXT 1967952 a plan <> plans
SYMPTOM_TEXT 1963863 then <> than
SYMPTOM_TEXT 972942 VSAFE <> MOBILE APPLICATION
SYMPTOM_TEXT 1968178 blots <> blood
SYMPTOM_TEXT 13/21 columns 100/116 rows
SYMPTOM_TEXT 1919638 Abbott ID-Now <>
SYMPTOM_TEXT 2177867 <> blood
SYMPTOM_TEXT 2179815 Covid <> COVID vaccine
SYMPTOM_TEXT 1233186 Shauna/daughter <> daughter
SYMPTOM_TEXT 1968147 it <>
SYMPTOM_TEXT 1968171 try <> tried
SYMPTOM_TEXT 1323098 black <>
SYMPTOM_TEXT 1963351 fliud mins with <> When person in fluid minutes to
SYMPTOM_TEXT 1963567 high pitched me <> high-pitched my
SYMPTOM_TEXT 1967818 Still feeling <> I still felt
SYMPTOM_TEXT 2184252 dobbler they wks Dr tarsotenal Othoepediac Nerve <> doppler They weeks doctor tarsal tunnel Orthopedic nerve
SYMPTOM_TEXT 1963834 was <> were
SYMPTOM_TEXT 2083823 UK-MHRA MHRA <>
TODAYS_DATE 1 cell of trivial non-letter differences ignored
4 VAX_DOSE_SERIES 2|1 <> 1|2 [1036170, 1749322, 1853993, 1942274]
2 VAX_DOSE_SERIES UNK <> 1 [2182431, 2182546]
VAX_DOSE_SERIES 2182321 UNK <> 2
VAX_LOT 381 cells of trivial non-letter differences ignored
VAX_LOT 1036170 042L20A|011J20A <> 011J20A||042L20A
VAX_LOT 1749322 ECO192|Eh989plp <> Eh989plp||ECO192
VAX_LOT 1942274 BNT162B2(PF 3|MRNA,BNT162B2(P <> MRNA|BNT162B2(P||BNT162B2(PF 3
VAX_MANU 6 cells of trivial non-letter differences ignored
VAX_NAME 37 cells of trivial non-letter differences ignored
VAX_ROUTE 984701 IM <> []
V_ADMINBY 984701 UNK <> PUB
symptom_entries 1604 cells of trivial non-letter differences ignored
symptom_entries 1475907 _|_Hallucination, visual_|_Hallucinations, mixed_|_ <> _|_Hallucinations| mixed_|_Hallucination| visual_|_
symptom_entries 984701 _|_Facial pain_|_Neuralgia_|_Sleep disorder_|_ <> _|_Facial neuralgia_|_
21 columns altered
1050623 modified reports on 2022-03-25
Writing ... vaers_changes/2022-03-25_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'OTHER_MEDS': 119, 'SYMPTOM_TEXT': 116, 'ALLERGIES': 87, 'LAB_DATA': 80, 'HISTORY': 79, 'CUR_ILL': 55, 'SPLTTYPE': 11, 'VAX_LOT': 9, 'VAX_DOSE_SERIES': 7, 'STATE': 5, 'PRIOR_VAX': 3, 'AGE_YRS': 2, 'symptom_entries': 2, 'OFC_VISIT': 1, 'CAGE_YR': 1, 'V_ADMINBY': 1, 'VAX_ROUTE': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'DISABLE': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
38 delayed/late/gapfill
409 deleted
0 restored
1607827 cell edits trivial not printed
579 cell edits significant
12 cells emptied entirely
116 writeups changed
All time
533248 delayed/late/gapfill
6719 deleted
3 restored
12794111 cell edits trivial not printed
6748 cell edits significant
203 cells emptied entirely
1472 writeups changed
22478 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2197889, 2198076, 2198119, 2198132, 2198360, 2198395, 2198421, 2198422]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-04-01
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-04-01_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2211027
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2211028
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2211004
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2211027
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2211028
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2211004
3692 exact duplicates dropped in concatenated files, now 1535751 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2211027
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2211028
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2211004
133367 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1283812 reports to work with (unique VAERS_IDs)
67023 dropped in df_data due to no covid VAX_TYPE involved in the report
82928 dropped in df_vax due to no covid VAX_TYPE involved in the report
82796 dropped in df_syms due to no covid VAX_TYPE involved in the report
1216789 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
19135 SYMPTOM_TEXT field repeat sentences deduped in 2642 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1265528 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1265528 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-04-01_VAERS_CONSOLIDATED.csv
Consolidation of 2022-04-01 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1216789 rows in df_vax_flat
Merging DATA into VAX flattened
1216789 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-04-01_VAERS_FLATTENED.csv
1216789 rows in vaers_flattened/2022-04-01_VAERS_FLATTENED.csv
Flattening of 2022-04-01 done
Using flat 2022-03-25 already in memory, 1205755 rows
Using flat 2022-04-01 already in memory, 1216789 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-03-25 already in memory
Comparing
2022-03-25 v. 2022-04-01
1216789 this drop total covid
1205755 previous total covid
1204916 identical set aside
11873 this drop to work with
839 previous to work with
11034 difference
11552 new in 2022-04-01
84 delayed this week
602 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 8 cells of trivial non-letter differences ignored
ALLERGIES 1967382 [] <> None
ALLERGIES 1954961 Bactrin <> Bactrim
ALLERGIES 1967549 and iodine <> Iodine
ALLERGIES 1964079 Fligil <> Flagyl
ALLERGIES 1959178 Gluten florine tabified <> Gluten Florinef Tabified
ALLERGIES 1958743 sulpha <> Sulfa
5 ALLERGIES N/a <> [] [1959123, 1959322, 1967630, 2196562, 2197325]
ALLERGIES 1967516 No <> None
ALLERGIES 1967466 No allergic <>
ALLERGIES 1959477 PENINCILLIN <> Penicillin
ALLERGIES 1964238 Altha-Gal <> Alpha-Gal
ALLERGIES 2194892 sulfur <> Sulfa
ALLERGIES 2196231 Sulpha <> Sulfa
ALLERGIES 1958857 Sulphur <> Sulfa
ALLERGIES 1955967 and <>
ALLERGIES 2196337 cromic <> Chromic
ALLERGIES 2196288 nka <> None
ALLERGIES 1967485 no <> None
ALLERGIES 1959559 solfa <> Sulfa
ALLERGIES 1954975 codine <> Codeine
ALLERGIES 2196230 sulfur drug <> Sulfa drug
CUR_ILL 1 cell of trivial non-letter differences ignored
CUR_ILL 1964094 [] <> None
7 CUR_ILL N/a <> [] [1959123, 1959178, 1959322, 1963501, 1967630, 2196516, 2196562]
2 CUR_ILL No <> None [1964004, 1967516]
5 CUR_ILL no <> None [1967466, 1967485, 1967546, 1967568, 1967571]
CUR_ILL 2196384 none <> Nne
DATEDIED 1 cell of trivial non-letter differences ignored
DIED 1912613 [] <> Y
HISTORY 4 cells of trivial non-letter differences ignored
HISTORY 1967546 1 2 <>
HISTORY 1967611 ARTHRITHIS <> Arthritis
HISTORY 1955319 Isomnia <> Insomnia
HISTORY 1963501 <> haul
HISTORY 1955527 Hx <> History
HISTORY 2197143 a[nea <> Apnea
HISTORY 1959004 BP <> Blood Pressure
HISTORY 1959049 HBP <> High Blood Pressure
HISTORY 1959171 BP <> Blood Pressure
HISTORY 1964224 or valve and whole migraines <> of Valve Hole Migraines
HISTORY 1955654 Hx <> history of
HISTORY 2197326 Hx asthma <> History Asthma
HISTORY 2136340 SCLEROSE EN PLAQUE MAI <>
2 HISTORY N/a <> [] [1959322, 2197325]
HISTORY 1964004 No <> None
HISTORY 1967481 None <>
HISTORY 1724093 VA <>
HISTORY 1964240 <> Reflex Sympathetic Dystrophy
HISTORY 1954906 athritis <> Arthritis
HISTORY 1959358 hx <> history
HISTORY 1963976 long covid-19 <> Long haul COVID-19
HISTORY 1967485 no <> None
HISTORY 1967520 decency <> deficiency
LAB_DATA 9 cells of trivial non-letter differences ignored
LAB_DATA 1967563 [] <> None
LAB_DATA 1959926 APPT <> Appointment
LAB_DATA 1967611 AND XRAY <> X-ray
LAB_DATA 1967498 she <> I
LAB_DATA 1967568 COVID-19-negative/positive <> 10/19 COVID 19 Test Negative 10/22 COVID 19 Test Positive
LAB_DATA 1964238 Cat <> CT
LAB_DATA 1967612 No Eco Cardio Gram <> Not Echocardiogram
LAB_DATA 1952297 Key tones <> Ketones
LAB_DATA 1967547 <> Diagnosed with Iritis
LAB_DATA 1964224 Gynecologist=Biospy ultra sound <> Gynecologist biopsy ultrasound
LAB_DATA 1958742 BLOOD WORK <> and Bloodwork
3 LAB_DATA N/a <> [] [1959123, 1963501, 2197325]
LAB_DATA 1967466 No <> None
LAB_DATA 1967414 perform <> performed
LAB_DATA 1967516 She doesn't remember <> Unknown
LAB_DATA 1967543 did <> done
LAB_DATA 1955830 <> did a
LAB_DATA 1959559 <> for my shoulder I
LAB_DATA 1958808 ultradsound <> Ultrasound
LAB_DATA 1967457 no other then exam which were <> Examination
LAB_DATA 1967485 no test <> None
NUMDAYS 941593 2.0 <> 7.0
OFC_VISIT 941593 Y <> []
ONSET_DATE 1 cell of trivial non-letter differences ignored
OTHER_MEDS 13 cells of trivial non-letter differences ignored
2 OTHER_MEDS N/a <> [] [1959322, 1963501]
OTHER_MEDS 1967612 NONE BEFORE VACCINATION. NOW : Carvedilol 12.5mg Lisinopril 2.5mg <> None
OTHER_MEDS 1964004 No <> None
OTHER_MEDS 2194312 Metropolon <> Metoprolol
OTHER_MEDS 2196556 Vit HUMIRA <> Vitamin Humira
OTHER_MEDS 1959477 GABIPINTIN IBUFPROFEN <> Gabapentin Ibuprofen
OTHER_MEDS 1967541 once daily <> 1x/daily
OTHER_MEDS 2196643 Vit <> Vitamin
OTHER_MEDS 1967483 is on medicine <> I take meds
OTHER_MEDS 1959122 <> Daily
OTHER_MEDS 1967568 Atoravastin Vit <> Atorvastatin Vitamin
OTHER_MEDS 1959543 and <>
OTHER_MEDS 1955597 muti <> Multivitamin
2 OTHER_MEDS Singular Multi Vitamin <> Singulair Multivitamin [2196311, 2196319]
OTHER_MEDS 1967630 vit <> Vitamin
OTHER_MEDS 1958654 Testerone <> Testosterone
OTHER_MEDS 1967486 I was taking a and <>
OTHER_MEDS 1959135 <> Birth Control 400mg/day
OTHER_MEDS 2196287 Singular Multi Vitamin <> Singulair Multivitamin
OTHER_MEDS 2196257 Vit <> Vitamin
OTHER_MEDS 1955153 <> 20mg Trazodone 100 Antidepressant 150mg
OTHER_MEDS 2196226 potassium 25mg low dose asprin Multi vitamin <> Aspirin Multivitamin
OTHER_MEDS 1967571 Standard Vitamins such as Vin <> Vinegar
OTHER_MEDS 1955280 Welbutrin multi vitamin <> Wellbutrin Multivitamin
OTHER_MEDS 1964224 Colchine 1xday Topamex 2xday Losartin Amiodipine <> Colchicine 1x/day Topamax 2x/day Losartan Amlodipine
OTHER_MEDS 1955432 vit <> Vitamin
OTHER_MEDS 2196362 trimedierin multi vitamin statton night <> Triamterene Multivitamin Statin Night
OTHER_MEDS 10/19 columns 100/114 rows
OTHER_MEDS 1955077 succ <> Succinate
OTHER_MEDS 1967546 I take 1 2 Vit 3 4 5 6 7 8 Tumeric 9 <> Vitamin Turmeric
OTHER_MEDS 1964079 1 3 times a day Flutizozone <> 1x/daily 3x/day Fluticasone
OTHER_MEDS 1959358 dailu Gabapentin 3 <> Gabap
OTHER_MEDS 1955646 Li <> Liqu
OTHER_MEDS 1955654 Hydroxyzine HCL <> Hydroxyzi
OTHER_MEDS 1964237 myo lutine lipoic acid ubiq <> Myo-Inositol Blend Lutein Li
OTHER_MEDS 1964032 Magn <> Magne
OTHER_MEDS 1955947 refresh cit <> drops-Refresh
PRIOR_VAX 1958857 covid <> COVID-19
PRIOR_VAX 1959926 INCREDIABLE PHIZER I MOTH KN <> incredible Pfizer month knees
RECOVD 941593 [] <> N
RECVDATE 1 cell of trivial non-letter differences ignored
9 SPLTTYPE [] <> vsafe [1954754, 1954757, 1954785, 1954906, 1955183, 1955280, 1955346, 1963372, 2196226]
STATE 941593 [] <> IL
SYMPTOM_TEXT 34 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1959063 physical her She is Dr an <> physically me I doctor's as
SYMPTOM_TEXT 1967541 <> I
SYMPTOM_TEXT 1958837 dr <> doctor
SYMPTOM_TEXT 1959686 Averse <> Adverse
SYMPTOM_TEXT 1958857 24hrs swelled didnt 3-4days Went <> 24 hrs swollen didn't 3-4 days went
SYMPTOM_TEXT 1967547 i could er iritis <> experienced On couldn't emergency room My Iritis
SYMPTOM_TEXT 1967382 <> in
SYMPTOM_TEXT 1955432 Dr <> The doctor
SYMPTOM_TEXT 1955330 Dr MD <> A the doctor
SYMPTOM_TEXT 1959543 heart beat Hx <> heartbeat history
SYMPTOM_TEXT 1959712 Dr <> The doctor
SYMPTOM_TEXT 1954754 a advise w epipen <> advised with EpiPen
SYMPTOM_TEXT 1967568 hrs 36hrs thrusty post nasal go no to <> hours 36 thirsty postnasal did not get
SYMPTOM_TEXT 1964054 low grade went my were getting inflamed covid <> low-grade gone COVID
SYMPTOM_TEXT 1952297 key tones <> ketones
SYMPTOM_TEXT 1964237 was <> were
SYMPTOM_TEXT 2194312 tricep <> triceps
SYMPTOM_TEXT 1724093 on active duty the Army as a Civilian <> employed position
SYMPTOM_TEXT 1954980 Dr <> The doctor
SYMPTOM_TEXT 1955519 leision <> lesion
SYMPTOM_TEXT 2195834 Brian <> Brain
SYMPTOM_TEXT 2197311 vax bp Dr Tachacardia <> vaccine blood pressure The doctor Tachycardia
SYMPTOM_TEXT 1964240 5days the <> 5 days
SYMPTOM_TEXT 1964004 To am tested <> I went Tested Doctor note no
SYMPTOM_TEXT 2194886 vx spread <> vaccine It spreading
SYMPTOM_TEXT 1967481 <> a
SYMPTOM_TEXT 1958920 in <> I had inches of
SYMPTOM_TEXT 2196388 SO COULDNT <> and couldn't
SYMPTOM_TEXT 1967483 ER show <> emergency room showed
SYMPTOM_TEXT 1964032 don't <> didn't
SYMPTOM_TEXT 1959563 STILL OCCURING <> I had and still occurring
SYMPTOM_TEXT 1955289 <> I had and
SYMPTOM_TEXT 1955617 i diarreha then sever <> I diarrheas with and Then severe
SYMPTOM_TEXT 2196433 <> I had and am
SYMPTOM_TEXT 1959430 HIVES <> I had hives.
SYMPTOM_TEXT 1952188 ANTI BIOTIC <> and antibiotic
SYMPTOM_TEXT 2194895 <> was
SYMPTOM_TEXT 1295172 CVS <> pharmacy
SYMPTOM_TEXT 2188152 2 3 UptoDate 5-12 5-7 9 7-9 Pfizer/Biontech 6 10 11 12 13 <> Database Comirnaty-Pfizer/Biontech Concerns
SYMPTOM_TEXT 1955319 Previous Developed her <> I previously me
SYMPTOM_TEXT 1959926 laters continue alot <> later an continued lot
SYMPTOM_TEXT 1959358 shouldn?t was Wasn?t it?s I?m check <> shouldn't were Wasn't it's I'm checkup
SYMPTOM_TEXT 1958742 RT COULDNT EFFECTS HRS LATER <> right couldn't the affects so hours later
SYMPTOM_TEXT 2194906 Dr <> the doctor
SYMPTOM_TEXT 1955493 <> I was
SYMPTOM_TEXT 1959477 A FIB AND STOMACHE <> A-fib stomach the and
SYMPTOM_TEXT 2194705 Dr <> The doctor
SYMPTOM_TEXT 1967546 Went ER were Antibiotic Also <> the formed also went emergency room where antibiotics in
SYMPTOM_TEXT 2196583 Dr <> doctor
SYMPTOM_TEXT 1963999 health prescript <> My a telehealth prescribed life
SYMPTOM_TEXT 2085844 Medicines Agency WEB PEI PF <> regulatory authority-WEB
SYMPTOM_TEXT 1958743 Palsey <> Palsy
SYMPTOM_TEXT 1967516 described as <> on like
SYMPTOM_TEXT 1958856 Covid Like headache|but <> COVID-19 like headache but
SYMPTOM_TEXT 2196337 The <> They
SYMPTOM_TEXT 1955280 she Epi Pen Ambulance <> I breathe EpiPen
SYMPTOM_TEXT 1967498 Saw <> I saw
SYMPTOM_TEXT 1952037 rash continued <>
SYMPTOM_TEXT 1967543 nauseas ER <> I've nausea emergency room
SYMPTOM_TEXT 1967549 participant covid She her Was has <> me COVID I was a have
SYMPTOM_TEXT 1959548 him <> me
SYMPTOM_TEXT 1955412 occuring wasnt <> occurring wasn't
SYMPTOM_TEXT 1959559 2 AM THE <> the 2pm
SYMPTOM_TEXT 1959361 lilt <> lift
SYMPTOM_TEXT 1959241 til <> until
SYMPTOM_TEXT 1964238 ER <> emergency room
SYMPTOM_TEXT 1967485 days hands taught you this augemented off <> my My had thought your augmented used them away With
SYMPTOM_TEXT 1954975 <> me Had
SYMPTOM_TEXT 2196362 they Dr <> They Doctor
SYMPTOM_TEXT 1967612 a his The breathe <> an high having breath am now taking Carvedilol 12.5mg Lisinopril 2.5mg since vaccine
SYMPTOM_TEXT 2196253 Dr <> doctor the The
SYMPTOM_TEXT 941593 soft ball size lymph node under arm pit of injected arm <> hives from neck to thighs itchy aches all over
SYMPTOM_TEXT 16/19 columns 100/100 rows
SYMPTOM_TEXT 2103528 Authority(Reference born 10-May-1969 foster 10.05.1969 district <> Authority Reference
TODAYS_DATE 1 cell of trivial non-letter differences ignored
symptom_entries 2189711 <> _|_Exposure during pregnancy_|_
symptom_entries 941593 _|_Lymphadenopathy_|_ <> _|_Pain_|_Pruritus_|_Urticaria_|_
19 columns altered
6953 modified reports on 2022-04-01
Writing ... vaers_changes/2022-04-01_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'OTHER_MEDS': 131, 'HISTORY': 105, 'ALLERGIES': 104, 'SYMPTOM_TEXT': 101, 'LAB_DATA': 72, 'CUR_ILL': 71, 'SPLTTYPE': 9, 'VAX_LOT': 8, 'PRIOR_VAX': 6, 'symptom_entries': 2, 'NUMDAYS': 1, 'RECOVD': 1, 'OFC_VISIT': 1, 'DIED': 1, 'STATE': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DOSE_SERIES': 0, 'VAX_DATE': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'SEX': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
84 delayed/late/gapfill
602 deleted
0 restored
73 cell edits trivial not printed
614 cell edits significant
20 cells emptied entirely
101 writeups changed
All time
533332 delayed/late/gapfill
7321 deleted
3 restored
12794184 cell edits trivial not printed
7362 cell edits significant
223 cells emptied entirely
1573 writeups changed
22813 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2211009, 2211010, 2211011, 2211012, 2211013, 2211017, 2211024, 2211025]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-04-08
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-04-08_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2220137
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2222757
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2222710
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2220137
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2222757
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2222710
3742 exact duplicates dropped in concatenated files, now 1547059 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2220137
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2222757
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2222710
133367 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1294249 reports to work with (unique VAERS_IDs)
67935 dropped in df_data due to no covid VAX_TYPE involved in the report
84228 dropped in df_vax due to no covid VAX_TYPE involved in the report
83874 dropped in df_syms due to no covid VAX_TYPE involved in the report
1226314 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
14304 SYMPTOM_TEXT field repeat sentences deduped in 2057 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1275536 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1275536 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-04-08_VAERS_CONSOLIDATED.csv
Consolidation of 2022-04-08 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1226314 rows in df_vax_flat
Merging DATA into VAX flattened
1226314 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-04-08_VAERS_FLATTENED.csv
1226314 rows in vaers_flattened/2022-04-08_VAERS_FLATTENED.csv
Flattening of 2022-04-08 done
Using flat 2022-04-01 already in memory, 1216789 rows
Using flat 2022-04-08 already in memory, 1226314 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-04-01 already in memory
Comparing
2022-04-01 v. 2022-04-08
1226314 this drop total covid
1216789 previous total covid
1215617 identical set aside
10697 this drop to work with
1172 previous to work with
9525 difference
10274 new in 2022-04-08
145 delayed this week
895 deleted this week kept
1 restored this week 1932690
Column value changes
ALLERGIES 14 cells of trivial non-letter differences ignored
3 ALLERGIES [] <> None [2206433, 2206480, 2206729]
ALLERGIES 1948626 All sulfur <> All Sulfa
ALLERGIES 1943399 AND HAZELNUTS SALMON <> Hazelnuts and Salmon
ALLERGIES 1944259 Diary-lactose <> Dairy Lactose
ALLERGIES 1951461 PRONOLAE DOXICYCLE MUSHROOMS <> Pronolae|Doxycycline Mushroom
ALLERGIES 1948207 <> and Nos
ALLERGIES 2206525 Penacillian <> Penicillin
ALLERGIES 1948232 Penecillin <> Penicillin
ALLERGIES 1948275 Penicillins <> Penicillin
ALLERGIES 1944313 PHENARGHAN <> Phenergan
ALLERGIES 1942653 aspertain <> Aspartame
ALLERGIES 1942641 <> and
ALLERGIES 1944069 Sulphur singular <> Sulfa Singulair
ALLERGIES 1943940 Sulphur <> Sulfa
ALLERGIES 1943902 Sulphur <> Sulfa
ALLERGIES 1947998 YES GRASS/POLLEN KIWI <> Grass Pollen Kiwi
ALLERGIES 1943737 athetromiasin <> Azithromycin
ALLERGIES 1947949 caffine <> Caffeine
ALLERGIES 1947997 penicilin <> Penicillin
ALLERGIES 1975266 Divaltroex sodium Paroxtine Diprasidione Laotrigine diazepam Chlorohexadine <> Divalproex Sodium Paroxetine Ziprasidone Lamotrigine Diazepam Chlorohexidine
ALLERGIES 1943888 sulpha drugs <> Sulfa Drugs
CAGE_MO 1942653 0.0 <> []
CAGE_YR 2130849 [] <> 5.0
CAGE_YR 1942653 0.0 <> 53.0
CUR_ILL 8 cells of trivial non-letter differences ignored
CUR_ILL 2206517 [] <> NOne
6 CUR_ILL [] <> None [2206433, 2206448, 2206480, 2206530, 2206635, 2206729]
CUR_ILL 1260963 HCC <>
3 CUR_ILL No <> None [1942641, 1942653, 2206525]
3 CUR_ILL no <> None [1944259, 1944344, 2206508]
CUR_ILL 2130849 no known dental cavity <> no known/dental cavities
DATEDIED 3 cells of trivial non-letter differences ignored
2 DIED [] <> Y [1066079, 2208850]
DIED 2180632 Y <> []
HISTORY 23 cells of trivial non-letter differences ignored
6 HISTORY [] <> None [2206433, 2206448, 2206480, 2206517, 2206635, 2206729]
HISTORY 1982098 HCC <>
HISTORY 1951643 HYPOTHYRODISM <> Hypothyroidism
HISTORY 2209246 hx <> history
HISTORY 2207134 Ehs DanLos <> Ehlers-Danlos
HISTORY 1947852 Diesease <> Disease
HISTORY 1951461 ATRIVE FIBULATION VENTRICULAT CARDIA ARTHRITHIS GURD <> Atrial Fibrillation Ventricular Cardia Arthritis GERD
HISTORY 1238736 HCC/RAF <>
HISTORY 1944332 and asthma <> Asthma
HISTORY 2088126 HCC <>
HISTORY 1901857 HCC <>
HISTORY 1944554 Hx Non-Hodgkins <> History Non-Hodgkin's
HISTORY 2206624 Hx <> History
HISTORY 1948113 Hx <> History
HISTORY 1975266 venilation hyper tension defenciency <> ventilation Hypertension Deficiency
HISTORY 2095833 HCC <>
HISTORY 1947322 HCC <>
HISTORY 1981750 HCC <>
HISTORY 2204174 heart conduction <> Heart condition
HISTORY 2206508 no <> None
HISTORY 1951321 skleroderma <> Scleroderma
HISTORY 1951307 skleroderma <> Scleroderma
LAB_DATA 13 cells of trivial non-letter differences ignored
7 LAB_DATA [] <> None [2206433, 2206448, 2206517, 2206590, 2206622, 2206635, 2210456]
LAB_DATA 1333218 Carney Daniel E <>
LAB_DATA 1944669 physcial <> physicals
LAB_DATA 1944313 03-24-21 <> Scan 03/24/2021
LAB_DATA 2206525 arthuritis exray <> Arthritis x-ray
LAB_DATA 2088126 366840687 366840667 366302032 366302012 366302006 366302010 366277244 367609129 366277286 366277285 366302028 <>
LAB_DATA 1944554 CAT <> CT
LAB_DATA 1951747 exray <> X-ray
LAB_DATA 1313803 2021-05968 <>
LAB_DATA 1944344 Covid negative <> COVID Test Negative
LAB_DATA 2209226 Covid test <> COVID
LAB_DATA 2095833 368189707 367845785 367845787 367845786 <>
LAB_DATA 1937001 357323249 345426894 <>
LAB_DATA 1944452 patient <> me
LAB_DATA 1704668 Full response is on continuation page <> Sept 4 2021 chest xray radiologist said pneumonia antibiotics prescribed and EKG followup with hospital and COVID-19 Test negative Sept 4-5 2021 went to hospital and they performed EKG and cardiac testing normal and other bloodwork results of the items flagged MPV 10.7 FL Calcium 11.0 mg/dL Total Protein 8.5 gm/dL Globulin 4.9 gm/dL A/G Ratio 0.7 Sept 7 2021 chest xray results no focal consolidation pleural effusion or pneumothorax and COVID-19/Coronovirus RNA PCR test not detected Sept 13 2021 Lab results SARS CoV AB IGG negative and SARS CoV IGM positive MPV is in normal range
LAB_DATA 1944332 Got <>
LAB_DATA 2180071 Order 947100501 <>
LAB_DATA 1942641 No <> None
LAB_DATA 1951230 Vit every thing covid <> Vitamin everything COVID
LAB_DATA 1901857 354573878 354573873 354573874 354573883 <>
LAB_DATA 1944069 Pulmanologist Xray <> Pulmonologist X-ray
LAB_DATA 1942638 <> Test
LAB_DATA 1943770 w <> with
LAB_DATA 1944408 XOLAIR ANTIHISTAMIN STEROIDS <> Xolair Antihistamine Steroids
LAB_DATA 1947997 ekg echocardiagram <> EKG echocardiogram
LAB_DATA 2204160 lab corotid <> Lab Carotid
LAB_DATA 1952234 Saitowitz <>
LAB_DATA 1944311 test for Covid-19-negative after 10day <> COVID-19 Test Negative After 10 day
NUMDAYS 1942653 19424.0 <> 0.0
NUMDAYS 1948357 0.0 <> 28.0
ONSET_DATE 1 cell of trivial non-letter differences ignored
OTHER_MEDS 17 cells of trivial non-letter differences ignored
4 OTHER_MEDS [] <> None [2206433, 2206448, 2206517, 2206525]
OTHER_MEDS 2191294 [] <> HUMIRA
OTHER_MEDS 1943399 PROZAC ZIRTEC <> Prozac Zyrtec
OTHER_MEDS 1944344 Effsor <> Effexor
OTHER_MEDS 1948195 Zertec <> Zyrtec
OTHER_MEDS 1951301 METATOPROL NEXIUM <> Metoprolol Nexium
OTHER_MEDS 1951460 and <>
OTHER_MEDS 1384461 [] <> ETONOGESTREL/ETHINYLESTRADIOL MYLAN
OTHER_MEDS 1944235 Xertec <> Zyrtec
OTHER_MEDS 1947785 and <>
OTHER_MEDS 2209202 Hydrochlorizide <> Hydrochloride
OTHER_MEDS 1943737 Buproprion <> Bupropion
OTHER_MEDS 1951911 Vit <> Vitamins
OTHER_MEDS 1948169 ibuprofren <> Ibuprofen
OTHER_MEDS 1944332 and inhale <> inhaler
OTHER_MEDS 1943847 <> Larstagic
OTHER_MEDS 1948626 Zytrec <> Zyrtec
OTHER_MEDS 1974722 Levocetirizine <> Levocetrizine
OTHER_MEDS 1947784 once a day daily <>
OTHER_MEDS 1948440 DEXONA famotidine <> 10mg 1xday Dexona 180mg Famotidine 40mg
OTHER_MEDS 1943854 LAMICTAL folate <> Lamital Folate
OTHER_MEDS 1944140 4 <> 0.4
OTHER_MEDS 1947924 Vit <> Vitamin
OTHER_MEDS 2206663 Xartio <> Zarxio
OTHER_MEDS 1942638 2.5 mg eye from <> Vitamin 2.5mg Eye for
OTHER_MEDS 1943946 ZANTAC Multi-vitamin <> Zantac 0.5mg 15mg 3X Multivitamin 600mg
OTHER_MEDS 1942641 <> 500 milligram pill 5 ml 5ml
OTHER_MEDS 1951958 Lipaside Omadapine Asprin Vit <> Glipizide Amlodipine Aspirin Vitamin
OTHER_MEDS 1947788 Tantoprazole Rosuzastatin <> Pantoprazole Rosuvastatin
OTHER_MEDS 1947860 Vit bittion 1000 <> Vitamin Biotin1000
OTHER_MEDS 1704668 see continuation page <> Hydrochlorothiazide 25 mg Bayer Aspirin 81 mg Pepcid AC 20mg Zyrtec 10 mg Vitafusion Multivitamin Flonase
OTHER_MEDS 2209226 vit co q 10 <> Vitamin CoQ10
OTHER_MEDS 1942653 5 ml gultathione Benedryl and <> 5ml Glutathione Benadryl
OTHER_MEDS 1947975 vit multi-vitamin <> 100mg 2x daily Vitamin Multivitamin
OTHER_MEDS 1951461 GEPAPENTANE ACEROLE FELAX <> Gabapentin Acerola Folic Asal
OTHER_MEDS 11/24 columns 100/134 rows
OTHER_MEDS 1947997 50mg <>
OTHER_MEDS 1943752 vit <> Vitamin
OTHER_MEDS 1944252 dapsomesone 25MG <> Dapsone 25 MG
OTHER_MEDS 2206934 w/D3 <> with D3
OTHER_MEDS 1951239 Tumeric <> Turmeric
OTHER_MEDS 1943646 Chlorthalideone janvuia jarviance <> Chlorthalidone Januvia Jardiance
OTHER_MEDS 2204235 Hydrochlorothiazide Amberstatin Uptravi <> Hydrochylorozide Amberstantin Aptravi
OTHER_MEDS 1951705 serpraline tri-previsem|Adderall xr L-izine xyzal <> Sertraline Tri-previfem Adderall XR Lazine Xyzal
OTHER_MEDS 2204278 vit <> Vitamin
OTHER_MEDS 1951643 40mg daily Soonvent L-methylfolate <> 40mg/daily Sinovent l-methyl folate
OTHER_MEDS 2206698 5000iu/day 1000mg/day 180mcg/day 1000mcg/day 300mg 100mg 50mcg/day 20mg/day <> 5000 IU/day 1000 mg/day 180 mcg/day 300 mg 100 50 20
OTHER_MEDS 1947908 1 2 3 4 Vit Multi 5 <> Multivitamin Aspi
OTHER_MEDS 1944669 injectio <> in
OTHER_MEDS 1943903 Fish oil 1 <> F
OTHER_MEDS 1943747 lipo flavonids cymbacort pro-air <> Lipo flavonoids Symbicort Pro-ai
OTHER_MEDS 1944121 multi-vitamin diclofenac alprazolam <> 200mg 1x daily 1mg Tab 1xdaily 3mg 5mg 40mg Lip cream 5000mcg sublingual 1 dropper full Generic 20mg 1daily Stool Softener 100mg 4 ta
OTHER_MEDS 1948188 decongestio <> deco
OTHER_MEDS 1944551 20 mg 10 migraine <> 20mg 10mg migra
PRIOR_VAX 1 cell of trivial non-letter differences ignored
PRIOR_VAX 1140315 Indian <>
PRIOR_VAX 1943903 vaccin <> vaccines
PRIOR_VAX 1704668 see continuation page for response <> First Vax Symptoms August 5 Day of itchy arms and face mild runny nose mild injection site pain left arm but there
12 SPLTTYPE [] <> vsafe [1943497, 1943540, 1947867, 1947899, 1951239, 1951321, 1974722, 1975266, 2204132, 2204160, 2207116, 2207134]
STATE 2206614 AR <> AZ
STATE 1948093 MN <> MO
SYMPTOM_TEXT 34 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2209176 Dr flim a seams <> Doctor phlegm an seems
SYMPTOM_TEXT 1944551 plant based have <> of plant-based having
SYMPTOM_TEXT 1951625 improve <> improvement
SYMPTOM_TEXT 1948169 Dr <> doctor
SYMPTOM_TEXT 2209146 participant <> I and
SYMPTOM_TEXT 1951747 breathe head aches e-xay <> breath headaches X-ray
SYMPTOM_TEXT 1943560 her <> the
SYMPTOM_TEXT 1942653 swell milligram 25milligram 19May2021 tdap Had 24Sep2020 <> my were swollen I milligrams At I've had experienced This an 19 May 2021 A T-dap 24 Sep 2020
SYMPTOM_TEXT 1942641 24Sep2020 bite 1 st swelling scratchiness milligram hrs PCP Advised <> 24 Sep 2020 I bitten my scratchy symptoms after hours day were primary care physician received also
SYMPTOM_TEXT 1948054 dont Covid Jul though <> don't COVID-19 Jul2021 thought
SYMPTOM_TEXT 2209228 dr <> doctor
SYMPTOM_TEXT 1944669 noticed NP <> On Nurse Practitioner
SYMPTOM_TEXT 1238123 CMC <>
SYMPTOM_TEXT 1947924 swole to its <> was swollen it's
SYMPTOM_TEXT 2207132 specialists <> specialist
SYMPTOM_TEXT 1944313 AND RADIATED <> I that radiated and
SYMPTOM_TEXT 1947784 dr <> doctor
SYMPTOM_TEXT 1951239 test <> tests
SYMPTOM_TEXT 1947646 spreaded <> spread
SYMPTOM_TEXT 1943497 w Dr <> with The doctor
SYMPTOM_TEXT 1951216 i around alieve <> Around Aleve
SYMPTOM_TEXT 1947867 Pt states that after Phizer Optomologist <> After Pfizer Ophthalmologist
SYMPTOM_TEXT 1951468 INJ MIGRANES STUDDERING 2ND <> injection migraines and my shuddering second
SYMPTOM_TEXT 1293404 CMS/HCC <>
SYMPTOM_TEXT 1944045 The everyday <> They every day
SYMPTOM_TEXT 1951918 Dr <> the doctor The me
SYMPTOM_TEXT 2206508 C19 <> COVID19
SYMPTOM_TEXT 1317886 Spanish 911 fo <> EMS for follow up on this Monday 5/17/2021 Per Client already taking an anticoagulant other chronic medical conditions is starting to speak clearer and able eat without difficulties Suggested continue with PCP call emergency verbalized understanding information provided
SYMPTOM_TEXT 1537645 inmate <> patient
SYMPTOM_TEXT 1944344 couldnt zaicam tyneol Doctor Loss cant diareahha head <> couldn't I became Tylenol lost can't diarrhea headache contacted
SYMPTOM_TEXT 1951332 aprox <> approximately
SYMPTOM_TEXT 1942638 break through Covid covid last <> breakthrough COVID on were a lasted the also
SYMPTOM_TEXT 1947929 bc <> because
SYMPTOM_TEXT 1943852 covid notes diareahha diarehha <> COVID nodes diarrhea
SYMPTOM_TEXT 1943646 appetitte <> appetite
SYMPTOM_TEXT 1981750 HCC <>
SYMPTOM_TEXT 1947322 hopsital HCC <> hospital
SYMPTOM_TEXT 1944259 pain s week-tired <> experienced pains like weak tired
SYMPTOM_TEXT 1944311 example-days <> I experienced and for example days
SYMPTOM_TEXT 1943847 <> I and
SYMPTOM_TEXT 1948316 couldn?t don?t were <> couldn't don't where
SYMPTOM_TEXT 1951301 i welping <> whelping the
SYMPTOM_TEXT 1947997 weazing cardiolist echocardiagram <> wheezing cardiologist echocardiogram
SYMPTOM_TEXT 2206931 Covid <> I had COVID with and
SYMPTOM_TEXT 2207129 Covid <> I had COVID with and
SYMPTOM_TEXT 2206698 Tellogen Efflubium Its <> Telogen Effluvium It's
SYMPTOM_TEXT 2204202 HAD A REALLY <> had a
SYMPTOM_TEXT 1944579 EKD ER <> EKG emergency room any
SYMPTOM_TEXT 2209229 a <> an
SYMPTOM_TEXT 1948321 DR <> and the doctor
SYMPTOM_TEXT 2209226 <> I had
SYMPTOM_TEXT 1948376 <> hands
SYMPTOM_TEXT 1951643 <> I had and
SYMPTOM_TEXT 1947860 101 102 dr <> 101-102 doctor
SYMPTOM_TEXT 2206488 flem <> phlegm
SYMPTOM_TEXT 1975266 weekness <> I had weakness and a
SYMPTOM_TEXT 1951461 VOMITTING <> vomiting have that They
SYMPTOM_TEXT 1951689 Flagyl <> Flagel
SYMPTOM_TEXT 1947966 Dr Cellulitous <> the doctor Cellulitis
SYMPTOM_TEXT 1947998 IN <> I had and with
SYMPTOM_TEXT 1951705 x <> I had twice for
SYMPTOM_TEXT 2207116 tinnitis <> tinnitus
SYMPTOM_TEXT 1947908 Dr <> doctor
SYMPTOM_TEXT 1943888 Neurotin metopralol <> Neurontin metoprolol
SYMPTOM_TEXT 2206942 <> and
SYMPTOM_TEXT 1944413 The their <> there
SYMPTOM_TEXT 1943752 dr Dr vit <> doctor The Vitamin
SYMPTOM_TEXT 1943747 knicked <> nicked
SYMPTOM_TEXT 1293257 CMS/HCC <>
SYMPTOM_TEXT 1944554 <> of
SYMPTOM_TEXT 2027339 on 07-Jun-2021 <>
SYMPTOM_TEXT 1948314 2weeks <> My I had an and my 2 weeks
SYMPTOM_TEXT 15/24 columns 100/131 rows
SYMPTOM_TEXT 1948275 have <>
SYMPTOM_TEXT 1947899 cardio version Dr's <> cardioversion doctors
SYMPTOM_TEXT 1951230 diareahha 14decc2021 exsist <> diarrhea 14Dec2021 Fatigue exist
SYMPTOM_TEXT 1948357 couch 40 hrs <> cough 40hrs
SYMPTOM_TEXT 1238683 ACLS <>
SYMPTOM_TEXT 2030949 On 29-NOV-2021 <>
SYMPTOM_TEXT 1901857 HCC <>
SYMPTOM_TEXT 2130849 pediative ob <> pediatric
SYMPTOM_TEXT 1947852 Pepsid <> Pepcid
SYMPTOM_TEXT 2206548 THEN <> and then she
SYMPTOM_TEXT 2206933 test <> tests
SYMPTOM_TEXT 1704668 Full response is on continuation page <> Starting Sept 1 I had discomfort in the sternum burning in the esophagus and dryness in the nose and throat On Sept 4 went to urgent care facility for those issues They performed an EKG referred me to hospital for followup chest xray and COVID-19 test They prescribed antibiotics On Sept 4 went to the Hospital ER for EKG and further cardiac testing which was negative I am following up with my cardiologist next week On Sept 7 went back to the ER for pain through ribs and bodyaches and fever They performed a chest xray and COVID-19 test Prescribed tylenol and motrin for fever and pain On Sept 13 followed up with my primary care doctor on these visits and sent me for bloodwork for COVID I still have discomfort in the sternum dry throat runny nose headache and bodyaches on occasion I am taking motrin for pain
SYMPTOM_TEXT 2209187 Covid real <> COVID really
SYMPTOM_TEXT 1943878 diareahha <> diarrhea
SYMPTOM_TEXT 1944332 vomitted <> vomited experienced
SYMPTOM_TEXT 1947938 exp <> I experienced
SYMPTOM_TEXT 1951547 do <> due
SYMPTOM_TEXT 2209236 prescribe <> prescribed
SYMPTOM_TEXT 1303031 black <>
SYMPTOM_TEXT 1293449 white <>
SYMPTOM_TEXT 1928329 29-Mar-19548 <>
SYMPTOM_TEXT 2209195 Dr <> the doctor
SYMPTOM_TEXT 2210971 RR <>
VAX_DATE 2 cells of trivial non-letter differences ignored
VAX_DOSE_SERIES 1948357 1 <> 2
VAX_DOSE_SERIES 2191294 1|UNK <> 1
VAX_DOSE_SERIES 1384461 UNK|1 <> 1
VAX_LOT 3 cells of trivial non-letter differences ignored
VAX_LOT 1948357 031LZ0A <> 0254Z1A
VAX_LOT 1943399 MODERNA <>
VAX_MANU 2191294 Janssen|Unknown <> Janssen
VAX_MANU 1384461 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 2191294 C19 Janssen|Not Specified NO BRAND NAME <> C19 Janssen
VAX_NAME 1384461 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 2 cells of trivial non-letter differences ignored
VAX_SITE 2 cells of trivial non-letter differences ignored
VAX_TYPE 2191294 COVID19|UNK <> COVID19
VAX_TYPE 1384461 UNK|COVID19 <> COVID19
symptom_entries 1694650 <> _|_COVID-19 pneumonia_|_
symptom_entries 1461950 _|_Full blood count_|_ <>
symptom_entries 2144252 <> _|_Unevaluable event_|_
24 columns altered
7594 modified reports on 2022-04-08
Writing ... vaers_changes/2022-04-08_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'OTHER_MEDS': 148, 'SYMPTOM_TEXT': 131, 'HISTORY': 109, 'LAB_DATA': 107, 'ALLERGIES': 104, 'CUR_ILL': 80, 'VAX_LOT': 13, 'SPLTTYPE': 12, 'PRIOR_VAX': 4, 'VAX_DOSE_SERIES': 3, 'DIED': 3, 'symptom_entries': 3, 'VAX_TYPE': 2, 'VAX_MANU': 2, 'NUMDAYS': 2, 'VAX_NAME': 2, 'CAGE_YR': 2, 'STATE': 2, 'CAGE_MO': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'V_FUNDBY': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
145 delayed/late/gapfill
895 deleted
1 restored
123 cell edits trivial not printed
730 cell edits significant
2 cells emptied entirely
131 writeups changed
All time
533477 delayed/late/gapfill
8216 deleted
4 restored
12794307 cell edits trivial not printed
8092 cell edits significant
225 cells emptied entirely
1704 writeups changed
23202 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2222739, 2222740, 2222741, 2222742, 2222743, 2222744, 2222745, 2222746]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-04-15
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-04-15_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2220137
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2235908
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2235785
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2220137
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2235908
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2235785
3761 exact duplicates dropped in concatenated files, now 1559471 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2220137
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2235908
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2235785
133367 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1306096 reports to work with (unique VAERS_IDs)
68449 dropped in df_data due to no covid VAX_TYPE involved in the report
84933 dropped in df_vax due to no covid VAX_TYPE involved in the report
84591 dropped in df_syms due to no covid VAX_TYPE involved in the report
1237647 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
12769 SYMPTOM_TEXT field repeat sentences deduped in 2124 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1287243 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1287243 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-04-15_VAERS_CONSOLIDATED.csv
Consolidation of 2022-04-15 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1237647 rows in df_vax_flat
Merging DATA into VAX flattened
1237647 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-04-15_VAERS_FLATTENED.csv
1237647 rows in vaers_flattened/2022-04-15_VAERS_FLATTENED.csv
Flattening of 2022-04-15 done
Using flat 2022-04-08 already in memory, 1226314 rows
Using flat 2022-04-15 already in memory, 1237647 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-04-08 already in memory
Comparing
2022-04-08 v. 2022-04-15
1237647 this drop total covid
1226314 previous total covid
153665 identical set aside
1083982 this drop to work with
1072649 previous to work with
11333 difference
12476 new in 2022-04-15
549 delayed this week
1692 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2218257 66.0 <> 62.0
ALLERGIES 74930 cells of trivial non-letter differences ignored
2 ALLERGIES [] <> None [2214048, 2218093]
ALLERGIES 921743 ASA MARISCOS <> ASA Seafood
ALLERGIES 2218327 miacins <> Niacin's
ALLERGIES 2002363 Sulphur <> Sulfa
ALLERGIES 2214287 Iodine Z PAK latex <> Iodine Cipro Z-Pak Latex
ALLERGIES 2214286 sulfur <> Sulfa
ALLERGIES 2220348 Sulfur <> Sulfa
ALLERGIES 2214893 Sulpha Antibitoics <> Sulfa Antibiotics
ALLERGIES 2209316 Sulpha <> Sulfa
ALLERGIES 2214899 Sulphur <> Sulfa
ALLERGIES 2215990 Sulphur <> Sulfa
ALLERGIES 2220247 Sulphur Drugs <> Sulfa Drugs
ALLERGIES 2215955 Sulphur Taxatare <> Sulfa Taxotere
ALLERGIES 2216024 codeine <>
ALLERGIES 2220521 Sulphur <> Sulfa
ALLERGIES 2/18 columns 100/115 rows
ALLERGIES 2214051 depocoat <> Depakote
CUR_ILL 22482 cells of trivial non-letter differences ignored
10 CUR_ILL [] <> None [1964079, 2213342, 2214048, 2214116, 2218058, 2218078, 2218093, 2218242, 2218244, 2218387]
CUR_ILL 2042910 failure CMS/HCC);Chronic CMS/HCC);Crohn's CMS/HCC carrier CMS/HCC);Hypertension <> failure);Chronic disease;Crohn's carrier;Hypertension
CUR_ILL 1070967 02/22 <>
3 CUR_ILL N/a <> [] [2209530, 2210017, 2216433]
CUR_ILL 2214051 sarcradosis <> Sarcoidosis
DATEDIED 1 cell of trivial non-letter differences ignored
DIED 1310109 [] <> Y
HISTORY 117729 cells of trivial non-letter differences ignored
2 HISTORY [] <> None [2214048, 2214116]
HISTORY 1864870 valve)|s/p Kathrins <> valve),s/p
HISTORY 921743 ASMA HIPOGLICEMIA <> Asthma Hypoglycemia
HISTORY 2042910 failure CMS/HCC);Chronic CMS/HCC);Crohn's CMS/HCC carrier CMS/HCC);Hypertension <> failure);Chronic disease;Crohn's carrier;Hypertension
HISTORY 1944551 Asthma since I was a baby <>
HISTORY 2216061 and <>
HISTORY 2215973 Hx hx <> History
HISTORY 2215800 Immuno compromised Barrets <> Immunocompromised Barrett's
HISTORY 2215265 The MELODY <>
HISTORY 2100764 Pat <> Patient
2 HISTORY N/a <> [] [2210017, 2216433]
HISTORY 2214051 sarcradosis <> Sarcoidosis
LAB_DATA 87224 cells of trivial non-letter differences ignored
15 LAB_DATA [] <> None [1964079, 2213137, 2214098, 2214116, 2218058, 2218078, 2218093, 2218114, 2218233, 2218242, 2218244, 2218268, 2218287, 2218645, 2218970]
LAB_DATA 2220296 3|2021 Doctor nero phycologist 19|2021 all 6|2022 <> 3,2021 neuropsychologist 19,2021 haul All 6,2022
LAB_DATA 1331752 <> Hoping the two areas would begin to heal on their own and pain lessen I have NOT sought any Medical help or attention had come onto VAERS Website in hopes of receiving more specific instructions seeking advice but see this is not case YOU can call me my cell text email
LAB_DATA 2215900 N/A. <> []
LAB_DATA 2216433 N/a <> []
LAB_DATA 2209549 Dr <> Doctor
LAB_DATA 2043985 Opthamologist <> Ophthalmologist
LAB_DATA 2200269 bloeddruk normale polsslag <> normal
LAB_DATA 2178577 CNFOG and EPOPE <>
LAB_DATA 2129529 hal <> half
LAB_DATA 1396089 in north Texas <>
LAB_DATA 2216088 Ultra sounds Retna <> Ultrasounds Retina
LAB_DATA 2214057 titre <> titer
OTHER_MEDS 148399 cells of trivial non-letter differences ignored
3 OTHER_MEDS [] <> None [2214048, 2214116, 2218078]
OTHER_MEDS 2184191 Bayer 325 <>
OTHER_MEDS 2214028 Zartac <> Zantac
OTHER_MEDS 2209409 maloxican <> Meloxicam
OTHER_MEDS 2216430 buperion <> Bupropion
OTHER_MEDS 2220373 VIT daily <> Vitamin Daily
OTHER_MEDS 2214121 vit <> Vitamin
OTHER_MEDS 2218327 vit <> Vitamin
OTHER_MEDS 2216024 <> Vitamin D
OTHER_MEDS 2214287 blood sugar c vitamin d3 b <> Blood Pressure Medicine D D3 B
OTHER_MEDS 2218957 phosomax <> Fosamax
OTHER_MEDS 2215889 MULTIPLE VITAMIN 25 ATORVASTATIN <> Multivitamin 0.25 Atorvastin
OTHER_MEDS 8/18 columns 100/146 rows
OTHER_MEDS 2218704 levathroxin womens <> Levothyroxine Women's
OTHER_MEDS 1290635 Vit.A|B|C|D|E;American <> Vit.A,B,C,D,E;American Turmeric;Zinc;Valerian,PassionFlower,Magnesium
OTHER_MEDS 2218160 Cimbrocore Singular <> Symbicort Singulair
OTHER_MEDS 1292380 Gundry MD <>
OTHER_MEDS 2215800 Inbokna Prodo nix Prezocopix Tibicay <> Invokana Protonix Prezcobix Tivicay
OTHER_MEDS 2214076 Muti-Vitamin <> Multivitamin
OTHER_MEDS 2209787 Multi <> Multivitamin
OTHER_MEDS 2216381 Multi <> Multivitamin
OTHER_MEDS 2214286 vitam <> Vita
OTHER_MEDS 1944551 migra <> migrai
PRIOR_VAX 14511 cells of trivial non-letter differences ignored
SPLTTYPE 164714 cells of trivial non-letter differences ignored
SPLTTYPE 1285337 Georgia department of pub <> []
STATE 2214501 AR <> AZ
STATE 2209991 CO <> NM
STATE 2218092 WV <> VA
SYMPTOM_TEXT 1012515 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2220173 Dr <> the doctor
SYMPTOM_TEXT 2216430 a <> an
SYMPTOM_TEXT 2209324 an noise Went though <> nose I went thought
SYMPTOM_TEXT 2220209 CORY <> INDIVIDUAL
SYMPTOM_TEXT 1951791 the Hospital Care at Home COVID program <> home
SYMPTOM_TEXT 2043985 vx Opthamologist <> vaccine Ophthalmologist
SYMPTOM_TEXT 2214287 <> the
SYMPTOM_TEXT 2209761 vx <> vaccine
SYMPTOM_TEXT 2220268 Dr <> doctor
SYMPTOM_TEXT 2209355 that <>
SYMPTOM_TEXT 2028794 neuropothy <> neuropathy
SYMPTOM_TEXT 2209256 <> and
SYMPTOM_TEXT 2214098 vx <> vaccine
SYMPTOM_TEXT 2209549 vax <> vaccine
SYMPTOM_TEXT 2215960 Dr <> the doctor at Allergy Asthma Associates
SYMPTOM_TEXT 2215861 you <> I
SYMPTOM_TEXT 2215946 w PcP Dr <> with PCP The doctor
SYMPTOM_TEXT 2214269 w Dr <> with the doctor
SYMPTOM_TEXT 2209274 kinda <> kind off
SYMPTOM_TEXT 2215880 was produce On going in <> were produced Ongoing on
SYMPTOM_TEXT 2209294 novacane <> Novocain
SYMPTOM_TEXT 2220296 loose Covid <> lose haul COVID
SYMPTOM_TEXT 2216093 DR <> doctor
SYMPTOM_TEXT 2216075 Dr <> doctor
SYMPTOM_TEXT 1215960 PHN <> Staff
SYMPTOM_TEXT 2218235 cancelation <> cancellation
SYMPTOM_TEXT 2216137 one is Dr Clinic anti inflammatory <> doctor anti-inflammatory
SYMPTOM_TEXT 2209278 i a <> I
SYMPTOM_TEXT 2209435 directives <> directive
SYMPTOM_TEXT 2215889 er doc ct mri <> I ER doctor CT an MRI
SYMPTOM_TEXT 2215875 Chest <> I had with chest
SYMPTOM_TEXT 2216097 Covid <> I had COVID and
SYMPTOM_TEXT 2216144 serve <> severe
SYMPTOM_TEXT 2214289 condition <>
SYMPTOM_TEXT 2209995 and <>
SYMPTOM_TEXT 2215900 general <> generally
SYMPTOM_TEXT 2218061 Paxlovid <> Pavlovic
SYMPTOM_TEXT 2215844 <> I had
SYMPTOM_TEXT 2209787 Dr <> doctor
SYMPTOM_TEXT 2220221 <> I had and
SYMPTOM_TEXT 2209784 Covid sever everyday <> COVID severe every day
SYMPTOM_TEXT 2215939 <> I had which
SYMPTOM_TEXT 2209288 Dr <> doctor
SYMPTOM_TEXT 2214508 chest/head <> chest and head
SYMPTOM_TEXT 2220462 an <> a
SYMPTOM_TEXT 2216013 breathe <> breath
SYMPTOM_TEXT 2209405 Coughing that <> was with
SYMPTOM_TEXT 2181579 English <> this language
SYMPTOM_TEXT 2216158 Dr he <> doctor
SYMPTOM_TEXT 2209400 Went potassium <> I went The Potassium was
SYMPTOM_TEXT 2218148 HOME <> come
SYMPTOM_TEXT 2220520 MY LEGS DIDNT COULDNT <> legs didn't couldn't my
SYMPTOM_TEXT 2216461 Dr <> doctor
SYMPTOM_TEXT 2215872 Dr It?s a <> It's
SYMPTOM_TEXT 2169161 12|000 208|000 218|000/m3 150|000 400|000 15|000/mm3 39|000/mm3 46|000/mm3 20|000/mm3 30|000/mm3 62|000/mm3 11|000/mm3 34|000/mm3 128|000/m3 20|800 189|000 145|000 87|000 85|000 100|000 53|000 42|000 33|000 43|000 35|000 39|000 24|000 32|000 23|000 28|000 12|000/mm3 124|000/mm3 614|000/mm3 158|000/mm3 47|000 4|400/mm3 208|000/mm3 39|000/m3 45|000/mm3 46|000 25|000/mm3 16|000 POLLET 55|000/mm3 <> 12,000 208,000 218,000/m3 150,000 400,000 15,000/mm3 39,000/mm3 46,000/mm3 20,000/mm3 30,000/mm3 62,000/mm3 11,000/mm3 34,000/mm3 128,000/m3 20,800 189,000 145,000 87,000 85,000 100,000 53,000 42,000 33,000 43,000 35,000 39,000 24,000 32,000 23,000 28,000 12,000/mm3 124,000/mm3 614,000/mm3 158,000/mm3 47,000 4,400/mm3 208,000/mm3 39,000/m3 45,000/mm3 46,000 25,000/mm3 16,000 55,000/mm3
SYMPTOM_TEXT 2002047 cist <> cyst
SYMPTOM_TEXT 2178577 CNFOG EPOPE CNGOF French <> below 1st
SYMPTOM_TEXT 2129604 Brian <> Brain
SYMPTOM_TEXT 2216088 Dr.'s <> doctors
SYMPTOM_TEXT 2220146 may neurologists its <> May neurologist it's
SYMPTOM_TEXT 2102423 Pat <> Patient
SYMPTOM_TEXT 2218336 abut <> about
SYMPTOM_TEXT 12/18 columns 100/155 rows
SYMPTOM_TEXT 2209285 covid hade <> COVID
SYMPTOM_TEXT 2207687 Dr <> doctor
SYMPTOM_TEXT 2209450 Dx hx <> diagnosed history
SYMPTOM_TEXT 2215969 hyper activity Dr <> hyperactivity doctor
SYMPTOM_TEXT 2214135 5|2021 <> 5,2021
SYMPTOM_TEXT 2209547 Dr Covid <> COVID The doctor
SYMPTOM_TEXT 2209782 a <> an
SYMPTOM_TEXT 2215963 ect <> etc
SYMPTOM_TEXT 2209265 Dr <> doctor The
SYMPTOM_TEXT 2216061 her teethe a noise head ache going <> my an nose headache ongoing
SYMPTOM_TEXT 2215854 light headed n usea vertical <> lightheaded nausea vertigo
SYMPTOM_TEXT 2220247 Participant she stated <> I
SYMPTOM_TEXT 1067295 as 07/18/2002 <> incorrectly
SYMPTOM_TEXT 928958 EE <> Patient
SYMPTOM_TEXT 1999103 as 11/12/10 Patient's correct is 11/12/09 which he stated 11/12/2009 <>
SYMPTOM_TEXT 2133105 OD 19630504 <>
SYMPTOM_TEXT 2121245 Pat DM <> Patient
SYMPTOM_TEXT 1331752 <> On May 18th 2021 during my work day I began to feel a sharp painful itching under right-side Shoulder blade This rash appears be in 1.5 diameter circular patch with cluster of very small pink bumps Again the pain is intermittent and mostly when accidentally rub back on something or shirt stretches across area The can also intense so much that at times between right armpit lower shoulder seem connected an imaginary set strings from one other do outdoors often years past have been stung bitten by unknown insects ants spiders but usually redness subside disappear within 24 48 hours In this case below NOT subsided color intensity size AND Pain has lingered now 9 days Armpit 6 Right applied Benydryl night time help lessen caused move certain ways cause rubbing affected areas For NOW since not see improvement will seek medical attention as soon possible Other than discomfort related Emergency moment any associated Fever change blood pressure ability care for myself continue career responsibilities am more concerned long term effects additional problems may occur
SYMPTOM_TEXT 921743 RASH EN EL CUERPO DIFICULTAD RESPIRATORIA <> Rash on the body breathing difficulty
SYMPTOM_TEXT 2215973 heart beats light headed 24 hour Hx <> heartbeats lightheaded 24-hour History
SYMPTOM_TEXT 2209467 Dr <> doctor
SYMPTOM_TEXT 2216000 Dr <> doctor
SYMPTOM_TEXT 2215980 Dr|'s <> doctor
SYMPTOM_TEXT 2220252 Dr <> the doctor
SYMPTOM_TEXT 2214284 Dr <> doctor
SYMPTOM_TEXT 2220160 hx <> history
SYMPTOM_TEXT 2220310 DR <> doctor
SYMPTOM_TEXT 2220373 Dr <> the doctor
SYMPTOM_TEXT 2215971 Dr her She <> The doctor me I
SYMPTOM_TEXT 1070967 on 02/22/2021 <>
SYMPTOM_TEXT 1300248 white <>
SYMPTOM_TEXT 2132352 Pat LS <> Patient
SYMPTOM_TEXT 2132351 Pat SJ19521202 <> Patient 19521202
SYMPTOM_TEXT 2215992 wen <> went
SYMPTOM_TEXT 2214510 due te <> do
SYMPTOM_TEXT 2209770 vx Dr <> vaccine doctor
SYMPTOM_TEXT 2220355 was <> were
SYMPTOM_TEXT 2209769 and At ichy <> at itchy
SYMPTOM_TEXT 2178440 CNGOF French EPOPE SAMU CNFOG <>
SYMPTOM_TEXT 2200269 ben er flink beroerd van 0|5MLCOVID-19 <> 0,5MLCOVID-19
SYMPTOM_TEXT 2100764 Pat appropriate.|Linked <> Patient appropriate.,Linked
4 VAX_DOSE_SERIES 1|2 <> 2|1 [1036170, 1749322, 1853993, 1942274]
VAX_DOSE_SERIES 2209435 UNK <> 3
VAX_LOT 385 cells of trivial non-letter differences ignored
VAX_LOT 1036170 011J20A||042L20A <> 042L20A|011J20A
VAX_LOT 1942274 MRNA|BNT162B2(P||BNT162B2(PF 3 <> BNT162B2(PF 3|MRNA,BNT162B2(P
VAX_LOT 1749322 Eh989plp||ECO192 <> ECO192|Eh989plp
VAX_LOT 1967571 [] <> 002A21A
VAX_LOT 2209254 301308A <> 30130BA
VAX_LOT 2216433 [] <> 30245BA
VAX_LOT 2216041 303158A <> 30315BA
VAX_LOT 2209287 PSRER33130B4 <> 33130B4
VAX_MANU 6 cells of trivial non-letter differences ignored
VAX_NAME 37 cells of trivial non-letter differences ignored
VAX_SITE 2214903 [] <> UN
symptom_entries 1661 cells of trivial non-letter differences ignored
symptom_entries 1475907 _|_Hallucinations| mixed_|_Hallucination| visual_|_ <> _|_Hallucination, visual_|_Hallucinations, mixed_|_
symptom_entries 2074858 _|_Cardiac electrophysiologic study abnormal_|_ <> _|_Laboratory test abnormal_|_
symptom_entries 1962207 _|_Blood test_|_Imaging procedure abnormal_|_Magnetic resonance imaging_|_Urine analysis_|_X-ray_|_ <>
18 columns altered
1079169 modified reports on 2022-04-15
Writing ... vaers_changes/2022-04-15_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 155, 'OTHER_MEDS': 154, 'ALLERGIES': 131, 'HISTORY': 94, 'LAB_DATA': 94, 'CUR_ILL': 51, 'VAX_LOT': 21, 'VAX_DOSE_SERIES': 5, 'STATE': 3, 'symptom_entries': 3, 'SPLTTYPE': 2, 'PRIOR_VAX': 2, 'VAX_SITE': 1, 'DIED': 1, 'AGE_YRS': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
549 delayed/late/gapfill
1692 deleted
0 restored
1644594 cell edits trivial not printed
718 cell edits significant
8 cells emptied entirely
155 writeups changed
All time
534026 delayed/late/gapfill
9908 deleted
4 restored
14438901 cell edits trivial not printed
8810 cell edits significant
233 cells emptied entirely
1859 writeups changed
22804 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2235867, 2235868, 2235869, 2235873, 2235879, 2235886, 2235887, 2235888]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-04-22
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-04-22_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2240611
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2247736
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2247536
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2240611
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2247736
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2247536
3771 exact duplicates dropped in concatenated files, now 1570430 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2240611
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2247736
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2247536
133367 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1316331 reports to work with (unique VAERS_IDs)
69200 dropped in df_data due to no covid VAX_TYPE involved in the report
85883 dropped in df_vax due to no covid VAX_TYPE involved in the report
85458 dropped in df_syms due to no covid VAX_TYPE involved in the report
1247131 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
14049 SYMPTOM_TEXT field repeat sentences deduped in 2138 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1297252 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1297252 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-04-22_VAERS_CONSOLIDATED.csv
Consolidation of 2022-04-22 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1247131 rows in df_vax_flat
Merging DATA into VAX flattened
1247131 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-04-22_VAERS_FLATTENED.csv
1247131 rows in vaers_flattened/2022-04-22_VAERS_FLATTENED.csv
Flattening of 2022-04-22 done
Using flat 2022-04-15 already in memory, 1237647 rows
Using flat 2022-04-22 already in memory, 1247131 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-04-15 already in memory
Comparing
2022-04-15 v. 2022-04-22
1247131 this drop total covid
1237647 previous total covid
154413 identical set aside
1092718 this drop to work with
1083234 previous to work with
9484 difference
10869 new in 2022-04-22
122 delayed this week
1508 deleted this week kept
1 restored this week 910642
Column value changes
ALLERGIES 75002 cells of trivial non-letter differences ignored
ALLERGIES 2231414 [] <> No
2 ALLERGIES [] <> None [1940004, 2228995]
ALLERGIES 2225946 gammagaurd erithromyacin <> Gammagard Erythromycin
ALLERGIES 1940307 <> Allergies
ALLERGIES 1939615 many issues here <>
ALLERGIES 1940029 NKA <> No Known Allergies
ALLERGIES 2225831 Singular <> Singulair
2 ALLERGIES No <> None [1939957, 1940084]
ALLERGIES 2221220 Sulfur <> Sulfa
ALLERGIES 2226032 hypertension non-essential tremor <> Tetracycline Ceclor
ALLERGIES 2043957 mold <> and Mold
ALLERGIES 2233751 Shrimp muscles Celebrex <> Shrimp Mussels Celebrex
ALLERGIES 2225853 Singular <> Singulair
ALLERGIES 2233790 tress grasses <> Trees Grass
ALLERGIES 1939690 Sulfur <> Sulfa
ALLERGIES 1939782 Sulfur drugs <> Sulfa drugs
2 ALLERGIES Sulpha <> Sulfa [2233926, 2233935]
ALLERGIES 2006390 Sulpha <> Sulfa
ALLERGIES 2226034 Sulphur <> Sulfa
ALLERGIES 1/16 columns 100/131 rows
ALLERGIES 2233727 grasses weeds <> Grass Weeds
2 ALLERGIES no <> None [1939838, 1940024]
ALLERGIES 1939983 pennicila <> Penicillin
ALLERGIES 1939901 lethartan <> Losartan
CUR_ILL 22538 cells of trivial non-letter differences ignored
CUR_ILL 2231414 [] <> No
6 CUR_ILL [] <> None [1939646, 1939750, 1940004, 1972048, 2231368, 2231386]
CUR_ILL 1939615 Chocking notes <> Choking nodes
CUR_ILL 2225946 z-pac <> Z-Pack
8 CUR_ILL N/a <> [] [1940250, 2220969, 2223043, 2226150, 2231477, 2231604, 2233810, 2233865]
6 CUR_ILL No <> None [1939878, 1939957, 1940084, 1940104, 2228995, 2231814]
4 CUR_ILL no <> None [1939655, 1939838, 1939881, 1940024]
CUR_ILL 2171083 see continuation page <> Tight heel cords acquired bilateral chronic constipation chronic malnutrition restrictive lung disease obstructive sleep apnea
HISTORY 118223 cells of trivial non-letter differences ignored
2 HISTORY [] <> None [1940004, 2229022]
HISTORY 1939615 A chorme mom said there <> Chrome There also
HISTORY 2231477 Hx <> History of
HISTORY 2225946 immuno defiency <> Immune deficiency
HISTORY 2223910 Behcet's <> Bechet's
HISTORY 1940279 Hx <> History
HISTORY 2231177 Stoke <> Stroke
HISTORY 2226385 mistibular myofaciapine isostatic <> Vestibular Myofascial Orthostatic
HISTORY 1939881 BP <> Blood Pressure
HISTORY 1939646 tachardcardia <> Tachycardia
HISTORY 2231851 Hx <> History
HISTORY 1939945 Hx <> History
HISTORY 2225872 HX <> History of
HISTORY 1940307 IBS <> Irritable Bowel Syndrome (IBS)
3 HISTORY N/a <> [] [2223043, 2226150, 2233865]
HISTORY 1371552 HCC <>
HISTORY 2228995 No <> None
HISTORY 2231414 No <>
HISTORY 2223039 No <>
HISTORY 1234111 <> Posner-Schlossman Syndrome aka Glaucomatocyclitic Crisis Bilateral Cataracts ADHD Anxiety Disorder
HISTORY 1958294 HCC <>
HISTORY 1939901 and <>
HISTORY 1940024 no <> None
HISTORY 1939983 other then <> Other than
HISTORY 2225996 zNo <> No
HOSPITAL 2228733 Y <> []
LAB_DATA 88131 cells of trivial non-letter differences ignored
8 LAB_DATA [] <> None [1939750, 2228765, 2229022, 2229228, 2229235, 2231368, 2231372, 2231401]
LAB_DATA 1940029 11/29)CoVid PCR test(negitive <> 11/29 COVID 19 PCR Test Negative
LAB_DATA 1939810 subscribed lower <> prescribed lowered I
LAB_DATA 2233852 page lab results <> Additional information Item 19 From Question 1040 ng/mL
LAB_DATA 1628140 SARA <>
LAB_DATA 1958294 358304117 13721097 358304139 358304127 358175872 358175874 358271346 358271347 358175870 <>
LAB_DATA 2006390 Appointment <> Appt
LAB_DATA 2225946 Catscan-normal Bloodwork-normal Torridol <> Cat scan-normal Blood work-normal Toridol
LAB_DATA 1939646 Covid 19 <> COVID-19 Test
LAB_DATA 2231198 Echogram <> Echocardiogram
LAB_DATA 1939615 his lymph's <> the of lymph
LAB_DATA 1940331 I spoke with my health provider over the phone on 07/27/2021 he prescribed an antibody vitamin C Zinc and D3 <> 07/26/2021 COVID 19 Test Positive
LAB_DATA 1939881 MRI-12/02/2021 <> 12/02/2021 MRI
LAB_DATA 2228995 No <> None
LAB_DATA 1003745 <> REVIEW OF SYSTEMS 10/14 systems reviewed and negative except as above in HPI PHYSICAL EXAM Vitals See Nursing Note Const Well-appearing NAD alert conversant Eyes PERRL EOMI HENT NCAT MMM Neck Trachea midline supple CV RRR Warm well-perfused extremities cap refill 2 seconds RESP Symmetric chest rise Unlabored respiratory effort MSK No gross deformities appreciated Atraumatic Skin dry rashes Neuro A/Ox3 CN II-XII grossly intact motor function all Ambulatory with normal gait Psych Appropriate mood affect LABS NA RADIOLOGY EKG my interpretation PROCEDURES MDM 34-year-old male presents body aches following second COVID vaccine Stable on arrival afebrile reassuring vitals Patient well-appearing exam no productive cough hypoxia or distress to suggest pneumonia Non-toxic appearance low concern for sepsis severe bacterial infection mucous membranes tachycardia clinically significant dehydration PO tolerant ER Plan discharge Tylenol/motrin PRN 24 hour quarters PCP follow-up Discussed findings patient/caregiver Patient/caregiver verbalized understanding agreement plan All questions were answered satisfaction of Written verbal instructions given the patient including strict return precautions was discharged stable condition documentation this note may contain minor grammatical errors/typos CONSULTS Na DIAGNOSIS Vaccine reaction DISPOSITION
LAB_DATA 2043957 Opthamologist <> Ophthalmologist
LAB_DATA 1939838 no <> None
OTHER_MEDS 148645 cells of trivial non-letter differences ignored
2 OTHER_MEDS [] <> None [1940004, 2231409]
OTHER_MEDS 1940084 No <> None
OTHER_MEDS 1940024 no <> None
OTHER_MEDS 2233810 usually <> Usual
OTHER_MEDS 1939759 once daily <> 1x/day
OTHER_MEDS 1940317 once a day <> 1x/day
OTHER_MEDS 2231320 50,000IU <> 50|000IU
OTHER_MEDS 2226131 Verapmil <> Verapamil
OTHER_MEDS 1939706 on medicine <> I take medicines
OTHER_MEDS 2233894 did not know brand name of medication <>
OTHER_MEDS 2233799 81 <> 81mg
OTHER_MEDS 2234247 Balsarpan <> Valsartan
OTHER_MEDS 1940073 SEROQUIL <> Seroquel
OTHER_MEDS 2228722 SINGULAR <> Singulair
OTHER_MEDS 2231492 micrograms <> mg
OTHER_MEDS 1939750 2x per day Clartian 1 a Zyrtek <> 2x/day Claritin 1x/day Zyrtec
OTHER_MEDS 1939778 2x a day 1 <> 2x/day 1x/day
OTHER_MEDS 2226135 Singular <> Singulair
OTHER_MEDS 1939878 10 mg a day Singular <> 10mg 1x/day Singulair
OTHER_MEDS 2231829 Multi W/Vitamin <> Multivitamin with
OTHER_MEDS 2234203 seterazine <> Cetirizine
OTHER_MEDS 6/16 columns 100/177 rows
OTHER_MEDS 2231840 Singular <> Singulair
OTHER_MEDS 2228732 hctv <> HCTZ
OTHER_MEDS 2233929 Singular <> Singulair
OTHER_MEDS 1939702 40MG 1 daily 3 times a day <> 40mg 1x/day 3x/day
OTHER_MEDS 2225932 Albutren <> Wellbutrin
OTHER_MEDS 969403 <> Isosorbide Mononitrate 30 mg Prolia
OTHER_MEDS 1940104 s <>
OTHER_MEDS 2231264 BENDARYL <> Benadryl
OTHER_MEDS 1939742 Prescription Rizatritpan <> Rizatriptan
OTHER_MEDS 2226034 vit <> Vitamin
OTHER_MEDS 1204337 V <> Vitamins D C Gluconate Probiotic Super enzymes Q10 B Multi-Vitamin
OTHER_MEDS 1939655 My me--the 1 mg 2 <> The my me 2mg 1mg as usual
OTHER_MEDS 2233691 Singular <> Singulair
OTHER_MEDS 1939881 twice a day Er <> 2x/day ER
OTHER_MEDS 2231473 Femotidine SUNGULAIR <> Famotidine Singulair
OTHER_MEDS 1939901 10 mg 450 twice daily 81 once <> 10mg 450mg 2x/day 81mg 1x/day
OTHER_MEDS 2226564 inh <> Inhaler
OTHER_MEDS 1234111 <> Famotidine Tadalafil Paroxetine Low-Dose Naltrexone 4.5mg Multivitamin Sublingual B12/B6/Folate Vit C D Meriva 500-SF Curcumin Phytosome OncoPlex Glucoraphanin
OTHER_MEDS 2231628 EM <> E
OTHER_MEDS 2233892 200mg 100mg 40mg Lisipril 40MG Amlodipine besy <> 200 100 40 Lisinopril Amlodipin
OTHER_MEDS 1972048 Valacyclovir <> Va
PRIOR_VAX 14561 cells of trivial non-letter differences ignored
PRIOR_VAX 2225337 Bobby <> Body
PRIOR_VAX 1940162 VACCINE-SEVERE <> Vaccine Severe and
SEX 1940024 [] <> F
SPLTTYPE 165703 cells of trivial non-letter differences ignored
3 SPLTTYPE [] <> vsafe [1940004, 1942471, 2223613]
STATE 2225922 IA <> IL
STATE 2231259 OH <> OR
SYMPTOM_TEXT 1023057 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1940029 11/29)Had kinda ect CoVid test(negitive NP <> 11/29 Had kind like etc COVID test(negative Nurse Practitioner
SYMPTOM_TEXT 1939957 doctors began <> doctor's begun
SYMPTOM_TEXT 2231827 3x <> 3 time
SYMPTOM_TEXT 2225872 HX Dr <> History of The doctor
SYMPTOM_TEXT 2233799 noise <> nose
SYMPTOM_TEXT 1940150 a <> an
SYMPTOM_TEXT 2228691 by <>
SYMPTOM_TEXT 1939655 09/02/2021-I 09/06/2021--The ER heat Glimepiride--I <> 09/02/2021 09/06/2021 Premature ventricular contractions On emergency room Glimepiride
SYMPTOM_TEXT 2233712 Participant <> It I
SYMPTOM_TEXT 1208976 <> Vitals 8:48 AM BP 124/73 HR 63 bpm SpO2 98 9:00 134/86 76 99 Orthostatic Laying 124/78 72 Sitting 160/82 74 Standing 164/86 77 Physical Exam General NAD pale diaphoretic HEENT NC/AT EOMI PERRL airway patent no trismus facial swelling Lungs CTA B/L wheezes/rales/rhonchi accessory muscle use Cardiac clear S1 S2 murmurs/gallops/rubs Abd soft NT BS x 4 Skin rashes hives peripheral Patient was observed for a total of 95 minutes reassessed and is stable He took an uber home Advised patient to call 911 or go directly ER if he/she experiences continued dizziness/lightheadedness LOC seizures headache ataxia SOB dyspnea chest pain/tightness/heaviness nausea abdominal pain
SYMPTOM_TEXT 1939615 low grade Had Apr2021 Size 6,27 they <> low-grade area Experienced for April 2021 size that of a 6.27 They
SYMPTOM_TEXT 1940307 longer Doctor incase of <> long doctor in case
SYMPTOM_TEXT 1939751 notice <> noticed
SYMPTOM_TEXT 1939945 Tired Didn?t Granddaughter didn?t <> tired didn't My granddaughter
SYMPTOM_TEXT 1939810 prescribe doses appoint can not Was <> they an it dose cannot
SYMPTOM_TEXT 2233894 03:45PM would persistent <> 03:45 PM persisted
SYMPTOM_TEXT 1940013 work out laying low grade <> workout lying low-grade
SYMPTOM_TEXT 1566048 Twitter <>
SYMPTOM_TEXT 2223032 Lasted Dec 27 <> This lasted On dec27
SYMPTOM_TEXT 2203362 SARA team <> Team
SYMPTOM_TEXT 1928712 active military from deployment who <> and
SYMPTOM_TEXT 2152180 Dr.PRIVACY <> Dr
SYMPTOM_TEXT 1940178 Crohns the Then she Infusion Still <> Crohn's I then infusion
SYMPTOM_TEXT 2225900 vx <> vaccine
SYMPTOM_TEXT 1939646 my <> it My
SYMPTOM_TEXT 2233782 <> a
SYMPTOM_TEXT 1939878 it was Just Took To <> I just also took
SYMPTOM_TEXT 1939690 spasming <> spasms
SYMPTOM_TEXT 2229270 functional <> functional's
SYMPTOM_TEXT 2167628 don <> down
SYMPTOM_TEXT 1204337 <> By mid day I was on the couch rest of So did 4/3/21 Day 4 Morning extremely slow force myself to get up at normal time but didn't want Headache still present Body sluggish ran an errand for about hour and when returned exhausted so took a 3 nap all Took Ibuprofen 400mg 4/4/21 5 had gone away Today noticed that rash my lower back We put some cortisone cream it helped have clear skin don't normally any reactions anything Very tired 4/5/21 6 Feeling pretty good today The is there itching helping feel like am 80 self 4/6/21 7 Almost Rash has almost cleared energy 90 Still very slight headache 4/7/21 8 having Skipped from 4/7-13th/21 Doing much better here Noticing in afternoon making take
SYMPTOM_TEXT 2169400 PRIVACY <>
SYMPTOM_TEXT 1234111 <> Sunday March 28 another episode of lightheadedness in the evening Sent report from remote pacemaker monitor which showed no abnormalities 29 through April 2 Continued lightheaded episodes brief lasting more than a few seconds plus chills and headache with temperatures 99.4 99.8 range 1 I was seen cardiology clinic where my thoroughly interrogated evidence arrythmias or technical issues Covid PCR test ordered by PCP Dr for both myself wife This done on following day us testing negative 5 Seen probability this being late onset vaccine reaction suggested CBC WNL Lyme antibody neg drawn 8 Upon awaking morning dizziness/vertigo along markedly increased tingling feet also began to experience skin sensation resembling application eucalyptus peppermint oils torso legs typically awakening sleep after meals again Findings exam were absence vibratory sense absent Achilles reflexes bilaterally Referral neurology discussed 12 examined PCP's office Labs w/dif Sed Rate Complete Metabolic Panel TSH Free T3 B12 All within normal limits except random glucose 141mg/dl Plan referral 14 Late blood pressure spiked 198/106 able bring down extra meds Subsequent BP checks have been ok The symptoms described above continued daily basis until Tuesday 13 pretty much asymptomatic However they episodically though decreasing frequency intensity And finally don't recall exact dates but during week experienced two non-consecutive night sweats one hot flash sweating about minute so
SYMPTOM_TEXT 2223596 Covid breathe <> COVID breath
SYMPTOM_TEXT 2233743 body/joint <> body and joint
SYMPTOM_TEXT 2226034 through out Dr dr <> throughout doctor were
SYMPTOM_TEXT 1939759 Left <> On My
SYMPTOM_TEXT 2226150 Echo cardio gram <> an Echocardiogram
SYMPTOM_TEXT 1940153 <> a
SYMPTOM_TEXT 2231231 <> and
SYMPTOM_TEXT 2233810 was electro lights <> had electrolytes
SYMPTOM_TEXT 2233937 am in <> haul have symptoms as
SYMPTOM_TEXT 2231824 charlie Dr <> charley doctor
SYMPTOM_TEXT 1939706 ache <> aches
SYMPTOM_TEXT 2225908 prescript <> prescribed
SYMPTOM_TEXT 1940162 YRS APPT FOR DR AND <> years the and an appointment for doctor
SYMPTOM_TEXT 2226135 <> and
SYMPTOM_TEXT 2220769 Dr <> The doctor
SYMPTOM_TEXT 1940119 a <> an
SYMPTOM_TEXT 1940073 ent <> otolaryngologists
SYMPTOM_TEXT 2223916 Dr <> doctor
SYMPTOM_TEXT 2231619 covid was <> COVID were
SYMPTOM_TEXT 1939750 itching Also gave me Triamcinolon <> itchy was also given an Triamcinolone
SYMPTOM_TEXT 2225988 check up Singular <> checkup Singulair
SYMPTOM_TEXT 2233968 <> and
SYMPTOM_TEXT 2226046 contibued <> contributed
SYMPTOM_TEXT 1940331 <> I spoke with my health provider over the phone on 07/27/2021 he prescribed an antibody Vitamin C Zinc and D3
SYMPTOM_TEXT 2225985 breathe <> breath
SYMPTOM_TEXT 1940317 low grade felts testing It <> low-grade test It's
SYMPTOM_TEXT 2225853 Dr <> doctor
SYMPTOM_TEXT 2231173 <> 19
SYMPTOM_TEXT 1942075 Dr <> the doctor
SYMPTOM_TEXT 11/16 columns 100/182 rows
SYMPTOM_TEXT 1939702 My sight <> my site
SYMPTOM_TEXT 1939901 ER <> the emergency room
SYMPTOM_TEXT 2231484 a seen <> an saw
SYMPTOM_TEXT 2226408 Dr <> dcotor
SYMPTOM_TEXT 2225922 left Dr <> doctor
SYMPTOM_TEXT 2233798 gotten Dr <> got am The
SYMPTOM_TEXT 2225944 it s its Covid <> it's COVID
SYMPTOM_TEXT 2225930 its myself <> it's me
SYMPTOM_TEXT 1940099 Reports she has ever <> I
SYMPTOM_TEXT 2171355 Onregelmatigheden op de normaal zeer regelmatige menstruatiecyclus Slechts minimaal bloedverlies dan menstruatie komt niet gang <> Irregularities on the normally very regular menstrual cycle Only minimal blood loss than normal menstruation does not start
SYMPTOM_TEXT 2231430 Its <> It is
SYMPTOM_TEXT 2223010 backpain <> back
SYMPTOM_TEXT 2225857 W/O <> without
SYMPTOM_TEXT 2235388 PRIVACY <>
SYMPTOM_TEXT 2223934 vx Dr <> vaccine doctor
SYMPTOM_TEXT 1940194 you <> diagnosed with
SYMPTOM_TEXT 1939983 monolocal <> monoclonal
SYMPTOM_TEXT 2203116 Pat <> Patient
SYMPTOM_TEXT 2195229 Pat PRIVACY <> Patient
SYMPTOM_TEXT 2216987 Pat <> Patient
SYMPTOM_TEXT 2225895 vx given <> vaccine
SYMPTOM_TEXT 1939838 swelling underneath my armpit And they <> experienced They also
SYMPTOM_TEXT 1366527 SEE CONTINUATION PAGE <> On 03/26/2021 Ambulance Service recieved 90 vials of Moderna Covid-19 Vaccine for the intent of vaccinating employees Vaccine was kept in frozen storage within proper temperature requirements 58 F and 5 F On 05/02/2021 vaccine supply was transferred from freezer stroage to refridgeration storage in preperation for administration On 05/13/2021 representatives from Ambulance Service went to facility and vaccinated twenty 20 employees including this patient All handling and mobile storage procedures were followed including the use of mobile refridgeration unit equipped with active temperature monitoring system Patient was vaccinated without incident and no side effects were observed or reported After vaccination was complete a member of Ambulance Service was entering in patient information into Immunization Information System when it was discovered that the Moderna vaccine used had expired on 05/11/2021 Medical director was immediately contacted for further guidance
SYMPTOM_TEXT 1939881 were <> where
SYMPTOM_TEXT 2233851 I <> A
SYMPTOM_TEXT 1939756 ER Dr <> emergency room The doctor
SYMPTOM_TEXT 2221220 Dr <> the doctor
SYMPTOM_TEXT 1958294 HCC <>
SYMPTOM_TEXT 1872675 Peggy Pellerito <> Patient
SYMPTOM_TEXT 1034112 Veteran <> Patient
SYMPTOM_TEXT 2171408 PRIVACY <>
SYMPTOM_TEXT 2129280 Allegan <> facility
SYMPTOM_TEXT 2171775 RTW rtw 2,single <> 2|single
SYMPTOM_TEXT 1940517 an check up Has be as of <> checkup have been
SYMPTOM_TEXT 2225965 through out Dr wa s <> throughout doctor
SYMPTOM_TEXT 2043957 Phizer vx <> Pfizer vaccine
SYMPTOM_TEXT 2233770 2x awhile doctors <> 2 times while doctor's
SYMPTOM_TEXT 1940024 15Nov2021 23Nov 1dec2021 <> 15 November 2021 was at 23 they saw 1 December
SYMPTOM_TEXT 1939804 hr UC ER r/o Local f/u rx <> I experienced rate It urgent care received emergency room rule out also my local follow up prescribed
SYMPTOM_TEXT 1940328 Women?s <> was Women's
SYMPTOM_TEXT 2231237 Dr <> doctor
SYMPTOM_TEXT 1940239 send <> end of
SYMPTOM_TEXT 2233789 <> for and
SYMPTOM_TEXT 1939742 sever <> severe
SYMPTOM_TEXT 1939778 worst effected <> worse affected
SYMPTOM_TEXT 2231839 sx <> symptoms
SYMPTOM_TEXT 2233790 can not vitamin 50,000 <> cannot 50|000
SYMPTOM_TEXT 2229883 as 2 single Lot number <>
SYMPTOM_TEXT 2230842 immunization <>
SYMPTOM_TEXT 2230848 Drug ineffective <> Ineffective drug
SYMPTOM_TEXT 2200994 SARA team <> Team
SYMPTOM_TEXT 2223613 <> F
SYMPTOM_TEXT 2231148 Dr <> the doctor The
SYMPTOM_TEXT 2152100 Pat GG <> Patient
SYMPTOM_TEXT 2225952 have <>
SYMPTOM_TEXT 1992502 on 9/15/2021 <>
SYMPTOM_TEXT 2226080 vx <> vaccine
SYMPTOM_TEXT 1940084 exp fever.I temp spike <> experienced started temperature spiked where they
SYMPTOM_TEXT 2224264 Pat FA <>
SYMPTOM_TEXT 2219184 Pat <> Patient
SYMPTOM_TEXT 920890 German IfSG appropriate.,Linked <> appropriate.|Linked
SYMPTOM_TEXT 929168 IEC <>
SYMPTOM_TEXT 911311 Pfizer First Connect <>
SYMPTOM_TEXT 920183 Pfizer First Connect excluded.,Linked <> excluded.|Linked
SYMPTOM_TEXT 913881 ministry health <> regulatory authority
4 VAX_DOSE_SERIES 2|1 <> 1|2 [1036170, 1749322, 1853993, 1942274]
VAX_LOT 387 cells of trivial non-letter differences ignored
VAX_LOT 1036170 042L20A|011J20A <> 011J20A||042L20A
VAX_LOT 1939646 [] <> 025CL1A
VAX_LOT 1749322 ECO192|Eh989plp <> Eh989plp||ECO192
VAX_LOT 2226005 [] <> FE3592
VAX_LOT 1942274 BNT162B2(PF 3|MRNA,BNT162B2(P <> MRNA|BNT162B2(P||BNT162B2(PF 3
VAX_MANU 6 cells of trivial non-letter differences ignored
VAX_NAME 37 cells of trivial non-letter differences ignored
symptom_entries 1686 cells of trivial non-letter differences ignored
symptom_entries 1475907 _|_Hallucination, visual_|_Hallucinations, mixed_|_ <> _|_Hallucinations| mixed_|_Hallucination| visual_|_
symptom_entries 1974959 _|_Echocardiogram normal_|_ <>
symptom_entries 920157 _|_Lumbar puncture_|_Meningitis_|_ <>
symptom_entries 919997 _|_Erythema_|_Feeling hot_|_ <>
symptom_entries 2204744 _|_Drug ineffective_|_ <>
symptom_entries 924884 _|_Chills_|_Cough_|_Diarrhoea_|_Dyspnoea_|_Nasal congestion_|_Oropharyngeal pain_|_Pyrexia_|_Rhinorrhoea_|_ <>
symptom_entries 923422 <> _|_Oropharyngeal discomfort_|_
symptom_entries 921384 _|_Nasopharyngitis_|_ <>
symptom_entries 936623 _|_Product use issue_|_ <>
symptom_entries 942679 _|_Product use issue_|_ <>
symptom_entries 925641 <> _|_Acute kidney injury_|_
symptom_entries 911306 <> _|_COVID-19_|_
16 columns altered
1091629 modified reports on 2022-04-22
Writing ... vaers_changes/2022-04-22_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'OTHER_MEDS': 189, 'SYMPTOM_TEXT': 182, 'ALLERGIES': 149, 'HISTORY': 117, 'LAB_DATA': 89, 'CUR_ILL': 58, 'symptom_entries': 12, 'PRIOR_VAX': 10, 'VAX_LOT': 9, 'SPLTTYPE': 5, 'VAX_DOSE_SERIES': 4, 'STATE': 2, 'HOSPITAL': 1, 'SEX': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
122 delayed/late/gapfill
1508 deleted
1 restored
1657976 cell edits trivial not printed
828 cell edits significant
12 cells emptied entirely
182 writeups changed
All time
534148 delayed/late/gapfill
11416 deleted
5 restored
16096877 cell edits trivial not printed
9638 cell edits significant
245 cells emptied entirely
2041 writeups changed
22885 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2247564, 2247567, 2247569, 2247582, 2247591, 2247731, 2247734, 2247735]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-04-29
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-04-29_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2258177
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2258161
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2258177
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2258161
3777 exact duplicates dropped in concatenated files, now 1579975 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2258177
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2258161
133367 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1325223 reports to work with (unique VAERS_IDs)
69868 dropped in df_data due to no covid VAX_TYPE involved in the report
86703 dropped in df_vax due to no covid VAX_TYPE involved in the report
86249 dropped in df_syms due to no covid VAX_TYPE involved in the report
1255355 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
14020 SYMPTOM_TEXT field repeat sentences deduped in 2050 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1305977 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1305977 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-04-29_VAERS_CONSOLIDATED.csv
Consolidation of 2022-04-29 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1255355 rows in df_vax_flat
Merging DATA into VAX flattened
1255355 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-04-29_VAERS_FLATTENED.csv
1255355 rows in vaers_flattened/2022-04-29_VAERS_FLATTENED.csv
Flattening of 2022-04-29 done
Using flat 2022-04-22 already in memory, 1247131 rows
Using flat 2022-04-29 already in memory, 1255355 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-04-22 already in memory
Comparing
2022-04-22 v. 2022-04-29
1255355 this drop total covid
1247131 previous total covid
155250 identical set aside
1100105 this drop to work with
1091881 previous to work with
8224 difference
9668 new in 2022-04-29
77 delayed this week
1522 deleted this week kept
1 restored this week 2027444
Column value changes
AGE_YRS 2236187 51.0 <> 50.0
ALLERGIES 75024 cells of trivial non-letter differences ignored
2 ALLERGIES [] <> N/a [1936234, 1936279]
2 ALLERGIES [] <> None [2240991, 2243578]
ALLERGIES 1939382 AMXICILLON <> Amoxicillin
ALLERGIES 2243606 polen <> Pollen
ALLERGIES 2243801 ZPAK <> ZPack
ALLERGIES 1936027 ENDEROL ANIHISTHIMINE <> Inderal Antihistamine
ALLERGIES 2244883 NUBAIN ZOFRAN <> Newfane Zofran
ALLERGIES 2245740 TOPAMAX <> Topomax
ALLERGIES 1939479 PYRIDIUN <> PYRIDIUM
ALLERGIES 2245692 sulfur <> Sulfa
ALLERGIES 2243616 INTOLLERANT <> intolerant
ALLERGIES 2245952 med <> medicine
4 ALLERGIES N/a <> [] [2241420, 2244066, 2244073, 2245890]
ALLERGIES 2246306 No allergies <>
ALLERGIES 1932981 ARITHYMYACIN NASALCORT <> Azithromycin Nasacort
ALLERGIES 2243829 <> and
ALLERGIES 1929845 <> Evaquin
ALLERGIES 2243652 NOVOCAINE <> Novocain
ALLERGIES 1935789 Ciprofloxin <> Ciprofloxacin
ALLERGIES 2/16 columns 100/155 rows
ALLERGIES 1936108 SULFUR DRUGS <> Sulfa Drugs
ALLERGIES 2243799 bases <> base
ALLERGIES 1939742 Sulfur Drugs <> Sulfa Drugs
ALLERGIES 2239068 Sulpha <> Sulfa
ALLERGIES 1932644 droperidole <> Droperidol
ALLERGIES 1936487 penyseline <> penicillin
BIRTH_DEFECT 2132920 Y <> []
CUR_ILL 22627 cells of trivial non-letter differences ignored
3 CUR_ILL [] <> N/a [1936234, 1936279, 1936315]
3 CUR_ILL [] <> None [2240991, 2243578, 2243715]
CUR_ILL 2244048 Covid <> COVID-19
CUR_ILL 1323262 Gulf War <>
6 CUR_ILL N/a <> [] [1936144, 2241070, 2243662, 2244066, 2244073, 2245890]
CUR_ILL 2245717 No <> None
CUR_ILL 1236583 to Texas <>
CUR_ILL 2245843 COVID <> COVID-19
CUR_ILL 2240948 none <> one
2 DIED [] <> Y [1893965, 1936234]
DIED 2132920 Y <> []
HISTORY 118701 cells of trivial non-letter differences ignored
HISTORY 2243715 [] <> None
HISTORY 1932981 MIGRANES <> Migraines
HISTORY 2245882 COVID <> COVID-19
HISTORY 2149653 Pat AA and <>
HISTORY 1323262 veteran of OEF and OIF <> patient
HISTORY 1865635 <> Additional information for Item 12 Goiter Donor Kidney Primary Osteoarthritis Knee Right Anosmia Astigmatism Macromastia Follicular Lymphoma Grade II Intra Abdominal Lymph Nodes HCC
HISTORY 2243616 OCCULAR ROSACIA SKIN VITAMIN DEFICIANCY INFLAMATION <> Ocular rosacea skin Rosacea Vitamin deficiency inflammation
HISTORY 929021 BioBank study not a drug trial <>
HISTORY 2243662 N/a <> []
HISTORY 2241342 Nueropathy <> Neuropathy
HISTORY 6/16 columns 100/116 rows
LAB_DATA 88914 cells of trivial non-letter differences ignored
LAB_DATA 1936279 [] <> N/a
10 LAB_DATA [] <> None [2236188, 2240815, 2240969, 2241117, 2241139, 2241166, 2243674, 2243690, 2243718, 2243736]
LAB_DATA 2245733 COVID <> COVID-19
LAB_DATA 2244313 Neg <> Negative
LAB_DATA 1786554 CoV-2|RNA Pat <> CoV-2,RNA
LAB_DATA 1936317 negitive <> negative
LAB_DATA 2244299 Covid <> COVID-19
LAB_DATA 2245838 Covid <> COVID-19
LAB_DATA 2244068 Covid <> COVID-19
LAB_DATA 2241116 Aptima <>
LAB_DATA 2243749 COVID <> COVID-19
LAB_DATA 1846738 Duke <>
LAB_DATA 2244092 COVID Test <> COVID-19 Test
LAB_DATA 2245920 COVID Xray <> COVID-19 X-ray
2 LAB_DATA COVID test <> COVID-19 test [2243522, 2243775]
LAB_DATA 2244339 Covid <> COVID-19
LAB_DATA 2245717 Covid <> COVID-19
LAB_DATA 1935952 test <>
LAB_DATA 1893965 Legacy House <> facility
LAB_DATA 2244096 Covid <> COVID-19
LAB_DATA 2244089 Dr <> doctor
LAB_DATA 1880813 BinaxNOW by Abbott <> at home test
3 LAB_DATA N/a <> [] [2243662, 2243784, 2244073]
LAB_DATA 1936409 Noone <> None
LAB_DATA 1478481 Jennie <>
LAB_DATA 2245888 PCR COVID Test <> PCR COVID-19 Test
LAB_DATA 2245885 COVID <> COVID-19
LAB_DATA 2244319 COVID <> COVID-19
2 LAB_DATA <> variant [2246639, 2246642]
LAB_DATA 2246643 <> variant
LAB_DATA 2246633 n.a.n501y <> variant n.a n501y
OTHER_MEDS 148861 cells of trivial non-letter differences ignored
OTHER_MEDS 1936315 [] <> N/a
2 OTHER_MEDS [] <> None [2240991, 2243715]
OTHER_MEDS 2244297 mediforum <> Metformin
OTHER_MEDS 1935746 Lexiprol <> Lexapro
OTHER_MEDS 1932496 Losarten <> Losartan
OTHER_MEDS 1936487 Ibroprophine <> Ibuprofen
OTHER_MEDS 2244066 eiquis <> Eliquis
OTHER_MEDS 2244073 Laxapro Singular <> Lexapro Singulair
OTHER_MEDS 1932926 FISHOIL SETRALINE <> Fish oil Sertraline
OTHER_MEDS 1932575 <> 5 mg od
OTHER_MEDS 1936144 NORCO <> Norco PRN
OTHER_MEDS 1936507 Trazadone <> Trazodone
OTHER_MEDS 2241905 clenpiril <> Clenbuterol
OTHER_MEDS 2245907 vit <> Vitamin
OTHER_MEDS 8/16 columns 100/219 rows
OTHER_MEDS 2238823 Anitiza <> Amitiza
OTHER_MEDS 1929632 Samotidine 20mg 565mg <> Famotidine 20 mg 565
OTHER_MEDS 1939592 <> I take 20 mg 40 and 500mg
OTHER_MEDS 1858075 cont page 2 <> Crestor 5mg Latanoprost eye drops
OTHER_MEDS 1933087 clonazapam <> Clonazepam
OTHER_MEDS 2245850 Botin <> Biotin
OTHER_MEDS 1936225 uroxatrol10 <> Uroxatral 10
OTHER_MEDS 1936397 uroxatrol <> Uroxatral
OTHER_MEDS 2241420 multi <> Multivitamin
OTHER_MEDS 1935789 Lisinoprol <> Lisinopril
OTHER_MEDS 2241062 yaz <> Vaz
OTHER_MEDS 2241714 ventoline b50 mens <> Ventolin B Men's
OTHER_MEDS 1933104 <> 2x a day 10 mg night 1 75 once daily 50000 per on occasion
OTHER_MEDS 1296770 Vit <> Vitamin
OTHER_MEDS 1932552 maltrexum meclazine <> Naltrexone Meclizine
OTHER_MEDS 8/16 columns 200/219 rows
OTHER_MEDS 2243616 THYOIRD CITRASEL MULTI-VITAMIN <> thyroid Citrucel Multivitamin
OTHER_MEDS 1936033 <> 75 mg od 20 18mg 7.5 100 25/25 tab 10 300 XL
OTHER_MEDS 1932581 maltrexum meclazine <> Naltrexone Meclizine
OTHER_MEDS 2243829 Tumeric w muliti-vitamin 2000I <> Turmeric with Multivitamin 2000
OTHER_MEDS 1936006 Thera tears omega 3 multivitamin extra strength D3 <> 100mg-1xday 10mg 1 tablet at bedtime 5%-AT 70mg-1xweek 180 mg as needed 0.1 solution-twice daily
OTHER_MEDS 1932553 ESTRADOL 25MG PROGESTRONE 100MG SYNTHROYROID 75MCG PRESTIQ 5|000MCG 630MG MAGNESIUM 250MG VIT 2|00OIU <> Estradiol 25 mg Progesterone 100mg Synthroid 75 mcg Pristiq 5,000 630 Magnesium 250 Vit 2,0
OTHER_MEDS 1932532 zinc vitamin wild alaskan salmon oil with omega 3 Osteo Bi-Flex D3 ubiquinol Ci <> 1MD Complete Platinum for two years 2mg 200mg 60mg 25mg 35mg Zinc 50mg 600mg 200mcg Vitamin W
OTHER_MEDS 2244884 mul <> Mu
OTHER_MEDS 2244883 Somatitine Robustaton Mul <> Somatuline Robitussin Mu
OTHER_MEDS 2238778 flax seed propio <> Flaxseed Propion
OTHER_MEDS 2238785 cler 10 co Q triple action knee <> Chloride ER 10mg CoQ10 Triple Act
PRIOR_VAX 14629 cells of trivial non-letter differences ignored
SPLTTYPE 167063 cells of trivial non-letter differences ignored
SPLTTYPE 1042849 518-578-2737 <> []
13 SPLTTYPE [] <> vsafe [1932283, 1933032, 1935789, 1935935, 1935952, 1936012, 1936124, 1936425, 1936487, 1936584, 1939582, 2238801, 2244051]
SPLTTYPE 1932872 vasfe <> vsafe
SYMPTOM_TEXT 1031579 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2244360 COVID <> COVID-19
SYMPTOM_TEXT 2245950 though on l <> thought in
SYMPTOM_TEXT 2243523 COVID <> COVID-19
SYMPTOM_TEXT 1365381 Patient First <> urgent care
SYMPTOM_TEXT 2244319 COVID <> COVID-19
SYMPTOM_TEXT 2244065 Covid <> COVID-19
SYMPTOM_TEXT 2244068 Covid <> COVID-19
SYMPTOM_TEXT 2241029 the 7 day <> 7-day
SYMPTOM_TEXT 1936216 hrs be <> hours been
SYMPTOM_TEXT 2246195 return <> returned
SYMPTOM_TEXT 1199150 https://twitter.com/simonsayscoding/status/1380571881087074311 <>
SYMPTOM_TEXT 1708272 WORKS CITY <>
SYMPTOM_TEXT 2245861 Dr <> doctor
SYMPTOM_TEXT 2245863 Covid awhile <> COVID-19 a while
SYMPTOM_TEXT 961906 Medicines Agency MA <>
SYMPTOM_TEXT 2245925 dx Covid Out break <> degrees diagnosed COVID-19 Outbreak
SYMPTOM_TEXT 2245729 Covid <> COVID-19
SYMPTOM_TEXT 2241914 neuro surgeon sever beat <> neurosurgeon severe heartbeat
SYMPTOM_TEXT 2241422 Dr <> doctor
SYMPTOM_TEXT 929021 Medicines Healthcare products MHRA BioBank study drug trial <> RA
SYMPTOM_TEXT 945935 Clare <> Care
SYMPTOM_TEXT 2243775 COVID <> COVID-19
SYMPTOM_TEXT 2243522 COVID <> COVID-19
SYMPTOM_TEXT 2245880 Covid began <> COVID-19 begun
SYMPTOM_TEXT 2242021 proceed order dr test <> proceeded doctor tests
SYMPTOM_TEXT 955629 Medicines and Healthcare products Agency MHRA <> Authority
SYMPTOM_TEXT 2203362 hospitals in Singapore <> hospital
SYMPTOM_TEXT 971478 MHRA <> Regulatory Authority
SYMPTOM_TEXT 2149856 35|6 36|7 Ampules|PANTOPRAZOL MG|hard 35|6C Pat available|The <> 35,6 36,7 Ampules,PANTOPRAZOL MG,hard 35,6C available,The
SYMPTOM_TEXT 2154014 Pat RM life-threatening|11 <> life-threatening,11
SYMPTOM_TEXT 1933318 worst <> worse
SYMPTOM_TEXT 955657 Medicines and Healthcare products Agency MHRA <> Authority
SYMPTOM_TEXT 2244299 Covid <> COVID-19
SYMPTOM_TEXT 2241922 contract <> contracted
SYMPTOM_TEXT 1932937 lased <> lasted
SYMPTOM_TEXT 2243557 Covid19 Dr <> COVID 19 doctor
SYMPTOM_TEXT 2245737 Dr <> the doctor
SYMPTOM_TEXT 2243835 COVID <> COVID-19
SYMPTOM_TEXT 2245701 Dr <> doctor
SYMPTOM_TEXT 2241062 yaz High risk thru <> Yaz high-risk through
SYMPTOM_TEXT 2244095 Covid <> COVID-19
SYMPTOM_TEXT 2241025 <> I had and
SYMPTOM_TEXT 1939397 COULDNT WAS SO SEVERLY GIVEN SEVER DEHYDRATION <> couldn't so severely was severe dehydration
SYMPTOM_TEXT 2245949 Rash face/arm <> I had a rash face arm with
SYMPTOM_TEXT 2244045 lost <> loss
SYMPTOM_TEXT 2243768 Rash/hives <> I had rash and hives
SYMPTOM_TEXT 2245854 serve <> severe
SYMPTOM_TEXT 2241898 <> I had
SYMPTOM_TEXT 2238875 minstrel <> menstrual
SYMPTOM_TEXT 2244297 <> I had
SYMPTOM_TEXT 1936108 <> I
SYMPTOM_TEXT 1939479 JUST DIDNT THATS DR <> just didn't that's doctor
SYMPTOM_TEXT 1939472 acetionide <> acetonide
SYMPTOM_TEXT 2241024 Covid <> Haul COVID
SYMPTOM_TEXT 2238778 an Dr resagiline mesylate <> doctor rasagiline mesylateand
SYMPTOM_TEXT 1936721 MRI's <> MRI
SYMPTOM_TEXT 1933570 done hill <> downhill
SYMPTOM_TEXT 2245753 then <> and Then
SYMPTOM_TEXT 2240782 temp <> and temperature
SYMPTOM_TEXT 1932283 ARITHMIA <> arrhythmia
SYMPTOM_TEXT 1932625 Sill <> still
SYMPTOM_TEXT 2238849 Dr <> doctor
SYMPTOM_TEXT 2245888 COVID was anti viral <> COVID-19 were anti-viral
SYMPTOM_TEXT 11/16 columns 100/172 rows
SYMPTOM_TEXT 2245717 Covid <> COVID-19
SYMPTOM_TEXT 2245871 serve <> severe
SYMPTOM_TEXT 1929838 say <> said
SYMPTOM_TEXT 2241910 Dr <> The doctor
SYMPTOM_TEXT 2241038 temp <> and temperature
SYMPTOM_TEXT 2245872 Dr <> doctor Then
SYMPTOM_TEXT 2124495 Pat <>
SYMPTOM_TEXT 2102423 Pat <> Pt
SYMPTOM_TEXT 1936434 <> and
SYMPTOM_TEXT 2244331 Covid/Negative XRay CTScan <> 19 COVID 19/Negative X-ray CT Scan
SYMPTOM_TEXT 1027298 <> from Moderna or CDC to ask more in depth medical questions of an expert then we have here Please please call him get additional information thank you
SYMPTOM_TEXT 2244313 diahrea The hrs <> diarrhea he hours
SYMPTOM_TEXT 2245838 COVID <> COVID-19
SYMPTOM_TEXT 2244044 dr overweight..I <> doctor overweight
SYMPTOM_TEXT 2245843 COVID <> COVID-19
SYMPTOM_TEXT 2244048 Covid <> COVID-19
SYMPTOM_TEXT 1865635 <> Additional information for Item 18 CHIEF COMPLAINT Cough SOB o recent COVID 03 to 10/6 osteoarthritis grade fevers with chills She also complained of ongoing cough clear sputum she reported dull chest tightness and pain that is nonradiating not worse on exertion does no palpitations diaphoresis paroxysmal nocturnal dyspnea orthopnea swelling the lower limb did describe any pleuritic tender On presentation floor was hemodynamically stable but requiring 3 L oxygen via nasal cannula
SYMPTOM_TEXT 2238792 one unclothed <> One unclogged
SYMPTOM_TEXT 975817 when in Dallas <> where
SYMPTOM_TEXT 1421136 VAR as 09/25/2002 actually 09/25/2003 9/25/2003 vital statistics <> incorrectly different records
SYMPTOM_TEXT 2133105 Pat <>
SYMPTOM_TEXT 2245885 COVID day <> COVID-19 days were
SYMPTOM_TEXT 960861 white <>
SYMPTOM_TEXT 1932475 EVERYTHING <> everyday
SYMPTOM_TEXT 919443 ACC <> specified authority
SYMPTOM_TEXT 1376348 cvs <>
SYMPTOM_TEXT 2244335 pony tail loosing Covid there after though <> ponytail losing COVID-19 thereafter thought
SYMPTOM_TEXT 1936758 phlem <> phlegm
SYMPTOM_TEXT 2244386 09|2021 light headed one day <> 09,2021 lightheaded onetime days
SYMPTOM_TEXT 2245740 COVID <> COVID-19
SYMPTOM_TEXT 1957366 FRENCH <>
SYMPTOM_TEXT 2245898 COVID <> COVID-19
SYMPTOM_TEXT 1296770 in1996 <> in 1996 at
SYMPTOM_TEXT 2244073 COVID <> COVID-19
SYMPTOM_TEXT 2242305 Dr wrecking med <> doctor wreaking medicine
SYMPTOM_TEXT 1936499 nauseas <> nauseous
SYMPTOM_TEXT 2246639 This is a spontaneous report received from contactable physician via the regulatory authority AT-BASGAGES-2022-043308 An 18-year Comirnaty batch/lot FD6840 intramuscularly on Jul 1 2021 and 1st dose of BNT162B2 FC0681 May 21 both single for COVID-19 immunisation medically significant COVID-19/SARS-CoV-2 infection onset Nov 4 with outcome unknown SARS-CoV-2 test notes <> variant
SYMPTOM_TEXT 2246642 <> variant
SYMPTOM_TEXT 2246643 <> variant
SYMPTOM_TEXT 2244884 3 post <> 3rd postnasal
SYMPTOM_TEXT 1933032 Meclinze <> Meclizine
SYMPTOM_TEXT 2244076 COVID <> COVID-19
SYMPTOM_TEXT 2149618 Pat <>
SYMPTOM_TEXT 2244091 Covid <> COVID-19
SYMPTOM_TEXT 1929956 English PEI <> RA
SYMPTOM_TEXT 951640 IM Dr(ID <> Dr
SYMPTOM_TEXT 2245846 head ache Covid <> COVID-19
SYMPTOM_TEXT 2244349 COVID <> COVID-19
SYMPTOM_TEXT 1929845 every with struggle <> Every
SYMPTOM_TEXT 2244092 COVID <> COVI19 COVID-19
SYMPTOM_TEXT 2149847 Hypertorus/Pat <> Hypertorus
SYMPTOM_TEXT 971502 nursing home vigile Medicines MA <> facility RA
SYMPTOM_TEXT 2149653 Pat AA <>
SYMPTOM_TEXT 2164375 Klein hartinfarct mRNA|1273 <> mRNA,1273
SYMPTOM_TEXT 2154019 Pat DH <>
4 VAX_DOSE_SERIES 1|2 <> 2|1 [1036170, 1749322, 1853993, 1942274]
VAX_LOT 391 cells of trivial non-letter differences ignored
VAX_LOT 1036170 011J20A||042L20A <> 042L20A|011J20A
VAX_LOT 1942274 MRNA|BNT162B2(P||BNT162B2(PF 3 <> BNT162B2(PF 3|MRNA,BNT162B2(P
VAX_LOT 1749322 Eh989plp||ECO192 <> ECO192|Eh989plp
VAX_LOT 2247694 0035212A <> 003B212A
VAX_LOT 2245819 08J21A <> 008J21A
VAX_LOT 2246195 4042J21A <> 042J21A
VAX_MANU 6 cells of trivial non-letter differences ignored
VAX_NAME 37 cells of trivial non-letter differences ignored
symptom_entries 1695 cells of trivial non-letter differences ignored
symptom_entries 939492 _|_Ageusia_|_Anosmia_|_Cough_|_Oropharyngeal pain_|_Pyrexia_|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1475907 _|_Hallucinations| mixed_|_Hallucination| visual_|_ <> _|_Hallucination, visual_|_Hallucinations, mixed_|_
symptom_entries 970067 _|_Chills_|_Nasopharyngitis_|_ <>
symptom_entries 960346 _|_Inappropriate schedule of product administration_|_ <>
symptom_entries 942704 _|_Injection site pain_|_ <>
symptom_entries 960443 _|_Inappropriate schedule of product administration_|_ <>
symptom_entries 980930 _|_Overdose_|_ <>
symptom_entries 954621 _|_Body temperature_|_Feeling hot_|_Feeling of body temperature change_|_ <>
symptom_entries 1004569 _|_Injection site erythema_|_Injection site swelling_|_Injection site warmth_|_ <>
symptom_entries 976761 _|_Inappropriate schedule of product administration_|_ <>
symptom_entries 973422 _|_Menstrual disorder_|_ <>
symptom_entries 1000534 _|_Condition aggravated_|_ <>
symptom_entries 919906 _|_Cough_|_Pyrexia_|_Respiratory tract congestion_|_ <>
symptom_entries 961918 _|_Lichen planus_|_ <>
symptom_entries 1004613 _|_Illness_|_ <>
symptom_entries 976829 _|_Exposure to SARS-CoV-2_|_ <>
symptom_entries 911359 <> _|_COVID-19_|_
symptom_entries 907666 _|_Pain in extremity_|_Tenderness_|_ <>
symptom_entries 920236 <> _|_COVID-19_|_
16 columns altered
1101769 modified reports on 2022-04-29
Writing ... vaers_changes/2022-04-29_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'OTHER_MEDS': 230, 'ALLERGIES': 181, 'SYMPTOM_TEXT': 172, 'HISTORY': 136, 'LAB_DATA': 108, 'CUR_ILL': 80, 'symptom_entries': 19, 'SPLTTYPE': 18, 'VAX_LOT': 10, 'PRIOR_VAX': 6, 'VAX_DOSE_SERIES': 4, 'DIED': 3, 'BIRTH_DEFECT': 1, 'AGE_YRS': 1, 'ER_ED_VISIT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'NUMDAYS': 0, 'VAX_DATE': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0, 'STATE': 0}
This week
77 delayed/late/gapfill
1522 deleted
1 restored
1669527 cell edits trivial not printed
969 cell edits significant
17 cells emptied entirely
172 writeups changed
All time
534225 delayed/late/gapfill
12938 deleted
6 restored
17766404 cell edits trivial not printed
10607 cell edits significant
262 cells emptied entirely
2213 writeups changed
22889 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2258157, 2258158, 2258162, 2258165, 2258166, 2258169, 2258170, 2258172]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-05-06
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-05-06_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2265781
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2265773
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2265781
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2265773
3778 exact duplicates dropped in concatenated files, now 1587061 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2265781
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2265773
133365 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1331601 reports to work with (unique VAERS_IDs)
70452 dropped in df_data due to no covid VAX_TYPE involved in the report
87467 dropped in df_vax due to no covid VAX_TYPE involved in the report
86989 dropped in df_syms due to no covid VAX_TYPE involved in the report
1261149 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
13974 SYMPTOM_TEXT field repeat sentences deduped in 1831 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1312302 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1312302 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-05-06_VAERS_CONSOLIDATED.csv
Consolidation of 2022-05-06 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1261149 rows in df_vax_flat
Merging DATA into VAX flattened
1261149 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-05-06_VAERS_FLATTENED.csv
1261149 rows in vaers_flattened/2022-05-06_VAERS_FLATTENED.csv
Flattening of 2022-05-06 done
Using flat 2022-04-29 already in memory, 1255355 rows
Using flat 2022-05-06 already in memory, 1261149 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-04-29 already in memory
Comparing
2022-04-29 v. 2022-05-06
1261149 this drop total covid
1255355 previous total covid
1151948 identical set aside
109201 this drop to work with
103407 previous to work with
5794 difference
7015 new in 2022-05-06
80 delayed this week
1301 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 1925131 51.0 <> 50.0
AGE_YRS 1932192 64.0 <> 63.0
ALLERGIES 8 cells of trivial non-letter differences ignored
ALLERGIES 1925056 [] <> N/a
4 ALLERGIES [] <> None [2247809, 2250064, 2250158, 2250436]
ALLERGIES 2038260 - Almonds <> #NAME?
ALLERGIES 2032098 - Amoxicillin - Phenergan <> #NAME?
ALLERGIES 2082164 - Lactose and gluten intolerant - Allergic to latex <> #NAME?
ALLERGIES 2019832 - NKA <> #NAME?
ALLERGIES 2138051 - Penicillins - hives/rash - Sunscreens - rash <> #NAME?
ALLERGIES 2119120 - amoxicillin - penicillin <> #NAME?
ALLERGIES 2092433 -Coffee -Meds containing PEG -Lamictal -Sulfa -Amoxicyllan <> #NAME?
ALLERGIES 2102557 -cillin family of drugs <> #NAME?
ALLERGIES 2137161 -clindamycin -erythromycin -gentamycin -neomycin -sulfa antibiotics -tetracyclines -vancomycin -penicillins <> #NAME?
ALLERGIES 2088247 -ketamine (agitation) -adhesive tape (itching) <> #NAME?
ALLERGIES 2250428 Amoxicyclin <> Amoxicillin
ALLERGIES 2248084 flagel <> Flagyl
ALLERGIES 2246021 Cestin and Lordid <> Ceftin Lorabid
ALLERGIES 1923934 <> I have an adverse effect to
ALLERGIES 1929517 Sulptha <> Sulpha
ALLERGIES 1925325 Inderol <> Inderal
ALLERGIES 1929854 Essexor <> Effexor
ALLERGIES 2250442 N/a <> []
ALLERGIES 942067 NKA <> Penicillin
ALLERGIES 2/28 columns 100/184 rows
ALLERGIES 1929379 BENEDRYL eucalyptus <> Benadryl Dried eucalyptus(and
ALLERGIES 1929508 iodine <> I am allergic to and Iodine have had reactions
ALLERGIES 2252195 Pineaple <> Pineapple
ALLERGIES 2252787 Novocaine <> Novocain
ALLERGIES 1929159 STERIODS <> Steroids
ALLERGIES 1932283 Sulpha <> Sulphur
ALLERGIES 2245813 Sulpha <> Sulfa
ALLERGIES 1928940 teramicin <> Terramycin
CUR_ILL 5 cells of trivial non-letter differences ignored
6 CUR_ILL [] <> N/a [1923724, 1924717, 1924869, 1925056, 1925092, 1925327]
9 CUR_ILL [] <> None [2247809, 2247825, 2247995, 2249906, 2249942, 2250056, 2250115, 2250127, 2250156]
CUR_ILL 2162099 - HIGH BLOOD PRESSURE - BLOOD CLOTS <> #NAME?
CUR_ILL 2200601 It was mainly in my back. *It was a horrific time. The booster must not have worked at all. <> It
CUR_ILL 2019832 -None <> #NAME?
CUR_ILL 2092433 -Questionable diagnosis of Rheumatoid Arthritis and Fibromyalgia. <> #NAME?
CUR_ILL 2088674 -no <> #NAME?
CUR_ILL 2252089 Covid <> COVID-19
2 CUR_ILL N/a <> [] [2250442, 2252306]
2 CUR_ILL No <> None [2250158, 2250428]
CUR_ILL 2250216 Non <> None
CUR_ILL 2257563 Nope <> None
CUR_ILL 942067 Not stated <> []
DATEDIED 2122 cells of trivial non-letter differences ignored
HISTORY 5 cells of trivial non-letter differences ignored
2 HISTORY [] <> N/a [1923724, 1925327]
2 HISTORY [] <> None [2247862, 2248015]
HISTORY 2074776 +ANA etiology unknown <> #NAME?
HISTORY 2104795 +ANA(autoimmune antibody in serum blood) <> #NAME?
HISTORY 2091930 Right below-knee amputation prosthetic use Generalized anxiety disorder <> Ri
HISTORY 1997933 - Easy bruising - Rare heart palpitations - Mild anxiety <> #NAME?
HISTORY 2162099 - HIGH BLOOD PRESSURE - BLOOD CLOTS <> #NAME?
HISTORY 2007229 - Severe Migraines <> #NAME?
HISTORY 2010405 - idiopathic angioedema/urticaria <> #NAME?
HISTORY 2092433 -Asthma <> #NAME?
HISTORY 2209289 -Chronic migraine but not as often as I have now. -Arthritis in lower spine -Compressed disc in lower spine -Sciatic nerve down left leg -Bunion on left foot <> #NAME?
HISTORY 2019832 -None <> #NAME?
HISTORY 2086165 -Renal disorder -Osteoporosis -Hypertension <> #NAME?
HISTORY 2112609 -seasonal allergies -asthma -Dermographism <> #NAME?
HISTORY 966275 HCC H <>
HISTORY 1928867 CHLOESTROL <> Cholesterol
HISTORY 1924934 CHOLESTROL <> Cholesterol
HISTORY 2252147 Hypo thyroids <> Hypothyroid
HISTORY 2246021 and <>
HISTORY 2251966 Fiber Malagia <> Fibromyalgia
HISTORY 2245824 adrenal chlorocal <> Adrenocortical
HISTORY 2245977 Hx <> History
HISTORY 1928599 CHROLESTROL <> cholesterol
HISTORY 976411 college study for RTPCR positive after Covid 19infection <>
HISTORY 1924810 <> r
HISTORY 2250442 N/a <> []
HISTORY 2252049 No <> None
HISTORY 942067 Not stated <> Depression
HISTORY 2252346 Oso arthritis pre diabetes <> Osteoarthritis Prediabetes
HISTORY 1929508 <> I have and currently being treated for
HISTORY 5/28 columns 100/133 rows
HISTORY 1923170 immune sjogrens sybdrome <> Immune Sjogren's syndrome
LAB_DATA 11 cells of trivial non-letter differences ignored
15 LAB_DATA [] <> None [2247809, 2247825, 2248001, 2248008, 2248084, 2249901, 2249929, 2250129, 2250155, 2250174, 2250182, 2250216, 2250404, 2250595, 2257507]
LAB_DATA 2054040 + COVID test <> #NAME?
LAB_DATA 2024810 1/4/21 <> 0.011904762
LAB_DATA 2010468 + ABOTT <> #NAME?
2 LAB_DATA + Abott <> #NAME? [2010465, 2010481]
LAB_DATA 2048196 monitor 12/2021 <>
LAB_DATA 2054047 + COVID <> #NAME?
LAB_DATA 1998928 + COVID PCR <> #NAME?
84 LAB_DATA + COVID test <> #NAME? [2035013, 2035022, 2035031, 2037868, 2037871, 2037874, 2037878, 2037881, 2038237, 2038239, 2038241, 2039521, 2039533, 2039534, 2039548, 2039558, 2039560, 2039563, 2039568, 2043200, 2043211, 2043233, 2043241, 2043244, 2043252, 2043259, 2043270, 2043276, 2047958, 2047961, 2047976, 2048005, 2048014, 2048017, 2048027, 2048042, 2048055, 2051194, 2051200, 2051208, 2051212, 2051216, 2051223, 2051231, 2051239, 2051248, 2054032, 2054045, 2054054, 2054057, 2054061, 2057865, 2057866, 2057867, 2057869, 2057871, 2057872, 2062897, 2062910, 2062917, 2062929, 2062938, 2062953, 2062962, 2062972, 2062998, 2063007, 2063012, 2063025, 2069094, 2069103, 2069113, 2069120, 2071811, 2071815, 2071822, 2076008, 2076018, 2079600, 2079603, 2079611, 2079619, 2085476, 2085482]
LAB_DATA 2024799 + COVID-19 1/8/22. <> #NAME?
LAB_DATA 2155021 + Covid At outside facility per H & P, no labs here at Healthcare facility <> #NAME?
LAB_DATA 2005557 + abbot test for COVID <> #NAME?
LAB_DATA 2010457 + abbot tests <> #NAME?
LAB_DATA 2192343 + skin bx with marked depletion of small fibers the remainder of an extensive work up unremarkable <> #NAME?
LAB_DATA 2178032 +ANA <> #NAME?
4 LAB_DATA +COVID test <> #NAME? [2034994, 2035001, 2043217, 2047981]
LAB_DATA 2031612 +Troponins <> #NAME?
LAB_DATA 2072009 ESR Blood Lavender C-Reactive Protein Green Plasma Separator Tube All Normal w Vitamin D Status 25-OH 25 ng/mL Deficiency 20 Insufficiency 29 Optimal or 30 <>
LAB_DATA 2043959 - MRI and blood test - Doctor believe that she had a side effect to the vaccine (Aphasia) <> #NAME?
LAB_DATA 2028329 Ear, Nose, Throat specialist (Dec 22nd) - Vestibular testing (Dec 22nd) - Hearing test (Dec 22nd) - Doctor appointment (Dec 30th) <> Ea
LAB_DATA 2238572 loss drops to 55 decibels 5 2/21/2022 Right ear hearing stabilizes 40 6 4/8/2022 remain below normal 35-40 MRI 12/29/2021 No Abnormalities CT Scan 2/8/2022 abnormalities Blood Test 1/17/2022 Normal except low Vitamin D <> l
LAB_DATA 2074544 node Second area of concern corresponds to a 0.7 x 0.9 0.5 cm left level 4 Both nodes are reniform in shape homogeneous cortical echogenicity and have preserved fatty hila No soft tissue mass or fluid collection Thyroid gland is enlarged heterogeneous echotexture consistent with autoimmune thyroid disease Jan 13 labs drawn including free T4 elevated at 1.9 normal range 0.89-1.76 TSH low 0.03 0.55-4.78 peroxidase antibody undetectable 28 0-60 <>
LAB_DATA 2063854 WBC 9.95 10.80 K/cmm 4.80 RBC 3.39 L 3.12 M/cmm 4.20 5.40 HGB 11.8 10.7 g/dL 12.0 16.0 HCT 35.6 33.4 37.0 47.0 MCV 105.0 H 107.1 fL 81.0 99.0 MCH 34.8 34.3 pg 27.0 31.0 MCHC 33.1 32.0 33.0 RDW 14.9 15.8 11.5 15.5 PLT 153 149 130 400 MPV 12.3 7.4 10.4 NE 83.4 79.3 43.0 85.0 LY 9.4 10.1 20.5 45.5 MO 6.0 2.0 15.0 EO 0.0 3.1 0 BA 0.5 0.8 3.0 IG 0.7 URINE PROFILE 08/05 Reference 2021 12:44 Units Ranges COLOR YELLOW Ref CLARITY CLEAR SP GRAV 1.010 1.005 1.025 UROBILI 0.2 EU/dL 2 BLOOD NEGATIVE mg/dL NEG BILI KETONESNEGATIVE GLUCOSENEGATIVE PROTEINNEGATIVE PH 9.0 5 9 NITRITENEGATIVE LEUK ES SMALL SEDXAM DONE 1-5 HPF EPITH C MOD 4 UR BACT 3 AM SED CHEMISTRY PLASMA 08/21 15:59 15:58 12:06 GLUCOSE 152 mg/dl 70 100 BUN 28 23 7 17 CreaCKD 1.3 1.0 1.5 NA 134 137 mmol/L 145 K 4.7 4.8 3.6 5.0 CL 105 110 98 107 CO2 18.0 20.0 22.0 30.0 eGFRckd 37.91 52.06 mL/min 60 CALCIUM 9.2 8.4 10.3 MG 1.50 1.60 2.30 PO4 2.50 4.50 CK U/L 30 135 cTNI 0.176 ng/mL 0.120 NTBNP 2420.0 pg/mL 125.0 C-REACT 45.9 mg/L LD 112 245 URIC AC 3.2 2.5 7.5 ALK PHO 58 45 38 126 AST 37 32 14 36 ALTV 18 Ref:<=35 35 GGT IU/L 55 T D 0.3 PROTEIN 7.0 6.6 6.3 8.2 ALBUMIN 3.5 AMYLASE 30.00 110.00 LIPASE 23.0 300.0 NH3 umol/L 33 ETOH Ref:<=11 11 CHOL 127 1 200 TRIGLYC 124.00 1.00 200.00 HDL 52.00 35.00 99.00 LDL 54.29 129.00 C/H RAT 0.1 7.1 VLDL CH 25.0 40.0 Coronavirus Nasal Swab NASAL COVID-Cep RT-PCR COVID FluA ce FluB range low SARS-CoV-2 NEGATIVEFlu A B high a 08/21/2021 16:04 POSITIVE RSV cep MISCELLANEOUS TESTS DATE TIME SPECIMEN TEST VALUE ranges Lactate 1.9 2.1 08/05/2021 SERUM RPR NONREACTIVE MICROBIOLOGY Received Aug 21 16:01 Collection sample date Comment on specimen X2 Test(s ordered CULTURE completed 26 10:22 BACTERIOLOGY FINAL REPORT Bacteriology Remark(s NO GROWTH DAYS <>
LAB_DATA 2211441 initial 2 doses of Pfe vac nor 12t booster except a sore arm <> init
LAB_DATA 2114238 dermatologist who believes these symptoms are the result of an allergic reaction She prescribed antihistamine and vitamin C <> dermatolog
LAB_DATA 2104767 COMPARISON: None. TECHNIQUE: Multiplanar MR imaging of the brain was performed at 3.0 Tesla. FINDINGS: Brain: There is no evidence of hemorrhage, territorial infarction or shift of the midline. No evidence of acute infarct. No evidence of hydrocephalus. There are multiple subcentimeter T2 hyperintensities of the white matter bilaterally, mainly involving frontal lobes but also in parietal lobes, right greater than left. No evidence of. 1 malformation. Visualized portion of sinuses and mastoids: Clear. IMPRESSION: There is white matter disease with multiple T2 hyperintensities bilaterally which is nonspecific. While this can be seen with chronic small vessel ischemic disease, the patient is relatively young and the differential diagnosis could include inflammation including vasculitis, infection including Lyme disease, migraine, demyelinating disease, among other white matter entities in the appropriate clinical setting. <> COM
LAB_DATA 2248115 is too small to fully characterize may represent a cyst or hemangioma Spleen pancreas adrenal glands are unremarkable The gallbladder kidneys Symmetric nephrograms No hydroureteronephrosis Limited evaluation of the unopacified hollow viscera Incomplete gastric distention evidence bowel obstruction appendix not visualized Moderate stool retention pneumatosis venous gas Uterus adnexal mass urinary bladder Prominent veins question pelvic vasculature congestion syndrome Normal caliber aorta intact SMA patent main portal vein splenic superior mesenteric free air Trace fluid collections.No hemoperitoneum significant lymphadenopathy Small fat-containing umbilical hernia acute osseous findings Chest CT with contrast 1/18/2022 pulmonary arteries normal without filling defects suggest either chronic emboli parenchyma interstitial airspace disease Possibly because hyperdynamic state also substantially opacified but no difficulty encountered in distinguishing from evaluating artery structures Airways clear tracheal bronchial abnormality identified There peribronchial thickening foreign body vascular sling pleural visible ascites heart and great vessels pleura diaphragms mediastinal hilar axillary parenchymal calcifications upper abdominal Renal cortical perfusion noted central spleen minimal liver <>
LAB_DATA 2011248 -ER exam -Labwork -MRI -vertigo medication <> #NAME?
LAB_DATA 2000053 ultrasound <> ultr
LAB_DATA 2019832 -None yet <> #NAME?
LAB_DATA 2043512 -Sars covid flu was done in clinic today and negative for Covid and flu A and B. <> #NAME?
LAB_DATA 2043769 -Shoulder X-Ray -Spine MRI -Brain MRI -Assorted Blood Tests <> #NAME?
LAB_DATA 2204978 already reduced maybe gout blood uric acid level was normal <>
LAB_DATA 2058676 01/19/2022 <> 1/19/2022
LAB_DATA 2246026 Covid test <> COVID-19
LAB_DATA 2128582 02/07/2022 <> 2/7/2022
LAB_DATA 2184339 02/14/22 <> 2/14/2022
LAB_DATA 2252213 COVID <> COVID-19
LAB_DATA 2168251 08/09/2021 <> 8/9/2021
LAB_DATA 2091622 09/03/2021 <> 9/3/2021
LAB_DATA 2123804 1/12/22 <> 1/12/2022
LAB_DATA 2071637 1/21/22 <> 1/21/2022
LAB_DATA 2005618 1/3/22 <> 1/3/2022
LAB_DATA 2091719 11/07/2021 <> 11/7/2021
LAB_DATA 2246210 Covid <> COVID-19
LAB_DATA 2091821 12/1 <> 1-Dec
LAB_DATA 2252244 12/23 <> 23-Dec
LAB_DATA 2165194 17-Mar-2021 <> 17-Mar-21
LAB_DATA 2062925 17/Dec/2021 <> 17-Dec-21
LAB_DATA 2246188 Covid <> COVID-19
LAB_DATA 2028147 3/30 <> 30-Mar
LAB_DATA 2245811 COVID <> COVID-19
LAB_DATA 2246355 CoVid negitive <> COVID-19 negative
LAB_DATA 2179998 9/16/21 <> 9/16/2021
LAB_DATA 2252047 COVID <> COVID-19
LAB_DATA 2245812 COVID <> COVID-19
LAB_DATA 2252177 COVID <> COVID-19
LAB_DATA 2255237 COVID POSITIVE <> COVID 19 Positive
LAB_DATA 2252147 COVID <> COVID-19
LAB_DATA 2255247 COVID <> COVID-19
LAB_DATA 2255095 COVID Covid <> COVID-19
LAB_DATA 2245973 COVID positve <> COVID-19 positive
2 LAB_DATA COVID test <> COVID-19 test [2246301, 2252003]
LAB_DATA 2255217 COVID <> COVID-19
LAB_DATA 2255097 COVID <> COVID-19
LAB_DATA 2252059 COVID <> COVID-19
LAB_DATA 2252091 COVID <> COVID-19
LAB_DATA 2246021 COVID <> COVID-19
LAB_DATA 2246303 COVID <> COVID-19
LAB_DATA 2252269 COVID test <> COVID-19 test
LAB_DATA 2252084 COVID test ECO cardiogram <> COVID-19 test Echocardiogram
LAB_DATA 2252280 COVID <> COVID-19
LAB_DATA 2245824 Scan Covid its rang <> scan COVID-19 it's
LAB_DATA 2255235 Covid <> COVID-19
LAB_DATA 2245758 Covid <> COVID-19
LAB_DATA 2248057 Covid <> COVID-19
LAB_DATA 2245827 Covid <> COVID-19
2 LAB_DATA Covid Test <> COVID-19 Test [2245815, 2255090]
LAB_DATA 2252052 Covid <> COVID-19
LAB_DATA 2255205 Covid Catherization <> COVID-19 Catheterization
LAB_DATA 1925305 Covid tes <> COVID test
3 LAB_DATA Covid test <> COVID-19 test [2248025, 2248158, 2252539]
LAB_DATA 2245992 Covid <> COVID-19
LAB_DATA 2252098 Covid <> COVID-19
LAB_DATA 6/28 columns 100/153 rows
LAB_DATA 2252780 Covid <> COVID-19
LAB_DATA 2246035 Covid <> COVID-19
LAB_DATA 2255197 Covid <> COVID-19
LAB_DATA 2255202 Covid <> COVID-19
LAB_DATA 2110392 February 5 <> 5-Feb
LAB_DATA 2252148 COVID <> COVID-19
LAB_DATA 2252089 Covid <> COVID-19
LAB_DATA 2252798 Covid <> COVID-19
LAB_DATA 2032135 Jan 3 2022 <> 3-Jan-22
LAB_DATA 2062660 January 20 2022 <> 20-Jan-22
LAB_DATA 1932184 Feritin <> Ferritin
LAB_DATA 2065588 May 31 2021 <> 31-May-21
LAB_DATA 2249906 N/a <> []
LAB_DATA 942067 No tests performed at Vaccine Clinic other than Biox reading (see previous note). <> []
LAB_DATA 2257370 Sept 2021 <> Sep-21
LAB_DATA 2245961 COVID Covid <> COVID-19
LAB_DATA 2246003 covid <> COVID-19
NUMDAYS 2257530 0.0 <> []
OFC_VISIT 942067 [] <> Y
ONSET_DATE 71959 cells of trivial non-letter differences ignored
OTHER_MEDS 12 cells of trivial non-letter differences ignored
OTHER_MEDS 2248030 [] <> No
2 OTHER_MEDS [] <> N/a [1925056, 1925092]
4 OTHER_MEDS [] <> None [2249901, 2250129, 2250158, 2250428]
OTHER_MEDS 2162099 - ATORVASTATIN - LOSARTAN - ELIQUIS - AMLODIPINE - CERTIRIZINE <> #NAME?
OTHER_MEDS 2038405 - daily complete multivitamin - collagen <> #NAME?
OTHER_MEDS 2119120 - divalproex - gabapentin - hydroxyzine pamoate - mirtazapine - trazodone <> #NAME?
OTHER_MEDS 2010405 - multivitamin <> #NAME?
OTHER_MEDS 2099495 -- Zoloft -- Tramadol -- Estriol vaginal cream -- magnesium -- B12 Custom made herbal formula <> #NAME?
OTHER_MEDS 2088247 -amlodipine -cholecalciferol -clonidine -Adderall -docusate -fluoxetine -mycophenolate -prednisone -tacrolimus -magnesium oxide <> #NAME?
OTHER_MEDS 1924963 CIMBICORT <> Symbicort
OTHER_MEDS 990584 [] <> Ibuprofen; TYLENOL
OTHER_MEDS 1924894 Multi vitamine daily <> Multi vitamin daily
OTHER_MEDS 2255216 metropole <> Metoprolol
OTHER_MEDS 1929371 <> 5 mg most nights
OTHER_MEDS 1925619 <> 1mg
OTHER_MEDS 2255095 <> 50mcg and 20mg
OTHER_MEDS 1924564 bexmethylphenidate <> Dexmethylphenidate
OTHER_MEDS 942067 None dispensed at Vaccine Clinic not stated by patient <> Lexapro 10mg/daily Wellbutrin XL 300mg/daily
OTHER_MEDS 1928892 D3 omega 3 <> 1.0 ml D-3 Omega-3
OTHER_MEDS 10/28 columns 100/266 rows
2 OTHER_MEDS Losartin <> Losartan [2250088, 2250216]
OTHER_MEDS 2255237 ASPRIN <> Aspirin
OTHER_MEDS 1928803 LICENIPRILL ADALODAPHINE BABY ASPRIN ATRASATIN <> Lisinopril Amlodipine Baby Aspirin Atorvastatin
OTHER_MEDS 1923934 Gilenya <> I was taking Gilenia and
OTHER_MEDS 2252261 Phenabartole Synthroid <> Phenobarbital
OTHER_MEDS 2252074 PRILSEC <> Prilosec
OTHER_MEDS 1925188 Amatriptolin-for Lisopril <> Amitriptyline-for Lisinopril
OTHER_MEDS 2249929 clopidogrel <> Copidogrel
OTHER_MEDS 1929517 Estratiol <> Estradiol
OTHER_MEDS 1924507 <> 1200mg 40mg 50mg
OTHER_MEDS 1923841 <> 0.4 mg bd 10 od 160 81 1000
OTHER_MEDS 1924892 acyclozir docufate <> Acyclovir Docusate
OTHER_MEDS 1924824 Eloquis <> Eliquis
OTHER_MEDS 10/28 columns 200/266 rows
OTHER_MEDS 2250404 Vit avorstatin <> Vitamin Atorvastatin
OTHER_MEDS 2252018 Q weekly <> and Qweekly
OTHER_MEDS 2252008 FOSMAX Q weekly <> and Fosamax Qweekly
OTHER_MEDS 2248116 Valcyclovir <> Valacyclovir
OTHER_MEDS 2245973 asprin <> Aspirin
OTHER_MEDS 1923704 Adarol <> Adderall
OTHER_MEDS 1929431 Ceterizine Anastrazole <> Cetirizine Anastrozole
OTHER_MEDS 1928599 MEDAFROMIL MULTIVATIM <> Metformin Multivitamin
OTHER_MEDS 1928940 Levetiracetam-kepra <> Levetiracetam-Keppra
OTHER_MEDS 1923807 Glucosamin <> Glucosamine
OTHER_MEDS 1925325 Vistrail rovaxin QWeekly <> Vistaril Robaxin Q Weekly
OTHER_MEDS 1924716 <> 200mg 2x daily 50mg 240mg 40mg 12.5mcg 300mg that evening 1/23/2021
OTHER_MEDS 1929508 <> I was taking a 3x daily and half
OTHER_MEDS 1929489 Nabumetlne <> Nabumetone
OTHER_MEDS 1928647 topomax <> Topamax
OTHER_MEDS 1923773 Flecalnide <> Flecainide
OTHER_MEDS 1923765 Flecalnide <> Flecainide
OTHER_MEDS 1925079 Moloxicam ropanolol Lisinpril <> Meloxicam Propranolol Lisinopril
OTHER_MEDS 1923785 Flecalnide <> Flecainide
OTHER_MEDS 2250028 coq10 d3 <> COQ D3 1
OTHER_MEDS 1924934 ROZUVASTATIN 20MG ASPRIN ZINC 50MG/DAY H <> Rosuvastatin 20mg Aspirin Herbal suppleme
OTHER_MEDS 1924810 LASIX omeprazole ZYRTEC FLONASE gabapentin methocarbamol testosterone CLINDAMYCIN metronidazole TYLENOL aspiri <> 140mg per ml every 2 weeks 1mg 4xday 10mg 1xday 320mg Lasix 20mg 100mg 1000mg
OTHER_MEDS 1932188 Butterbur Iron Supplement C Co-Q-10 Famotidine Fish <> 10mg 60Mg 37.5-25Mg 2Mg 40Mg 99Mg 1000Mg 500Mg Butterburr 150Mg 10Mg 2
OTHER_MEDS 1929603 Baby Aspirin Minocycline Albuterol inhaler Brio <> 10MG one a day 137MCG 1 50MCG 420MG 400MG twice once every 3rd 3.125MG ba
PRIOR_VAX 2021605 April 2020 <> Apr-20
PRIOR_VAX 2244317 02/02/2021 <> 2/2/2021
PRIOR_VAX 2085266 04/05/2021 <> 4/5/2021
PRIOR_VAX 2085982 05/05/2021 <> 5/5/2021
PRIOR_VAX 2010113 01/20/21 <> 1/20/2021
PRIOR_VAX 2062234 1/28/21 <> 1/28/2021
PRIOR_VAX 2019492 12/02/2021 <> 12/2/2021
PRIOR_VAX 2021499 December 23 2021 <> 23-Dec-21
PRIOR_VAX 2177360 03/11/2022 <> 3/11/2022
PRIOR_VAX 2194516 03/18/2021 <> 3/18/2021
PRIOR_VAX 2050843 03/23/3021 <> 3/23/3021
PRIOR_VAX 2024820 04/12/2021 <> 4/12/2021
PRIOR_VAX 2131775 04/22/2021 <> 4/22/2021
PRIOR_VAX 2011026 04/28/21 <> 4/28/2021
PRIOR_VAX 2239145 4/30/21 <> 4/30/2021
PRIOR_VAX 2083071 6/17/21 <> 6/17/2021
PRIOR_VAX 2106186 07/23/2021 <> 7/23/2021
PRIOR_VAX 2123879 08/12/2021 <> 8/12/2021
PRIOR_VAX 2158167 8/19/21 <> 8/19/2021
PRIOR_VAX 2252064 All COVID vaccine <> All COVID-19 vaccine
PRIOR_VAX 2255237 COVID DOSE <> COVID-19 Dose
PRIOR_VAX 2246189 Covid <> COVID-19
PRIOR_VAX 2245824 Covid <> COVID-19
PRIOR_VAX 2246050 COVID <> COVID-19
PRIOR_VAX 2252041 COVID <> COVID-19
PRIOR_VAX 2252275 covid an <> COVID-19
PRIOR_VAX 2248074 Covid re <> COVID-19
RECOVD 942067 U <> Y
RECVDATE 101941 cells of trivial non-letter differences ignored
RPT_DATE 45 cells of trivial non-letter differences ignored
SPLTTYPE 2053621 01/10/2022 <> 1/10/2022
SPLTTYPE 2071734 01282022 <> 1282022
SPLTTYPE 2123770 02182022 <> 2182022
SPLTTYPE 2202134 03282022 <> 3282022
2 SPLTTYPE 095275 <> 95275 [2166395, 2212376]
20 SPLTTYPE [] <> vsafe [942067, 1923807, 1923908, 1924717, 1924956, 1924977, 1925092, 1925606, 1928579, 1928599, 1928647, 1928776, 1929032, 1929517, 1932244, 1932771, 2251966, 2252170, 2252250, 2257501]
STATE 2249942 AK <> AR
STATE 2250011 AR <> AZ
STATE 2250632 IA <> ID
SYMPTOM_TEXT 47 cells of trivial non-letter differences ignored
3 SYMPTOM_TEXT + COVID <> #NAME? [2010450, 2010457, 2010465]
7 SYMPTOM_TEXT + covid <> #NAME? [1997941, 1998892, 1998902, 1998961, 2001856, 2040208, 2040217]
SYMPTOM_TEXT 2040223 +covid <> #NAME?
SYMPTOM_TEXT 2085427 - Bloody diarrhea - Diarrhea - Loss of consciousness - Headache - Lethargy - Fever - Chills <> #NAME?
SYMPTOM_TEXT 2038291 - Red and Purple blotches from knees to feet - Swelling from knees down - Dry Mouth - Severe drowsiness Tried using vitamin K cream per dermatologist recommendation, Has helped to reduce color of blotches, but they still remain visible <> #NAME?
SYMPTOM_TEXT 2085358 - Severe chest pain - Five hours of extreme shivering - Abnormal cramping of muscles in chest and abdomen - Unable to extend arms <> #NAME?
SYMPTOM_TEXT 2082164 - Stiffness in all joints - Tightness in chest - Nausea and vomiting - Feeling faint - Fatigue <> #NAME?
SYMPTOM_TEXT 2225446 - sharp intestinal colicky pain - abdominal pain/cramps - pain at injection site (left arm), left armpit and left side of the chest - muscle/join aches - mild fever <> #NAME?
SYMPTOM_TEXT 2206616 -- Upper back and shoulder pain on left side. Treatment via heat and tylenol. Still an issue. -- Warm and wet sensation in upper right thigh when turning neck to shoulder. No treatment. Has decreased in intensity. <> #NAME?
SYMPTOM_TEXT 2091698 -Dizziness/lightheadedness -Breathing difficulties -Rapid heart beat -Feeling faint -Developed a stiff neck on the left side -Trapezius muscle spasm -Decreased range of motion -left shoulder <> #NAME?
SYMPTOM_TEXT 2201539 -Heart attack -Myocarditis <> #NAME?
SYMPTOM_TEXT 2129215 -dizziness <> #NAME?
SYMPTOM_TEXT 2013723 -huge lacrosse sized lymphnode in left armpit woke up in the morning repeatedly because it was tender. <> #NAME?
SYMPTOM_TEXT 2189327 -moderately severe heart/chest pain -painful breathing Currently trying to rest, took ibuprofen <> #NAME?
SYMPTOM_TEXT 2075016 -unusually long feeling of unwellness with the second dose. -noticeable shortness of breath especially during physical activity. - HIGHLY unusual symmetrical markings on hands. They would become more pronounced with physical exertion. (those markings got larger with increased heart rate) <> #NAME?
SYMPTOM_TEXT 2108903 male patient received bnt162b2 BNT162B2 administration date 21Dec2021 Lot number FF2589 at the age of 43 years as dose 3 booster single 24Feb2021 EL3247 2 and 02Feb2021 1 for covid-19 immunisation The patient's relevant medical history concomitant medications were not reported following information was VACCINATION FAILURE medically significant with onset 24Jan2022 outcome recovering described COVID-19 23Jan2022 illness mild cough loss smell fatigue starting 1/23 underwent laboratory tests procedures sars-cov-2 test positive It unknown if therapeutic measures taken a result vaccination failure Additional Unknown other vaccine in four weeks prior No follow-up attempts are possible further is expected Sender's Comments efficacy varies from one to another can be affected by different factors however contributory role suspect cannot ruled out <> mal
SYMPTOM_TEXT 2057050 as dose 2 single and administration date 07Apr2021 Lot number ER8729 1 for covid-19 immunisation The patient's relevant medical history concomitant medications were not reported following information was COVID-19 medically significant VACCINATION FAILURE all with onset 26Dec2021 outcome recovering described PCR covid mild dx event pcr 26dec2021 evaluated at the physician office visit patient underwent laboratory tests procedures sars-cov-2 test positive notes if tested post vaccination Yes It that is unknown prior to diagnosed receive any other vaccines within four weeks vaccine Since had been No follow-up attempts are possible further expected Sender's Comments Based on in case report a causal relationship between events Vaccination failure Covid-19 suspect drug BNT162B2 cannot be excluded <>
SYMPTOM_TEXT 2057078 date 09Nov2021 Lot number FF2589 as dose 3 booster single administration 05Feb2021 EL3247 1 and 25Feb2021 2 for covid-19 immunisation The patient's relevant medical history concomitant medications were not reported following information was IMMUNISATION hospitalization medically significant with onset outcome unknown described Dose Number VACCINATION FAILURE COVID-19 all 06Jan2022 recovered covid hospital admission patient hospitalized vaccination failure start underwent the laboratory tests procedures sars-cov-2 test positive notes Covid type post Unknown No follow-up attempts are possible further is expected Sender's Comments Based on currently available,The casual association between suspected vaccine BNT162B2 cannot be completely excluded <>
SYMPTOM_TEXT 2068163 administration date 08Oct2021 Lot number FF2589 at the age of 65 years as dose 3 booster single 16Feb2021 EL3247 2 and 26Jan2021 1 for covid-19 immunisation The patient's relevant medical history concomitant medications were not reported following information was IMMUNISATION medically significant with onset outcome unknown described VACCINATION FAILURE COVID-19 all 10Jan2022 covid positive test RHINORRHOEA non-serious rhonorrhea SNEEZING sneezing patient underwent laboratory tests procedures sars-cov-2 It if therapeutic measures taken a result vaccination failure rhinorrhoea Clinical course product COVID 19 brand Pfizer False lot previous details prev Did receive any other vaccines within 4 weeks prior to vaccine Unknown Reported Event Covid on 1/10 mild sx diagnosed post type name Device Date 18Jan2022 No follow-up attempts are possible further is expected <> adminis
SYMPTOM_TEXT 2213077 A 43 year-old female patient received bnt162b2 BNT162B2 administration date 22Oct2021 Lot number FF2589 at the age of years as dose 3 booster single for covid-19 immunisation The patient's relevant medical history and concomitant medications were not reported Vaccination included Bnt162b2 Dose Number 2 Manufacturer Pfizer Batch/Lot No EL3247 16Feb2021 when was 42 old Covid-19 immunization 1 26Jan2021 following information VACCINATION FAILURE medically significant COVID-19 all with onset 25Mar2022 22:00 outcome unknown described sx covid test on 26Mar22 NASAL CONGESTION non-serious congestion no loss taste or smell PYREXIA fever PAIN body aches COUGH cough HYPERHIDROSIS sweats HEADACHE Headache events 26mar22 headache evaluated physician office visit underwent laboratory tests procedures sars-cov-2 26Mar2022 positive notes Unknown It if therapeutic measures taken a result vaccination failure nasal pyrexia pain hyperhidrosis Clinical course Some St late then HA follow-up attempts are possible further is expected Sender's Comments Based current available limited in case provided causal association between use suspect product cannot be fully excluded <>
SYMPTOM_TEXT 2194545 Flu A/B and RSV negative Admitted to facility contact/airborne precautions Supplementary Oxygen NCO2 previously now off Dexamethasone 6mg daily but given improvement hypoxia likely d/t pulmonary edema in addition hyperglycemia d/c dex Encourage incentive spirometer use prone positioning APAP PRN for pain/fever/Albuterol wheezing/Benzonatate cough <>
SYMPTOM_TEXT 1998527 and muscle aches ECG negative for acute ischemic changes CXR processes stable findings from 3/2019 xray Labs notable AKI with Cr 4.04 baseline 2s Normal D-dimer normal troponin x 1 wbc I recommended ED admission additional evaluation given results finalized late Friday afternoon patient's symptoms were progressively worsening 4/14/21 IVF administered diuretics lisinopril held subsequent improvement in renal function ECHO ordered completed prior to discharge home on 4/15/2021 Probability VTE thought be low no further work up done 4/20/21 PCP clinic visit follow Dyspnea exertion reportedly improving although not back judged by distance able ambulate around his neighborhood CBC CMP Renal trend since hospital 4/15 Attributed decision continue despite being instructed at stop medication advised he Had Nephrology appt scheduled 4/22 In light of this recommendations made 4/21/21 Patient presented after onset chills itching all orver lighheadedness upper torso pain only per HPI note also reported concern that skin seeems bleeding more easily than pointed several small lesions Today is complaining shortness breath cough diarrhea physician including x3 BNP reassuring nonischemic event 4/14/2021 sinus bradycardia 1st degree AVB LAD ST/T was discharged instructions Imdur f/u as discussed during pcp 4/26/21 improved nearly resolved 4/29/21 show anemia <>
SYMPTOM_TEXT 2074558 proceeded to get worse until about two and a half hours after the injection when they held at constant level of discomfort Mild jaw pain four still have taste throat tightness lower lip partially numb slightly improve taking 25mg Benadryl taken started but don't go away Resting heart rate elevated measured 96 usually 72 7 face flushed Injection site red/itchy 8 returns may be wearing off Throat worsens again 10 this other mentioned except present remainder day Day 2 tongue dehydration feeling persists comes goes throughout 3 5 visit primary care physician described reaction was advised J&J shot as second dose rather than another Pfizer which I do couple months later <> proceed
SYMPTOM_TEXT 2020535 UNTIL THIS WEEK ECHOCARDIOGRAM SCHEDULED JAN 18TH TO DETERMINE ANY PERMANENT DAMAGE WITH VISIT CARDIOLOGIST ON JANUARY 28TH FOR CONSULTATION REGARDING RESULTS APPOINTMENT AGAIN DR LAB WORK BLOOD CONDITION RE-CONTINUING APIXABAN AND A MID-APRIL/MAY AS RESULT OF VACCINE WAS HEALTHY ACTIVE 74 YEAR OLD TWO WEEKS AFTER SECOND INJECTION <> U
SYMPTOM_TEXT 2083496 length of nap especially late in the day sleepiness throughout Tuesday with a 4 hour afternoon another full night?s sleep night felt better Wednesday and did chores errands then took went to earlier than usual about 10 pm Developed moderately severe headache after approximately 1 Took 3 Tylenol usually takes 2 Headache continued severity rest Monday receded normal by Nausea appeared 8 PM was morning remained so is much less faded No vomiting occurred but small trash can kept ready just case This being reported at 10:30 her Husband <> leng
SYMPTOM_TEXT 2249754 Feeling dizzy, like floating on the clouds, and world spinning - Hard to concentrate and think - Stomachache - Painful pulsation in the whole arm, shaking - Something (most likely lymph node) in the right armpit swollen and painful - Tinnitus (long noise in the right ear) - Weird feeling of circulation in the head during the night after. Felt like some liquid is moving - ADHD and anxiety got worse - Tears when sleeping (constant crying), wanted to pee a lot that night after - Also weird circulation in the stomach in two days, like some hot liquid was moving there - Cough, runny nose - Pain in the sides of the neck, like lymph nodes - Pimples on the chest - No appetit <>
SYMPTOM_TEXT 2019413 vaccination Duration 18 hours Frequent headaches 48 Treatment acetaminophen 500 mg 20 after onset Painful lymph node swelling axillary region same side as vaccine application Onset 24 worsening until about still ongoing 51 none <> vaccinat
SYMPTOM_TEXT 2148622 past Left for home with daughter Adviced to cosult PHP regarding adverse effects Patient felt better left adviced got ER further education Refused by patient <> pas
SYMPTOM_TEXT 2205152 hours per night and napping during the day without feeling rested I am full time engineer life-long endurance athlete my resting HR is 30-40 bpm June 27 was experiencing weakness fatigued collapsed at home 28 went to urgent care with shortness of breath chest pain near fainting brought hospital saw MD who did ultrasound heart found some pericardial effusion No other issues we blood tests examinations dismissed from ER told return if have more issue 29-July 11 continued extreme fatigue palpitations ongoing headaches <>
SYMPTOM_TEXT 2189209 did not go away Made appointment with doctor Doctor examination no swelling injury sure what is going on but will run an MRI showed that my immune system had randomly attacked allograft ACL and there was only 20 of in place would require surgery 3/16/2022 Had reconstruction to use quad tendon autograft due the strange response previous <> di
SYMPTOM_TEXT 2255248 the pain worsens Worst is when looking over right shoulder Still eating and attending online classes like normal He could not sleep well last night because of No fever Walking normally but had to look down a little bit d/t When he sits needs sit forward can't straighten his back mom wondering if that he's been sitting for while school Pt reports urinating BM today The left hand has discomfort some numbness on legs long time doing pt did volunteer this information was provided directly asked about any numbness/tingling TREATMENT Increase fluids Get plenty rest Alternate Tylenol Ibuprofen every 3-4 hours as needed If symptoms drastically worsen or high present then please be sure take child ER <>
SYMPTOM_TEXT 2226097 Eliquis for right ICA occlusion with fetal PCA 6 weeks Repeat CT of the head and neck in to determine continuation anticoagulation neuro clinic at that time ED visit hospital admission within receiving COVID vaccine <> Eliq
SYMPTOM_TEXT 2109480 vaccination Intensified substantially within 48 hours Non-specific pressure/pain subsided at 96 All other symptoms remain(4 days since the time of writing this <>
SYMPTOM_TEXT 2189050 all joints fingers wrists elbows shoulders knees ankles lower back pain around hip area muscle soreness only in ribs fatigue <>
SYMPTOM_TEXT 2213478 diagnosis Blood pressure instability Persistent dizziness lightheadeness spacial disorientation and vertigo Neuropathy numbness tingling in extremeties Blurry double vision Nausea heartburn Rapid drop ferretin sex hormone levels Insomnia jolting awake at night <> di
SYMPTOM_TEXT 2180500 ideation which has NEVER happened before I have no history of depression prior to this received treatment let it pass Eczema never had a eczema even as baby began getting rashes around both eyes and large patch on my neck beginning roughly 20 days after vaccine Red inflamed flaky dry patches is ongoing still rash tragus ears that moisturize vigorously control <> ideat
SYMPTOM_TEXT 2101944 peaked at 100.2 F Hot/cold chills/shivers during fever Cough Skin overly sensitive to the touch day after injection Crushing headache entire Overall tiredness despite sleeping well for 8 continuous hours Full recovery and felt great 36 <> pea
SYMPTOM_TEXT 2059334 Pt initially not following commands with dilated pupils to 5-6 mm Preserved consciousness But within 15-30 seconds squeezes my hands and releases changes position on own accord and makes eye contact with ability to talk Over next 5 min patient continues to bob head but is ambulatory and demonstrating fine motor function drinking out of a cup picking up pen off counter and verbally appropriate Patient has a history of pseudoseizures with multiple repeat presentations to ED for episodes Pt has had multiple Head CTs MRI brain and ambulatory EEG monitoring negative for epileptic or seizure activity Neurology tapered patient off of Keppra in April of last year initiated SSRI for anxiety and referred to psychiatry for further assistance with management strategies for anxiety <> Pt initi
SYMPTOM_TEXT 2024958 No improvement <>
SYMPTOM_TEXT 2058119 Occasionally I would have exercise-induced asthma ONLY if I exercise in cold weather Since the vaccine I have the same symptoms of exercise-induced asthma all day even when indoors and working at my desk I am constantly dry coughing now tested COVID negative several times with PCRs and Rapid antigen tests and have a hard time breathing normally <> Occasion
SYMPTOM_TEXT 2252821 somewhat after 1 week But I still have ongoing GI issues which are significantly impacting daily life I'm having disturbed sleep as well though unsure if that's simply a secondary effect caused by the The lots of heartburn/reflux something don't normally experience bloating morning diarrhea I'll often wake up between 3-5am unable to fall back asleep with my stomach gurgling do manage get doesn't feel restful and most days pretty fatigued result So far I've been self treating Pepcid famotidine 40mg/day Benedryl diphenhydramine 25-50mg/day These helpful but seem really had lasting Once pepcid wears off start significant <> some
SYMPTOM_TEXT 2050913 until he received two rounds of rituximab IV Still being monitored as Jan 20 2022 <> unti
SYMPTOM_TEXT 2200601 and pain management I was prescribed medication to help me continue not vomit <> an
SYMPTOM_TEXT 2028329 first Pfizer vaccine Confusion onset approximately 1 week between 7 and 10 days after Chronic Fatigue <> fir
SYMPTOM_TEXT 2038379 breath or difficulty breathing <>
SYMPTOM_TEXT 2039799 communicated through messages no in person visit improvement symptoms since onset but Zyrtec reduces severity while effect <> communi
SYMPTOM_TEXT 2116113 the L armpit one just in front of and second close to back where there is localized area puffiness/knot with soreness She has difficulty laying on side secondary this which intermittent moderate intensity denies associated fever no chills night sweats No shortness breath cough States she only had at site injection 1st dose 5 Zyrtec COVID vaccine <>
SYMPTOM_TEXT 2091581 lateral to the RIGHT EYE involved as well NO PERSONAL history of allergies no exposure any new foods or chemicals travel Zyrtec Benadryl Flonase Saline Spray did not seem improve symptoms sinusitis change in medication current are Finasteride 1mg Minoxidil 5 for Alopecia multi-vitamin supplements trauma RECENT VACCINATIONS COVID-19 April 7th 2021 May 5th Nov 30th Tdap Sept 16th Flu Oct 28th HPV final dose is scheduled Mar 15th 2022 AUTO-IMMUNE FAMILY HISTORY auto-immune Vitiligo Mom both maternal grandparents Grave's disease uncle Diabetes mom Alzheimer's grandmother etc Areata disorder since 2017 CANCER cancer Materal aunt died Lymphoma OTHER SYMPTOMS pain/tenderness erythema fever headache nasal congestion runny nose other upper respiratory troubled breathing swallowing eating pain gums teeth while chewing otherwise Dentist find anything remarkable during his evaluation and read panaromic dental x-rays tingling/numbness/paralysis palpable hard mass fatigue unintentional weight loss <> la
SYMPTOM_TEXT 2079494 months Moderate pain continues to this day extreme tinnitus developed a few days after shot lasting for approx 2 vertigo easy and very unusual bruising particularly in my lower calves about week aches extremities muscle twinges twitching throughout body intense persists still but mild less frequent dark red mark on left eye appeared one morning 3 weeks Followed by onset of sudden persistent black floaters blurry patch vision that doctor damage is irreversible Also have fluttering both eyes severe headaches highly localized flaring sometimes what I would describe as full helmet Developed lasted distortion visual auras menstrual spotting which never experienced life heavy bleeding Approx duration at least cycles affect with the racing heart <> mo
SYMPTOM_TEXT 2137047 severe pain in left shoulder lvl 10 ER VISIT Shoulder locked unable to move it 11-20-2021 stood out of bed walk right achilles VISIT/Dr Visit 01-15-2022 awoke middle night wrist/hand Hand was <>
SYMPTOM_TEXT 2114238 I started seeing skin discoloration on my left leg that did not disappear after a day 2/5 Sat noticing visible blood vessels chest and face 2/6 Sun 2/16 Wed <>
SYMPTOM_TEXT 2028872 post-symptoms urged to go urgent care arrived and received medications around 5 15 began working in 20 minutes Has recovered except was fatigued yesterday Treatment Zyrtec famotidine Tylenol <> post-symptom
SYMPTOM_TEXT 2019832 feels like he has a bionic arm and is concerned with quality control what experiencing Feels as time goes on it gets worse <> fee
SYMPTOM_TEXT 2165584 spasms that lasted 5 seconds Following those pt could not recall events Pt alert and oriented stable back at baseline after episode of syncope No other adverse noted <> sp
SYMPTOM_TEXT 2014921 they were worst than the first 2 shots I had If helpful a very bad reaction to shot where severe flu like symptoms for several days The 2nd was better but sore arm not slightly weeks day after adverse effect chest pain/tightness hours and when that ended got extremely sharp continuous stomach pains lower abdominal 10 non stop pain me reach out my Dr next weekday Aside from fever of 101 continuation less Joint still quite as 3rd 99-100 varying throughout only remaining migraine 4th no more or moderate joint since Aleve would help get rid it just made intense Migraine went away on 6th Still have brain fog mildly achy joints gone <>
SYMPTOM_TEXT 2233813 in the early morning Headache began near base of skull on left side and arc over to upper forehead would persist unless I took shallow breaths sat up slowly subside after about 30 minutes This headache occurred consistently for 3 months About mid-January 2022 no longer <>
SYMPTOM_TEXT 2027999 in my right arm if i try to do anything handed it shakes noticeable intolerance cold temperatures now temper is gone any little thing angers me I was a free-wheeling fun-loving guy before I'm just ball of rage <>
SYMPTOM_TEXT 2225459 after injection <> aft
SYMPTOM_TEXT 2110779 the most fatigued days 1-23-2022-1-28th Painful cold feet Continuing fatigue and BP spikes off on Drinking slightest bit of alcohol causes spike <>
SYMPTOM_TEXT 2154615 of lochia alba Reminder that stage had already been completed and spontaneously restarted after vaccination with significant amounts Also currently experiencing chest pains 2 days later It is important to mention just 7 hours my 1st on 01/31/2022 I experienced Premature Rupture Membranes bleeding/passing clots at only 19 weeks pregnant have submitted a separated VAERS report for this incident went into preterm labor 20 baby passed away due not being viable No pregnancy concerns nor complications prior What happened me still remains unexplained TRULY hope all will consider vaccine may be causing hormonal/reproductive disturbances especially in women color <> o
SYMPTOM_TEXT 2006043 injection Still happening on an irregular basis Decreased feeling in my thighs outer area started within 1st week after Tingling and numbness hands mostly fingers Pressure both ears forehead sometimes accompanied with ringing 24 hours of Fast Heartbeat 5 minutes Dizziness a cold rush thru brain Cold resolved 4 weeks still Chest pressure Leg Swelling Blurred Vision regular <> injectio
SYMPTOM_TEXT 2039547 provider on Wednesday As of today 1/17/2022 they are getting better and resolving but have not yet healed completely She has never had these before in her genital area did this reaction after first or second doses There was no recommended treatment Patient's lymph node left armpit became swollen noticeable Saturday afternoon 1/8/2021 maybe around noon This a new symptom which she experience the one canker sore mouth at same time New Her booster also included fever 101.3 fatigue vomiting headache bodyaches started 05:00am lasted until about 9:00 pm Since aches dose we anticipated symptoms We treated with Tylenol <>
SYMPTOM_TEXT 2071860 1/27/22 He also reported several days of neck pain and frontal headache diffuse body aches fatigue abdominal sore throat chest one episode NBNB on the day prior to admission On mother noticed a rash that started abdomen Pain palpation Hypotension tachycardia <> 1/27
SYMPTOM_TEXT 2196325 NEW DIAGNOSIS OF DIABETES HYPERTRIGLYCERIDEMIA AND PANCREATITIS UNKNOWN IF CAME FROM HIS BREAKTHROUGH CASE COVID-19 <> N
SYMPTOM_TEXT 2131331 after day 3 of the same reaction listed above extreme pain I called dr on 10/02/21 and was advised to seek immediate attention at closest Emergency Dept The Dr urged me call an ambulance hospital discharged with migraine medicine see my own asap neurologist who provided guidance for Rx meds alleviate he GP <> aft
SYMPTOM_TEXT 2091927 Zyrtec is being taken daily but the symptoms would return during 24 hour period Diet environment and lifestyle did not have any changes <>
SYMPTOM_TEXT 2145387 and prolonged pre-menstrual symptoms <>
SYMPTOM_TEXT 2024991 discuss the issue with her PCP and possibly get re-vaccinated at another private facility New policies adopted Medical Center to improve tracking of use-by date every COVID vaccine <> dis
SYMPTOM_TEXT 2024613 will bring child in for re-vaccination to Medical Center New policies adopted at improve tracking of the vaccine's use-by date <> wil
SYMPTOM_TEXT 2083062 difficulty using arms/hands/legs due to muscle weakness Over the course of 1/7/22 1/18/22 I was having multiple events a day where kept thinking oh should go hospital but unsure what they would do help me I'm already on Mestinon which is intended with from Myasthenia new/really scary symptoms getting worse On waited 21 hrs in ER admitted 1/19/22-1/21/22 and given one IVIG infusion counteract my issues The has helped somewhat still severely struggling aforementioned Please note that start daily began within 7 days Moderna shot 2 April 2021 In summary believe vaccines have very much intensified some dormant autoimmune may been around <> dif
SYMPTOM_TEXT 2043594 ache August-October 2021 Neck stiffness/immobility October until today Clammy/sweaty/chills feeling intermittent August 1 episode of acute SOB remedied with antibiotics <>
SYMPTOM_TEXT 2028486 history She reported that apart from altered mental status agitation and worsening cough with yellow color expectoration the patient does not have any other symptoms like fevers chills abdominal pain nausea vomiting chest shortness of breath palpitations burning or painful urination diarrhea 01/03/2022 tested positive <> histor
SYMPTOM_TEXT 2122791 weird stool and intestinal inflammation <> wei
SYMPTOM_TEXT 2225957 overall quality of life has been severely affected All these symptoms were constant for the first 6 weeks after receiving third shot They are not as bad now but they still come and go I have had any treatment Also if attempt to drink alcohol it tends worsen my <> ov
SYMPTOM_TEXT 2239094 DIAGNOSED WITH CRYPTOGENIC STROKE <> DIAGN
SYMPTOM_TEXT 2050576 quadriplegia He was sent to the hospital with a chief complaint of worsening cough and shortness breath Most history obtained from emergency room provider previous medical records Patient nonverbal at baseline Call placed patient's group home caretaker using number listed on face sheet Phone answered by employee reported that patient is managed his brother provided me another phone I called but it also went into voicemail so not able gather more information Tested positive 01/11/2022 <> q
SYMPTOM_TEXT 2204978 therapy on 3/16/22 3/18/22 2nd toe right foot swells up and is very painful went to urgent care 3/20/22 prescription given for naproxen 10 days Podiatrist 3/22/22 swelling had already reduced maybe gout blood uric acid level was normal MRI 3/23/22 bone infarct in knee orthopedic MD 3/28/22 much better by now follow with 3 months if necessary <> th
SYMPTOM_TEXT 2252147 COVID <> COVID-19
SYMPTOM_TEXT 2252177 COVID <> COVID-19
SYMPTOM_TEXT 2134641 01/30/2022 <> 1/30/2022
SYMPTOM_TEXT 1088280 like shit <> poorly
SYMPTOM_TEXT 2247862 vacc Predinsone now <> vaccine Prednisone Now
SYMPTOM_TEXT 2246188 Covid <> COVID-19
SYMPTOM_TEXT 2246050 Dr <> the doctor
SYMPTOM_TEXT 1063351 Medicines Agency EMA EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 2091458 aware of the error This was vaccinators first time at site did not have proper training prior to incident occurring The mother patient work where she is familiar with policy and procedures There no on-site manager occurred Patient remained in stable condition throughout duration stay observation <> awar
SYMPTOM_TEXT 2055516 confirming wheezing w/o any further systemic symptoms 1600 patient provided with albuterol followed by administration of epinephrine 0.3mg 1:1000 after states no sign relief 1614 on-site EMS decide transportation to emergency room receiving clarification vaccine director since the denies improvement <> confirm
SYMPTOM_TEXT 2055520 provider confirming wheezing w/o any further systemic symptoms 16:00 patient provided with albuterol followed by administration of epinephrine 0.3mg 1:1000 after states no sign relief 16:14 on-site EMS decide transportation to emergency room receiving clarification vaccine director since the denies improvement <> provide
SYMPTOM_TEXT 1924564 disarthia <> dysarthria
SYMPTOM_TEXT 2255242 Dr <> doctor
SYMPTOM_TEXT 2252565 Covid <> COVID-19
SYMPTOM_TEXT 1925420 march xray <> arch x-ray
SYMPTOM_TEXT 2245824 light headed of <> lightheaded dizzier have
SYMPTOM_TEXT 2255222 COVID <> COVID-19
SYMPTOM_TEXT 17/28 columns 100/271 rows
SYMPTOM_TEXT 1012112 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1929123 <> at
SYMPTOM_TEXT 2255205 covid walk burry catherization 1xday 3xday <> COVID-19 walk-in blurry catheterization 1x day 3x
SYMPTOM_TEXT 1004548 army <> arm
SYMPTOM_TEXT 2252787 COVID <> COVID-19
SYMPTOM_TEXT 2246191 COVID <> COVID-19
SYMPTOM_TEXT 2255202 Covid <> COVID-19
SYMPTOM_TEXT 2252269 Case COVID <> case COVID-19
SYMPTOM_TEXT 2246301 COVID <> COVID-19
SYMPTOM_TEXT 2252345 Covid. <> COVID-19
SYMPTOM_TEXT 2255197 Covid <> COVID-19
SYMPTOM_TEXT 2252059 COVID <> COVID-19
SYMPTOM_TEXT 2248057 Covid <> COVID-19
SYMPTOM_TEXT 2245827 Covid <> COVID-19
SYMPTOM_TEXT 2245758 Covid <> COVID-19
SYMPTOM_TEXT 945917 Pfizer First Connect <>
SYMPTOM_TEXT 990172 111 <> EMS
SYMPTOM_TEXT 2248105 symtoms covid 19 <> symptoms COVID-19
SYMPTOM_TEXT 2246355 post nasal CoVid <> postnasal COVID-19
SYMPTOM_TEXT 945699 German IfSG Protection against Infection Act <> regulatory authority
SYMPTOM_TEXT 2246020 Dx Covid ache sx <> Diagnosed COVID-19 headache symptoms
SYMPTOM_TEXT 1031089 Medicines Agency MA WEB <> Regulatory Authority-WEB Authority
SYMPTOM_TEXT 2250428 througt receoving spruts tireness <> throat receiving spurts tiredness
SYMPTOM_TEXT 2246025 COVID <> COVID-19
SYMPTOM_TEXT 2252302 rx <> prescribed
SYMPTOM_TEXT 2252029 Doctor <> and My doctor
SYMPTOM_TEXT 2252556 Covid19 breathe <> COVID-19 breath
SYMPTOM_TEXT 2252268 Covid19 <> COVID-19 on 19
SYMPTOM_TEXT 2252141 COVID rest <> COVID-19 resting
SYMPTOM_TEXT 2246035 Covid <> COVID-19
SYMPTOM_TEXT 2252045 COVID <> COVID-19
SYMPTOM_TEXT 2252340 dx <> and diagnosed
SYMPTOM_TEXT 2255237 GOT COVID CHILLS COUGH HAD <> got COVID-19 chill
SYMPTOM_TEXT 2252127 COVID <> COVID-19
SYMPTOM_TEXT 2245995 COVID <> COVID-19
SYMPTOM_TEXT 1928952 AT ALL FELL <> all feel
SYMPTOM_TEXT 2252346 precription <>
SYMPTOM_TEXT 2252797 Covid <> COVID-19
SYMPTOM_TEXT 2255231 Covid <> COVID-19
SYMPTOM_TEXT 2245992 COVID <> COVID-19
SYMPTOM_TEXT 2245994 <> and
SYMPTOM_TEXT 1924963 HEART PALPATATIONS <> I had heart palpitations and
SYMPTOM_TEXT 1924824 Eloquis <> Eliquis
SYMPTOM_TEXT 2245813 covid its <> COVID-19 it's
SYMPTOM_TEXT 1928867 HAD PROBLEM URNINARY <> had problems urinary
SYMPTOM_TEXT 1932288 prescript <> prescribed
SYMPTOM_TEXT 2245828 Dr <> The doctor
SYMPTOM_TEXT 2252210 mos <> months
SYMPTOM_TEXT 2252275 covid have <> COVID-19 has
SYMPTOM_TEXT 2252261 puss <> pus
SYMPTOM_TEXT 2251966 Fiber Myalgia ultra sound <> fibromyalgia ultrasound
SYMPTOM_TEXT 2245999 Dr <> doctor
SYMPTOM_TEXT 2245810 Dr <> doctor's
SYMPTOM_TEXT 2252154 Covid <> COVID-19
SYMPTOM_TEXT 2255233 COVID <> COVID-19
SYMPTOM_TEXT 2246189 Covid <> COVID-19
SYMPTOM_TEXT 2246342 Dr <> doctor
SYMPTOM_TEXT 2252196 temp COVID <> an temperature It COVID-19
SYMPTOM_TEXT 2252252 Covid19 Covid <> COVID-19
SYMPTOM_TEXT 2246210 Covid <> COVID-19
SYMPTOM_TEXT 2252083 Covid <> COVID-19
SYMPTOM_TEXT 2251999 Covid <> COVID-19
SYMPTOM_TEXT 2245815 Covid <> COVID-19
SYMPTOM_TEXT 2245834 dx'd w rx'd neurologists dx <> diagnosed with prescribed neurologist diagnosis
SYMPTOM_TEXT 2246052 hrs <> hours and
SYMPTOM_TEXT 2255090 Covid <> COVID-19
SYMPTOM_TEXT 17/28 columns 200/271 rows
SYMPTOM_TEXT 2252166 issues Dr anymore COVID <> issue doctor any more COVID-19
SYMPTOM_TEXT 2245985 participant <> I
SYMPTOM_TEXT 2252149 and <> an
SYMPTOM_TEXT 942067 Patient received dose vaccine 1630 At this Alert oriented x respirations easy unlabored skin pink warm dry denies any distress/discomfort 1640 patient complained injection stated has history developing due adhesive bandages removed bandage RN administering inspected no hives or other s/s inflammation still alert doom nausea vomiting shortness breath elevated heart rate etc apply upper Monitoring sitting chair clinic Sipping H2O complaint No difficulty swallowing water EMS called Vaccine Clinic unrelated issue Once scene further evaluated by Biox 98 asking transported taking per request <> It started out as an under band aid I took off got worse went down my A minute after 15 minutes let nurse know reaction was having bad looked it red She said could me Another came check told her really By back lips were very heavy difficult swallow then whole chest covered With couple there paramedic more they tried give Benadryl thru IV blew vain So he asked shot yes wore right Dr Solumedrol They watched two hour sin released with days prednisone Epipen pharmacy drive both eyes starting so 50mg capsule next day had take every hours because would start
SYMPTOM_TEXT 1925056 Saint Claire's <>
SYMPTOM_TEXT 2252103 temp nd <> temperature
SYMPTOM_TEXT 1925010 <> I
SYMPTOM_TEXT 2245791 its <> it's a
SYMPTOM_TEXT 1838972 FTA SARA <> report
SYMPTOM_TEXT 1929275 Docter <> doctor
SYMPTOM_TEXT 2246361 COVID <> COVID-19
SYMPTOM_TEXT 2252052 COVID <> COVID-19
SYMPTOM_TEXT 2252006 Covid <> COVID-19
SYMPTOM_TEXT 2257571 Client 01/06/22 she received her or any was <> Patient 01/06/2022 receipt No
SYMPTOM_TEXT 1858739 FDA and CDC <> agencies
SYMPTOM_TEXT 2252084 COVID <> COVID-19
SYMPTOM_TEXT 993754 for the department of Children and Family Services <>
SYMPTOM_TEXT 2252044 Covid <> COVID-19
SYMPTOM_TEXT 1928640 oftens <> often
SYMPTOM_TEXT 1150943 Covax US Support <>
SYMPTOM_TEXT 2252110 The <> They
SYMPTOM_TEXT 1929379 novocaine <> Novocain
SYMPTOM_TEXT 2255095 COVID <> COVID-19
SYMPTOM_TEXT 2252280 COVID <> COVID-19
SYMPTOM_TEXT 2255217 COVID <> COVID-19
SYMPTOM_TEXT 2252042 thigs Dr <> thighs The doctor
SYMPTOM_TEXT 2245812 COVID <> COVID-19
SYMPTOM_TEXT 2252148 COVID <> COVID-19
SYMPTOM_TEXT 2252328 vey breathe order Dr week long experiences <> breath ordered doctor weeklong experience
SYMPTOM_TEXT 2252048 t <>
SYMPTOM_TEXT 2255097 COVID <> COVID-19
SYMPTOM_TEXT 2252561 barley <> barely
SYMPTOM_TEXT 2245802 Dr exercise's time <> doctor exercises times
SYMPTOM_TEXT 2255235 Covid <> COVID-19
SYMPTOM_TEXT 2254759 of Mississippi <>
SYMPTOM_TEXT 2252172 COVID <> COVID-19
SYMPTOM_TEXT 1000266 PRIVACY also had seizures after vaccination <>
SYMPTOM_TEXT 1034750 diarrhoea abdominal cramps tight chest Cough/persistent cough sweaty Tachycardia Tachypnoea <>
SYMPTOM_TEXT 1037706 Medicines and Medical devices Agency of Serbia <> regulatory authority
SYMPTOM_TEXT 2252091 COVID <> COVID-19
SYMPTOM_TEXT 2246325 tired lost <> Tired loss
SYMPTOM_TEXT 2255093 Covid <> COVID-19
SYMPTOM_TEXT 2248158 Covid <> COVID-19
SYMPTOM_TEXT 2245811 COVID DO Urgent Care <> COVID-19 doctor
SYMPTOM_TEXT 2210495 In Germany the Paul Ehrlich Institute PEI <> The institute
SYMPTOM_TEXT 2145942 on 7Dec2021 On 07-Dec-2021 <>
SYMPTOM_TEXT 2247833 rasdh Allegras Sinculair <> rash Allegra Singulair
SYMPTOM_TEXT 976411 Imperial College London study for RTPCR positive after Covid 19infection <>
SYMPTOM_TEXT 973607 The patient was a Dental Corpsman in the military years prior reporting <>
SYMPTOM_TEXT 999991 in state <> local area
SYMPTOM_TEXT 1040480 Medicines and Healthcare products MHRA <>
SYMPTOM_TEXT 944257 veterans <>
SYMPTOM_TEXT 1018632 to the military reportedhad <> reported had
TODAYS_DATE 100503 cells of trivial non-letter differences ignored
VAX_DATE 75707 cells of trivial non-letter differences ignored
VAX_DOSE_SERIES 2109328 1|1 <> 1
VAX_DOSE_SERIES 2257501 1|2 <> 2
VAX_DOSE_SERIES 2092705 1|2 <> 2|1
VAX_DOSE_SERIES 2231189 1|2|3 <> 2|3|1
VAX_DOSE_SERIES 2211737 1|2|3 <> 3|1|2
VAX_DOSE_SERIES 2024585 2|1 <> 1|2
3 VAX_DOSE_SERIES 2|1|3 <> 1|3|2 [2065531, 2110150, 2129202]
VAX_DOSE_SERIES 990584 UNK|1 <> 1
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VAX_LOT 2024695 000000|000000 <> 0|0
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VAX_LOT 1999395 02/04/2021|3/23/2021 <> 2/4/2021|3/23/2021
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VAX_LOT 2024585 0708218|202A21A <> 202A21A|708218
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VAX_LOT 2063067 0260214 <> 260214
VAX_LOT 2231614 0266218 <> 266218
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VAX_LOT 2182495 03/01/2021 <> 3/1/2021
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VAX_LOT 2160885 030 <> 30
VAX_LOT 2110017 031921 <> 31921
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VAX_LOT 2075791 0036212 <> 36212
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VAX_LOT 2162147 039903 <> 39903
VAX_LOT 2054092 04/19/2021 <> 4/19/2021
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VAX_LOT 2215947 04/09/2021 <> 4/9/2021
VAX_LOT 2180501 0040 <> 40
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VAX_LOT 2002695 0453214 <> 453214
VAX_LOT 2189294 047192119 <> 47192119
VAX_LOT 2168887 0478218 <> 478218
VAX_LOT 2244399 048237 <> 48237
3 VAX_LOT 050E21 <> 5.00E+22 [2158545, 2158546, 2158550]
VAX_LOT 2145665 059E214 <> 5.90E+215
VAX_LOT 2062321 05/05/2021 <> 5/5/2021
VAX_LOT 2019139 0542624 <> 542624
VAX_LOT 2090130 054859512640 <> 54859512640
VAX_LOT 2079888 05711213 <> 5711213
VAX_LOT 2187741 006 <> 6
VAX_LOT 2252171 061E214 <> 6.10E+215
VAX_LOT 2109328 629300093008|629300093088 <> 6.293E+11
VAX_LOT 2134485 06/17/2021 <> 6/17/2021
VAX_LOT 2248053 0604212|Moderna <> 604212|Moderna
VAX_LOT 2032843 0604214 <> 604214
VAX_LOT 2215882 00610214 <> 610214
VAX_LOT 2160835 007 <> 7
VAX_LOT 2044270 0886983000332 <> 8.86983E+11
VAX_LOT 2001989 08/18/2021 <> 8/18/2021
VAX_LOT 2168012 08/23/2021 <> 8/23/2021
VAX_LOT 2025296 08/27/2021 <> 8/27/2021
VAX_LOT 21/28 columns 100/114 rows
VAX_LOT 2006368 08/06/2021|09/19/2021 <> 8/6/2021|9/19/2021
VAX_LOT 2225813 0831214 <> 831214
VAX_LOT 2096470 0845214 <> 845214
VAX_LOT 2189962 0855935 <> 855935
VAX_LOT 2139816 0880214 <> 880214
VAX_LOT 2195004 09/15/2021 <> 9/15/2021
VAX_LOT 2006414 0939903 <> 939903
VAX_LOT 2257501 EW0173|EW0179 <> EW0179
VAX_LOT 2252324 [] <> FK9893
VAX_LOT 2028332 06/2021 <> Jun-21
VAX_LOT 2074714 0251713 <> 251713
2 VAX_MANU Pfizer-BionT|Pfizer-BionT <> Pfizer-BionT [2109328, 2257501]
VAX_MANU 990584 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_MANU 2024585 Moderna|Janssen <> Janssen|Moderna
VAX_NAME 2024585 C19 Moderna|C19 Janssen <> C19 Janssen|C19 Moderna
2 VAX_NAME C19 Pfizer-BionT|C19 Pfizer-BionT <> C19 Pfizer-BionT [2109328, 2257501]
VAX_NAME 990584 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
2 VAX_ROUTE IM|IM <> IM [2109328, 2257501]
VAX_ROUTE 2250618 |SYR <> SYR|SYR
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_SITE 2257501 AR|AR <> AR
2 VAX_SITE LA|LA|RA <> LA|RA|LA [2110150, 2129202]
VAX_SITE 2065531 RA|LA|RA <> LA|RA|RA
VAX_SITE 2109328 RA|RA <> RA
2 VAX_TYPE COVID19|COVID19 <> COVID19 [2109328, 2257501]
VAX_TYPE 990584 UNK|COVID19 <> COVID19
V_ADMINBY 942067 OTH <> PVT
symptom_entries 1073565 _|_Anosmia_|_Exposure to SARS-CoV-2_|_ <>
symptom_entries 915166 _|_Chills_|_Cough_|_Headache_|_Pyrexia_|_ <>
symptom_entries 911178 _|_SARS-CoV-2 test negative_|_ <>
symptom_entries 923607 _|_Electrocardiogram_|_ <>
symptom_entries 923724 _|_Nervousness_|_ <>
symptom_entries 1017116 _|_Chills_|_Peripheral swelling_|_Pyrexia_|_ <>
symptom_entries 942067 <> _|_Discomfort_|_Dysphagia_|_Eye swelling_|_Injection site erythema_|_Lip pruritus_|_Rash erythematous_|_
28 columns altered
115038 modified reports on 2022-05-06
Writing ... vaers_changes/2022-05-06_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'OTHER_MEDS': 289, 'LAB_DATA': 281, 'SYMPTOM_TEXT': 279, 'ALLERGIES': 220, 'HISTORY': 167, 'VAX_LOT': 118, 'CUR_ILL': 100, 'PRIOR_VAX': 32, 'SPLTTYPE': 29, 'VAX_DOSE_SERIES': 10, 'symptom_entries': 7, 'VAX_SITE': 5, 'VAX_MANU': 4, 'VAX_NAME': 4, 'VAX_TYPE': 3, 'VAX_ROUTE': 3, 'STATE': 3, 'AGE_YRS': 2, 'NUMDAYS': 1, 'RECOVD': 1, 'OFC_VISIT': 1, 'V_ADMINBY': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'ER_VISIT': 0, 'DIED': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
80 delayed/late/gapfill
1301 deleted
0 restored
352368 cell edits trivial not printed
1560 cell edits significant
8 cells emptied entirely
279 writeups changed
All time
534305 delayed/late/gapfill
14239 deleted
6 restored
18118772 cell edits trivial not printed
12167 cell edits significant
270 cells emptied entirely
2492 writeups changed
22809 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2265527, 2265528, 2265538, 2265551, 2265557, 2265683, 2265766, 2265768]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-05-13
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-05-13_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2247797
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2275480
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2275453
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2247797
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2275480
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2275453
3802 exact duplicates dropped in concatenated files, now 1595429 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2247797
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2275480
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2275453
133366 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1339051 reports to work with (unique VAERS_IDs)
71043 dropped in df_data due to no covid VAX_TYPE involved in the report
88204 dropped in df_vax due to no covid VAX_TYPE involved in the report
87765 dropped in df_syms due to no covid VAX_TYPE involved in the report
1268008 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
15324 SYMPTOM_TEXT field repeat sentences deduped in 2032 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1319932 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1319932 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-05-13_VAERS_CONSOLIDATED.csv
Consolidation of 2022-05-13 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1268008 rows in df_vax_flat
Merging DATA into VAX flattened
1268008 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-05-13_VAERS_FLATTENED.csv
1268008 rows in vaers_flattened/2022-05-13_VAERS_FLATTENED.csv
Flattening of 2022-05-13 done
Using flat 2022-05-06 already in memory, 1261149 rows
Using flat 2022-05-13 already in memory, 1268008 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-05-06 already in memory
Comparing
2022-05-06 v. 2022-05-13
1268008 this drop total covid
1261149 previous total covid
131566 identical set aside
1136442 this drop to work with
1129583 previous to work with
6859 difference
8549 new in 2022-05-13
26 delayed this week
1716 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2258564 63.0 <> 62.0
ALLERGIES 75125 cells of trivial non-letter differences ignored
2 ALLERGIES [] <> N/a [1920560, 1920889]
4 ALLERGIES [] <> None [2258302, 2258321, 2258403, 2258624]
ALLERGIES 2019832 #NAME? <> - NKA
ALLERGIES 2261740 #NAME? <> - NKDA
ALLERGIES 2038260 #NAME? <> - Almonds
ALLERGIES 2102557 #NAME? <> -cillin family of drugs
ALLERGIES 2032098 #NAME? <> - Amoxicillin - Phenergan
ALLERGIES 2119120 #NAME? <> - amoxicillin - penicillin
ALLERGIES 2138051 #NAME? <> - Penicillins - hives/rash - Sunscreens - rash
ALLERGIES 2088247 #NAME? <> -ketamine (agitation) -adhesive tape (itching)
ALLERGIES 2082164 #NAME? <> - Lactose and gluten intolerant - Allergic to latex
ALLERGIES 2092433 #NAME? <> -Coffee -Meds containing PEG -Lamictal -Sulfa -Amoxicyllan
ALLERGIES 2137161 #NAME? <> -clindamycin -erythromycin -gentamycin -neomycin -sulfa antibiotics -tetracyclines -vancomycin -penicillins
ALLERGIES 963389 ACE inhibtors, gabapentin, lisinopril, Lyrica, milk products, nuts, <> []
ALLERGIES 1916703 Ciproflaxin <> Ciprofloxacin
ALLERGIES 1920915 Dairy gluten <> Dairy and gluten
ALLERGIES 1916537 TIMENTIN <> Timenton
ALLERGIES 2258609 Sulpha <> Sulfa
3 ALLERGIES N/a <> [] [2254817, 2257350, 2258973]
ALLERGIES 2/30 columns 100/171 rows
ALLERGIES 1229181 Polyethylene Glycol, Polysorbate <> []
ALLERGIES 1916652 <> I am allergic
ALLERGIES 2254882 methyl prednisone <> Methylprednisolone
ALLERGIES 1921177 Erythromyacin <> Erythromycin
ALLERGIES 2260222 Sulfur <> Sulfa
ALLERGIES 2254679 Sulfur <> Sulfa
ALLERGIES 2257002 Sulfur <>
ALLERGIES 2257061 UNASYN <> Unison
ALLERGIES 1967266 Tylenol; Gluten: Dairy; Shellfish; Fish; Lamb; Mangoes <> []
ALLERGIES 1921160 VALIUM <> Valium-hives
ALLERGIES 1921202 codine copper atorvastain ceyenne <> Codeine Copper Atorvastatin Cayenne
ALLERGIES 2259928 avocado cock roaches <> Aocado Cockroaches
ALLERGIES 2259923 avocado Dilaudid cock roaches <> Aocado Diaudid Cockroaches
ALLERGIES 2260239 eggs Sulphur <> Eggs Sulfa
CAGE_YR 1967266 35.0 <> []
CAGE_YR 963389 38.0 <> []
CAGE_YR 1229181 92.0 <> []
CUR_ILL 22784 cells of trivial non-letter differences ignored
CUR_ILL 1229181 [] <> Cardiovascular disorder; Drug allergy
2 CUR_ILL [] <> N/a [1920560, 1920889]
11 CUR_ILL [] <> None [2257097, 2257366, 2258294, 2258302, 2258321, 2258334, 2258381, 2258403, 2258624, 2258627, 2258641]
CUR_ILL 2162099 #NAME? <> - HIGH BLOOD PRESSURE - BLOOD CLOTS
CUR_ILL 2261740 #NAME? <> - None
CUR_ILL 2019832 #NAME? <> -None
CUR_ILL 2092433 #NAME? <> -Questionable diagnosis of Rheumatoid Arthritis and Fibromyalgia.
CUR_ILL 2088674 #NAME? <> -no
CUR_ILL 2200601 <> was mainly in my back It a horrific time The booster must not have worked at all
CUR_ILL 2260500 COVID <> COVID-19
CUR_ILL 2260603 Covid <> COVID-19
CUR_ILL 2254797 16,2020 <> 16|2020
CUR_ILL 2256755 Covid <> COVID-19
8 CUR_ILL N/a <> [] [2254717, 2254817, 2257350, 2258286, 2258491, 2258973, 2260118, 2260263]
CUR_ILL 963389 none <> []
DATEDIED 2224 cells of trivial non-letter differences ignored
DISABLE 1967266 Y <> []
HISTORY 119609 cells of trivial non-letter differences ignored
HISTORY 1967266 [] <> Medical History/Concurrent Conditions: Drug allergy (known allergies: a prescribed antifungal foot cream); Epilepsy (Epilepsy in the past| no seizures since about 1991); Fruit allergy (known allergies: mangoes); Gluten intolerance (known allergies: Gluten); Lactose intolerance (known allergies: Lactose); Meat allergy (known allergies: Lamb); Shellfish allergy (known allergies: Shellfish allergy)
HISTORY 2258526 [] <> No
5 HISTORY [] <> None [2258321, 2258403, 2258586, 2258624, 2258638]
HISTORY 2074776 #NAME? <> +ANA etiology unknown
HISTORY 2104795 #NAME? <> +ANA(autoimmune antibody in serum blood)
HISTORY 2261740 #NAME? <> - ADHD| GERD with esophagitis| and mild intermittent asthma
HISTORY 1997933 #NAME? <> - Easy bruising - Rare heart palpitations - Mild anxiety
HISTORY 2162099 #NAME? <> - HIGH BLOOD PRESSURE - BLOOD CLOTS
HISTORY 2007229 #NAME? <> - Severe Migraines
HISTORY 2010405 #NAME? <> - idiopathic angioedema/urticaria
HISTORY 2092433 #NAME? <> -Asthma
HISTORY 2209289 #NAME? <> -Chronic migraine but not as often as I have now. -Arthritis in lower spine -Compressed disc in lower spine -Sciatic nerve down left leg -Bunion on left foot
HISTORY 2019832 #NAME? <> -None
HISTORY 2086165 #NAME? <> -Renal disorder -Osteoporosis -Hypertension
HISTORY 2112609 #NAME? <> -seasonal allergies -asthma -Dermographism
HISTORY 2091930 Ri <> Right below-knee amputation prosthetic use Generalized anxiety disorder
HISTORY 1921202 Anxiey <> Anxiety
HISTORY 2254858 Asthmas <> Asthma
HISTORY 1917279 <> Long
HISTORY 2256863 Hx HX <> History
HISTORY 1229181 Cardiovascular Disease <> Comments Unknown
HISTORY 1916652 <> I have
HISTORY 1313584 CMS/HCC <>
HISTORY 2254606 Fiber Myalgia Hyper tension <> Fibromyalgia Hypertension
HISTORY 2258324 and <>
HISTORY 1179303 C54.1 <>
HISTORY 985913 nursing home <> a residential facility
4 HISTORY N/a <> [] [2254717, 2257350, 2258973, 2260263]
HISTORY 2256835 Osteo Arthritis Sever <> Osteoarthritis Severe
HISTORY 2258723 and <>
HISTORY 1921145 CHROLESTROL <> cholesterol
HISTORY 7/30 columns 100/131 rows
HISTORY 2258919 gird colon pollops <> GERD Colon Polyps
HISTORY 963389 DMT2 OSA <> Medical History/Concurrent Conditions Allergy to nuts Chronic Drug allergy Milk Obstructive sleep apnea syndrome Type 2 diabetes mellitus
HISTORY 2260243 h/x H/x <> History
LAB_DATA 90132 cells of trivial non-letter differences ignored
2 LAB_DATA [] <> N/a [1920560, 1920889]
LAB_DATA 2258302 [] <> NONE
23 LAB_DATA [] <> None [2257031, 2257044, 2257067, 2257080, 2257337, 2257345, 2257356, 2257384, 2258321, 2258334, 2258336, 2258381, 2258403, 2258414, 2258420, 2258504, 2258576, 2258626, 2258627, 2258639, 2258667, 2258669, 2258943]
LAB_DATA 1967266 [] <> Test Date: 20211103; Test Name: Heart rate; Result Unstructured Data: Test Result:Increased/ 10bpm; Test Name: Nasal Swab; Test Result: Negative
LAB_DATA 2054040 #NAME? <> + COVID test
LAB_DATA 2010468 #NAME? <> + ABOTT
2 LAB_DATA #NAME? <> + Abott [2010465, 2010481]
LAB_DATA 2054047 #NAME? <> + COVID
LAB_DATA 1998928 #NAME? <> + COVID PCR
84 LAB_DATA #NAME? <> + COVID test [2035013, 2035022, 2035031, 2037868, 2037871, 2037874, 2037878, 2037881, 2038237, 2038239, 2038241, 2039521, 2039533, 2039534, 2039548, 2039558, 2039560, 2039563, 2039568, 2043200, 2043211, 2043233, 2043241, 2043244, 2043252, 2043259, 2043270, 2043276, 2047958, 2047961, 2047976, 2048005, 2048014, 2048017, 2048027, 2048042, 2048055, 2051194, 2051200, 2051208, 2051212, 2051216, 2051223, 2051231, 2051239, 2051248, 2054032, 2054045, 2054054, 2054057, 2054061, 2057865, 2057866, 2057867, 2057869, 2057871, 2057872, 2062897, 2062910, 2062917, 2062929, 2062938, 2062953, 2062962, 2062972, 2062998, 2063007, 2063012, 2063025, 2069094, 2069103, 2069113, 2069120, 2071811, 2071815, 2071822, 2076008, 2076018, 2079600, 2079603, 2079611, 2079619, 2085476, 2085482]
LAB_DATA 2024799 #NAME? <> + COVID-19 1/8/22.
LAB_DATA 2155021 #NAME? <> + Covid At outside facility per H & P| no labs here at Healthcare facility
LAB_DATA 2005557 #NAME? <> + abbot test for COVID
LAB_DATA 2010457 #NAME? <> + abbot tests
LAB_DATA 2192343 #NAME? <> + skin bx with marked depletion of small fibers the remainder of an extensive work up unremarkable
LAB_DATA 2178032 #NAME? <> +ANA
4 LAB_DATA #NAME? <> +COVID test [2034994, 2035001, 2043217, 2047981]
LAB_DATA 2031612 #NAME? <> +Troponins
LAB_DATA 2043959 #NAME? <> - MRI and blood test - Doctor believe that she had a side effect to the vaccine (Aphasia)
LAB_DATA 2011248 #NAME? <> -ER exam -Labwork -MRI -vertigo medication
LAB_DATA 2019832 #NAME? <> -None yet
LAB_DATA 2043512 #NAME? <> -Sars covid flu was done in clinic today and negative for Covid and flu A and B.
LAB_DATA 2043769 #NAME? <> -Shoulder X-Ray -Spine MRI -Brain MRI -Assorted Blood Tests
LAB_DATA 2260566 Covid <> COVID-19
LAB_DATA 2048196 <> monitor 12/2021
LAB_DATA 2072009 <> ESR Blood Lavender C-Reactive Protein Green Plasma Separator Tube All Normal w Vitamin D Status 25-OH 25 ng/mL Deficiency 20 Insufficiency 29 Optimal or 30
LAB_DATA 2259002 <> up in hospital many anomalies including glucose AB CD3 T Cell CD-4 Helper CD4 CD8 Suppress H/S Ratio CO2 Level Glucose WBC Segmented Neutrophils Lymphocytes Monocytes NEUT 05/26/2021 My retinal specialist performed the following tests SCODI OCT optic nerve and retina Fundus Photos Fluorescein Angiography Autofluorescence Macula He diagnosed me with disseminated chorioretinitis Posterior Pole Vitreous Detachment 06/02/2021 Saw my for a follow procedure on 07/07/2021 follow-up fluorescein angiography fundus photos 07/19/2021 MRI of lumbar thoracic back no abnormal results 12/29/2021 Blood Work requested by neuro-muscular doctor positive ANA was very high Vitamin B6 B12 low 02/22/2022 Skin biopsy EMG pinched lower 04/01/2022 Had functionality test physical therapist 04/20/2022 work new Copper Values I continue to have additional completed Recently two blood urine analysis yet am about get genetic brain mri
LAB_DATA 2028329 Ea <> Ear Nose Throat specialist Dec 22nd Vestibular testing Hearing test Doctor appointment 30th
LAB_DATA 2238572 l <> loss drops to 55 decibels 5 2/21/2022 Right ear hearing stabilizes 40 6 4/8/2022 remain below normal 35-40 MRI 12/29/2021 No Abnormalities CT Scan 2/8/2022 abnormalities Blood Test 1/17/2022 Normal except low Vitamin D
LAB_DATA 2074544 <> node Second area of concern corresponds to a 0.7 x 0.9 0.5 cm left level 4 Both nodes are reniform in shape homogeneous cortical echogenicity and have preserved fatty hila No soft tissue mass or fluid collection Thyroid gland is enlarged heterogeneous echotexture consistent with autoimmune thyroid disease Jan 13 labs drawn including free T4 elevated at 1.9 normal range 0.89-1.76 TSH low 0.03 0.55-4.78 peroxidase antibody undetectable 28 0-60
LAB_DATA 2063854 <> WBC 9.95 10.80 K/cmm 4.80 RBC 3.39 L 3.12 M/cmm 4.20 5.40 HGB 11.8 10.7 g/dL 12.0 16.0 HCT 35.6 33.4 37.0 47.0 MCV 105.0 H 107.1 fL 81.0 99.0 MCH 34.8 34.3 pg 27.0 31.0 MCHC 33.1 32.0 33.0 RDW 14.9 15.8 11.5 15.5 PLT 153 149 130 400 MPV 12.3 7.4 10.4 NE 83.4 79.3 43.0 85.0 LY 9.4 10.1 20.5 45.5 MO 6.0 2.0 15.0 EO 0.0 3.1 0 BA 0.5 0.8 3.0 IG 0.7 URINE PROFILE 08/05 Reference 2021 12:44 Units Ranges COLOR YELLOW Ref CLARITY CLEAR SP GRAV 1.010 1.005 1.025 UROBILI 0.2 EU/dL 2 BLOOD NEGATIVE mg/dL NEG BILI KETONESNEGATIVE GLUCOSENEGATIVE PROTEINNEGATIVE PH 9.0 5 9 NITRITENEGATIVE LEUK ES SMALL SEDXAM DONE 1-5 HPF EPITH C MOD 4 UR BACT 3 AM SED CHEMISTRY PLASMA 08/21 15:59 15:58 12:06 GLUCOSE 152 mg/dl 70 100 BUN 28 23 7 17 CreaCKD 1.3 1.0 1.5 NA 134 137 mmol/L 145 K 4.7 4.8 3.6 5.0 CL 105 110 98 107 CO2 18.0 20.0 22.0 30.0 eGFRckd 37.91 52.06 mL/min 60 CALCIUM 9.2 8.4 10.3 MG 1.50 1.60 2.30 PO4 2.50 4.50 CK U/L 30 135 cTNI 0.176 ng/mL 0.120 NTBNP 2420.0 pg/mL 125.0 C-REACT 45.9 mg/L LD 112 245 URIC AC 3.2 2.5 7.5 ALK PHO 58 45 38 126 AST 37 32 14 36 ALTV 18 Ref:<=35 35 GGT IU/L 55 T D 0.3 PROTEIN 7.0 6.6 6.3 8.2 ALBUMIN 3.5 AMYLASE 30.00 110.00 LIPASE 23.0 300.0 NH3 umol/L 33 ETOH Ref:<=11 11 CHOL 127 1 200 TRIGLYC 124.00 1.00 200.00 HDL 52.00 35.00 99.00 LDL 54.29 129.00 C/H RAT 0.1 7.1 VLDL CH 25.0 40.0 Coronavirus Nasal Swab NASAL COVID-Cep RT-PCR COVID FluA ce FluB range low SARS-CoV-2 NEGATIVEFlu A B high a 08/21/2021 16:04 POSITIVE RSV cep MISCELLANEOUS TESTS DATE TIME SPECIMEN TEST VALUE ranges Lactate 1.9 2.1 08/05/2021 SERUM RPR NONREACTIVE MICROBIOLOGY Received Aug 21 16:01 Collection sample date Comment on specimen X2 Test(s ordered CULTURE completed 26 10:22 BACTERIOLOGY FINAL REPORT Bacteriology Remark(s NO GROWTH DAYS
LAB_DATA 2211441 init <> initial 2 doses of Pfe vac nor 12t booster except a sore arm
LAB_DATA 2114238 dermatolog <> dermatologist who believes these symptoms are the result of an allergic reaction She prescribed antihistamine and vitamin C
LAB_DATA 2104767 COM <> COMPARISON None TECHNIQUE Multiplanar MR imaging of the brain was performed at 3.0 Tesla FINDINGS Brain There is no evidence hemorrhage territorial infarction or shift midline No acute infarct hydrocephalus are multiple subcentimeter T2 hyperintensities white matter bilaterally mainly involving frontal lobes but also in parietal right greater than left 1 malformation Visualized portion sinuses and mastoids Clear IMPRESSION disease with which nonspecific While this can be seen chronic small vessel ischemic patient relatively young differential diagnosis could include inflammation including vasculitis infection Lyme migraine demyelinating among other entities appropriate clinical setting
LAB_DATA 2248115 <> is too small to fully characterize may represent a cyst or hemangioma Spleen pancreas adrenal glands are unremarkable The gallbladder kidneys Symmetric nephrograms No hydroureteronephrosis Limited evaluation of the unopacified hollow viscera Incomplete gastric distention evidence bowel obstruction appendix not visualized Moderate stool retention pneumatosis venous gas Uterus adnexal mass urinary bladder Prominent veins question pelvic vasculature congestion syndrome Normal caliber aorta intact SMA patent main portal vein splenic superior mesenteric free air Trace fluid collections.No hemoperitoneum significant lymphadenopathy Small fat-containing umbilical hernia acute osseous findings Chest CT with contrast 1/18/2022 pulmonary arteries normal without filling defects suggest either chronic emboli parenchyma interstitial airspace disease Possibly because hyperdynamic state also substantially opacified but no difficulty encountered in distinguishing from evaluating artery structures Airways clear tracheal bronchial abnormality identified There peribronchial thickening foreign body vascular sling pleural visible ascites heart and great vessels pleura diaphragms mediastinal hilar axillary parenchymal calcifications upper abdominal Renal cortical perfusion noted central spleen minimal liver
LAB_DATA 2000053 ultr <> ultrasound
LAB_DATA 2264291 <> 3/28/22 Normal sedimentation rate is 0-20 mm/hr Mine was 34 on 12/21/21 my 11/8/21 CBC came back normal but December and January tests have come irregular then February test again Only irregularity in high platelet count slightly elevated a few times white blood cells abs Lymphocyte 1/26/22 EKG 3/22/22 echocardiogram 3/30/22
LAB_DATA 2204978 <> already reduced maybe gout blood uric acid level was normal
LAB_DATA 2024810 0.011904762 <> 1/4/21
LAB_DATA 2254780 COVID <> COVID-19
LAB_DATA 2254696 COVID <> COVID-19
LAB_DATA 2258564 08/26/2021-COVID <> 08/26/2021-COVID-19
LAB_DATA 2091821 1-Dec <> 12/1
LAB_DATA 2123804 1/12/2022 <> 1/12/22
LAB_DATA 2058676 1/19/2022 <> 01/19/2022
LAB_DATA 2071637 1/21/2022 <> 1/21/22
LAB_DATA 2005618 1/3/2022 <> 1/3/22
LAB_DATA 2091719 11/7/2021 <> 11/07/2021
LAB_DATA 2165194 17-Mar-21 <> 17-Mar-2021
LAB_DATA 2256937 COVID <> COVID-19
LAB_DATA 2258546 Covid <> COVID-19
LAB_DATA 2254673 Covid <> COVID-19
LAB_DATA 2258363 COVID <> COVID-19
LAB_DATA 2258702 2-Mar-22 <> March 2 2022
LAB_DATA 2184339 2/14/2022 <> 02/14/22
LAB_DATA 2259798 2/6/2021 <> 02/06/2021
LAB_DATA 2128582 2/7/2022 <> 02/07/2022
LAB_DATA 2062660 20-Jan-22 <> January 20 2022
LAB_DATA 2252244 23-Dec <> 12/23
LAB_DATA 2032135 3-Jan-22 <> Jan 3 2022
LAB_DATA 2028147 30-Mar <> 3/30
LAB_DATA 2065588 31-May-21 <> May 31 2021
LAB_DATA 2110392 5-Feb <> February 5
LAB_DATA 2168251 8/9/2021 <> 08/09/2021
LAB_DATA 2179998 9/16/2021 <> 9/16/21
LAB_DATA 2091622 9/3/2021 <> 09/03/2021
LAB_DATA 2260252 Covid Test <> COVID-19
LAB_DATA 2257027 Covid <> COVID-19
LAB_DATA 2256989 COVID <> COVID-19
LAB_DATA 2260105 COVID <> COVID-19
LAB_DATA 2254693 COVID <> COVID-19
LAB_DATA 2260473 Covid <> COVID-19
LAB_DATA 2256736 Covid <> COVID-19
LAB_DATA 2256914 Covid <> COVID-19
LAB_DATA 2258301 COVID TEST <> COVID-19 Test
4 LAB_DATA COVID Test <> COVID-19 Test [2258384, 2258385, 2260131, 2260140]
LAB_DATA 2260501 COVID Test COVID PCR <> COVID-19 Test COVID-19 PCR
LAB_DATA 2254575 COVID <> COVID-19
LAB_DATA 2256673 COVID <> COVID-19
LAB_DATA 2256996 COVID <> COVID-19
2 LAB_DATA COVID <> COVID-19 [2257063, 2258402]
LAB_DATA 2254846 COVID <> COVID-19
LAB_DATA 2256791 COVID <> COVID-19
LAB_DATA 2260585 COVID <> COVID-19
LAB_DATA 2260278 COVID <> COVID-19
3 LAB_DATA COVID test <> COVID-19 test [2254751, 2258526, 2258596]
LAB_DATA 2260486 COVID <> COVID-19
LAB_DATA 2258505 COVID <> COVID-19
LAB_DATA 2256709 COVID <> COVID-19
LAB_DATA 2258682 COVID <> COVID-19
LAB_DATA 2260596 COVID <> COVID-19
LAB_DATA 2254802 COVID <> COVID-19
LAB_DATA 2258638 COVID <> COVID-19
LAB_DATA 2258958 COVID <> COVID-19
LAB_DATA 2260227 COVID <> COVID-19
LAB_DATA 2258346 COVID <> COVID-19
LAB_DATA 8/30 columns 100/218 rows
LAB_DATA 2260346 COVID <> COVID-19
LAB_DATA 2258598 COVID <> COVID-19
LAB_DATA 2258331 COVID <> COVID-19
LAB_DATA 2254704 COVID <> COVID-19
LAB_DATA 2256821 COVID <> COVID-19
LAB_DATA 2256719 COVID <> COVID-19
LAB_DATA 2254632 COVID <> COVID-19
LAB_DATA 2256868 stoke <> stroke
LAB_DATA 2256924 Covid <> COVID-19
2 LAB_DATA CoVID Test <> COVID-19 Test [2254849, 2258307]
LAB_DATA 2256853 CoVID <> COVID-19
LAB_DATA 2254653 CoVID <> COVID-19
LAB_DATA 2258512 Covid <> COVID-19
LAB_DATA 2257093 Covid <> COVID-19
LAB_DATA 2256778 Covid <> COVID-19
LAB_DATA 2256714 Covid <> COVID-19
LAB_DATA 2256861 Covid <> COVID-19
LAB_DATA 2256755 Covid Test <> COVID-19 Test
LAB_DATA 2256847 Covid <> COVID-19
LAB_DATA 2258467 Covid <> COVID-19
LAB_DATA 2258510 Covid <> COVID-19
LAB_DATA 2256744 Covid <> COVID-19
LAB_DATA 2254657 Covid <> COVID-19
LAB_DATA 2254819 Covid <> COVID-19
LAB_DATA 2260333 Covid Tests <> COVID-19 COVID-19Tests
LAB_DATA 2260602 Covid <> COVID-19
6 LAB_DATA Covid test <> COVID-19 test [2254712, 2254871, 2255077, 2258439, 2258494, 2260203]
2 LAB_DATA Covid <> COVID-19 [2257131, 2260595]
LAB_DATA 2254788 Covid <> COVID-19
LAB_DATA 2256855 Covid <> COVID-19
LAB_DATA 2258981 Covid <> COVID-19
LAB_DATA 2256834 Covid cam <> COVID-19 came
LAB_DATA 2258489 Covid <> COVID-19
LAB_DATA 2256925 Covid <> COVID-19
LAB_DATA 2260499 Covid <> COVID-19
LAB_DATA 2254600 Covid <> COVID-19
LAB_DATA 2258937 Covid test-poistive <> COVID-19 test-positive
LAB_DATA 2254830 Covid <> COVID-19
LAB_DATA 2258952 Covid <> COVID-19
LAB_DATA 2260450 Covid <> COVID-19
LAB_DATA 2256827 Covid-test <> COVID-19 test
LAB_DATA 963389 EKG normal <> Test Date 20210115 Test Name Nasal Swab Result Unstructured Data Test Result:Negative Comments nasal swab
LAB_DATA 2256688 COVID <> COVID-19
LAB_DATA 2257097 Home Covid Test <> Home COVID-19 Test
LAB_DATA 2256693 Covid <> COVID-19
LAB_DATA 2256722 COVID <> COVID-19
LAB_DATA 2258645 COVID <> COVID-19
LAB_DATA 2256942 Covid <> COVID-19
LAB_DATA 1351698 MedPost Alta <>
3 LAB_DATA N/a <> [] [2257350, 2260263, 2260573]
LAB_DATA 1229181 None <> []
LAB_DATA 2258561 COVID listern <> COVID-19 listen
LAB_DATA 2260578 Covid <> COVID-19
LAB_DATA 2258936 Covid <> COVID-19
LAB_DATA 2249594 See #18 and continuation page. <> []
LAB_DATA 2257370 Sep-21 <> Sept 2021
LAB_DATA 2254853 Covid-Strep-Flu <> COVID-19-Strep-Flu
LAB_DATA 1018432 vaccination=Pixel by LabCorp <> vaccination
LAB_DATA 2236340 20211102 <> 11/02/2021 variant
LAB_DATA 2236350 20211104 <> 11/04/2021 variant
LAB_DATA 2236339 20211105 <> 11/05/2021 variant
LAB_DATA 2236312 20211201 n.a n501y-positive <> 12/01/2021 variant n.a.n501y-positive
LAB_DATA 2236322 20211207 <> 12/07/2021 variant n.a
LAB_DATA 2236317 20211207 <> 12/07/2021 variant
LAB_DATA 2236333 20211208 no answer <> 12/08/2021 n.a
LAB_DATA 2236326 20211208 <> 12/08/2021 variant
LAB_DATA 2236328 20211208 blank <> 12/08/2021 variant n.a
LAB_DATA 2236327 20211208 no response <> 12/08/2021 variant n.a
LAB_DATA 8/30 columns 200/218 rows
LAB_DATA 2236331 20211208 Result:unknown <> 12/08/2021 Unknown
LAB_DATA 2254684 Covid <> COVID-19
LAB_DATA 2254732 COVID <> COVID-19
LAB_DATA 2254619 COVID <> COVID-19
NUMDAYS 1229181 0.0 <> []
NUMDAYS 1967266 6.0 <> 0.0
OFC_VISIT 1967266 [] <> Y
ONSET_DATE 74899 cells of trivial non-letter differences ignored
ONSET_DATE 1967266 11/03/2021 <> 10/28/2021
OTHER_MEDS 149474 cells of trivial non-letter differences ignored
2 OTHER_MEDS [] <> None [2258403, 2258958]
OTHER_MEDS 2010405 #NAME? <> - multivitamin
OTHER_MEDS 1921025 ZYRTEC <> and Zyrtec
OTHER_MEDS 2254823 VITIMANS <> Vitamins
OTHER_MEDS 1917134 Zrytec <> Zyrtec
OTHER_MEDS 2254828 Bisoprl HCTZ Multi Vitamin <> Bisoprolol/HCTZ Multivitamin
OTHER_MEDS 2258669 4,000iu <> 4|000iu
OTHER_MEDS 2258609 Allertek <> Allertec
OTHER_MEDS 1916652 <> I am taking
OTHER_MEDS 2254712 Vitamins multi <> Multivitamins
OTHER_MEDS 2254862 symbocort <> Symbicort
OTHER_MEDS 2038405 #NAME? <> - daily complete multivitamin - collagen
OTHER_MEDS 1921160 <> Asthmas Sprays
OTHER_MEDS 1920774 Nifezipine <> Nifedipine
OTHER_MEDS 1917279 ButyrEn <> Butyrin
OTHER_MEDS 2260105 vit <> Vitamin
OTHER_MEDS 12/30 columns 100/254 rows
OTHER_MEDS 1921177 Etradiol Samciclovir <> Estradiol Famciclovir
OTHER_MEDS 2257366 <> Vitamin
OTHER_MEDS 2162099 #NAME? <> - ATORVASTATIN - LOSARTAN - ELIQUIS - AMLODIPINE - CERTIRIZINE
OTHER_MEDS 1921211 tomaxifen <> Tamoxifen
OTHER_MEDS 1917090 Multivitamins <> Nature's made kids first Children's Multi vitamins
OTHER_MEDS 1229181 Calcium Multi s 81 mg <>
OTHER_MEDS 2254758 ZYRTEC <> 10mg Zyrtec and a
OTHER_MEDS 1921202 Buspiron Zertec <> Buspirone Zyrtec
OTHER_MEDS 2260595 Singular <> Singulair
OTHER_MEDS 2119120 #NAME? <> - divalproex - gabapentin - hydroxyzine pamoate - mirtazapine - trazodone
OTHER_MEDS 1920915 omega coq10 <> 5000iu 11200mg Omega 100milligrams cq10
OTHER_MEDS 2254731 Amtriptyline <> Amitriptyline
OTHER_MEDS 1920677 Cymborcort <> Symbicort
OTHER_MEDS 1920751 CELLCEPT <> Cellcett
OTHER_MEDS 1916709 <> 250mg
OTHER_MEDS 2099495 #NAME? <> -- Zoloft -- Tramadol -- Estriol vaginal cream -- magnesium -- B12 Custom made herbal formula
OTHER_MEDS 1920297 <> 180mg 1xday in the morning
OTHER_MEDS 1920210 <> 10mg 1xday 25mg 1day
OTHER_MEDS 2260243 and <>
OTHER_MEDS 963389 2.5mg 150mgbid topical 12.5mg bid vitamin d 1000 units duloxetine 20mg dicyclomine qid losartan 50mg qday <> VIT D DULOXETINE DICYCLOMINE LOSARTAN
OTHER_MEDS 2258302 calcium/Vit <> Calcium Vitamin
OTHER_MEDS 1917273 D-mannose <> D-Manos
OTHER_MEDS 1921145 HYDROCLOZIDE ATORVASTAIN MOTOLOCAST ANAPROZOL <> Hydrochloride Atorvastatin Montelukast Adaprolol
OTHER_MEDS 1916697 <> 10mg 240mg 1mg as needed
OTHER_MEDS 2088247 #NAME? <> -amlodipine -cholecalciferol -clonidine -Adderall -docusate -fluoxetine -mycophenolate -prednisone -tacrolimus -magnesium oxide
OTHER_MEDS 2258919 vermonidine <> Brimonidine
OTHER_MEDS 2260573 womens cadroitine <> Women's Cadritine
OTHER_MEDS 12/30 columns 200/254 rows
OTHER_MEDS 1920997 Fiasp <> Fiast 500mg 2xday 81mg 30mg 5mg 25mg 10mg 20mg 1xay
OTHER_MEDS 1916778 <> 80mg 5mg 20mg 50mcg 1000mg 40mg
OTHER_MEDS 2258723 Loteman M W F <> Lotemax Drop M/W/F
OTHER_MEDS 1921257 amlodapine lisinapril rosuvsastain azempic <> Amlodipine Lisinopril Rosuvastatin Ozempic
OTHER_MEDS 1917233 Buproben <> Bupropion
OTHER_MEDS 2260506 Glimepiride Estradiol <> Glineprirde Estradio
OTHER_MEDS 2258564 Multi-vitamin CQ <> Multivitamin COQ
OTHER_MEDS 2258374 1,000mg Raglan 5,000IU <> 1|000mg Reglan 5|000IU
OTHER_MEDS 2260159 Zi <> Zinc
OTHER_MEDS 2254768 Vitam <> Vitami
OTHER_MEDS 2260602 namebrand Vit weekly Wom <> name brand Vitamin we
OTHER_MEDS 2256863 1 <> 0.1
OTHER_MEDS 1916703 Lev <> Levo
OTHER_MEDS 1916731 folic gabapentin levothyroxine loratadine lubiprostone magnesium methylprednisolone metoprolol modafinil montelukast mupirocin cr me MYRBETRIQ oxcarbaze <> 10MG 6 a day 25MG 1 in the evening 300MG once 3 times 50MCG twice 200MG one Folic 400MG Gabapentin 4 daily Levo
OTHER_MEDS 2258397 1,000mg 5,000IU <> 1|000mg 5|000IU
OTHER_MEDS 2258641 vit burosec <> Vitamin Buro
OTHER_MEDS 2249594 <> m
PRIOR_VAX 14729 cells of trivial non-letter differences ignored
PRIOR_VAX 2062234 1/28/2021 <> 1/28/21
PRIOR_VAX 2239145 4/30/2021 <> 4/30/21
PRIOR_VAX 2083071 6/17/2021 <> 6/17/21
PRIOR_VAX 2158167 8/19/2021 <> 8/19/21
PRIOR_VAX 2010113 1/20/2021 <> 01/20/21
PRIOR_VAX 2011026 4/28/2021 <> 04/28/21
PRIOR_VAX 2244317 2/2/2021 <> 02/02/2021
PRIOR_VAX 2177360 3/11/2022 <> 03/11/2022
PRIOR_VAX 2194516 3/18/2021 <> 03/18/2021
PRIOR_VAX 2050843 3/23/3021 <> 03/23/3021
PRIOR_VAX 2085266 4/5/2021 <> 04/05/2021
PRIOR_VAX 2024820 4/12/2021 <> 04/12/2021
PRIOR_VAX 2131775 4/22/2021 <> 04/22/2021
PRIOR_VAX 2085982 5/5/2021 <> 05/05/2021
PRIOR_VAX 2106186 7/23/2021 <> 07/23/2021
PRIOR_VAX 2123879 8/12/2021 <> 08/12/2021
PRIOR_VAX 2019492 12/2/2021 <> 12/02/2021
PRIOR_VAX 2021605 Apr-20 <> April 2020
PRIOR_VAX 2264725 20-Aug-22 <> August 20 2022
PRIOR_VAX 2021499 23-Dec-21 <> December 23 2021
PRIOR_VAX 2260572 does <> dose
PRIOR_VAX 2254823 TYPHOID <> Thyroid
PRIOR_VAX 2258654 Covid <> COVID-19
PRIOR_VAX 2260228 IMOBILTY IN ARM <> immobility in arm
PRIOR_VAX 2258639 COVID <> COVID-19
PRIOR_VAX 2260199 COVID <> COVID-19
PRIOR_VAX 2256791 COVID <> COVID-19
PRIOR_VAX 2258484 Covid I w <> COVID-19
PRIOR_VAX 2258346 COVID vaccine <> COVID-19 vacc
PRIOR_VAX 2258427 Covid time <> COVID-19 tim
PRIOR_VAX 2258942 Covid fati <> COVID-19 f
PRIOR_VAX 2257082 TDAPP occured <> TDAP occurred
RECOVD 1967266 [] <> N
RECVDATE 105373 cells of trivial non-letter differences ignored
RECVDATE 1967266 12/20/2021 <> 03/15/2022
RPT_DATE 46 cells of trivial non-letter differences ignored
SPLTTYPE 170193 cells of trivial non-letter differences ignored
SPLTTYPE 2053621 1/10/2022 <> 01/10/2022
SPLTTYPE 2071734 1282022 <> 01282022
SPLTTYPE 2123770 2182022 <> 02182022
SPLTTYPE 2202134 3282022 <> 03282022
2 SPLTTYPE 95275 <> 095275 [2166395, 2212376]
SPLTTYPE 1229181 [] <> USJNJFOC20210438187
SPLTTYPE 1967266 [] <> USPFIZER INC202101835430
SPLTTYPE 963389 [] <> USPFIZER INC2021058093
3 SPLTTYPE [] <> vsafe [1917279, 1917562, 2260139]
SPLTTYPE 2260569 vafe <> vsafe
STATE 2256855 WA <> PA
SYMPTOM_TEXT 1044012 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2108903 mal <> male patient received bnt162b2 BNT162B2 administration date 21Dec2021 Lot number FF2589 at the age of 43 years as dose 3 booster single 24Feb2021 EL3247 2 and 02Feb2021 1 for covid-19 immunisation The patient's relevant medical history concomitant medications were not reported following information was VACCINATION FAILURE medically significant with onset 24Jan2022 outcome recovering described COVID-19 23Jan2022 illness mild cough loss smell fatigue starting 1/23 underwent laboratory tests procedures sars-cov-2 test positive It unknown if therapeutic measures taken a result vaccination failure Additional Unknown other vaccine in four weeks prior No follow-up attempts are possible further is expected Sender's Comments efficacy varies from one to another can be affected by different factors however contributory role suspect cannot ruled out
3 SYMPTOM_TEXT #NAME? <> + COVID [2010450, 2010457, 2010465]
SYMPTOM_TEXT 2057050 <> as dose 2 single and administration date 07Apr2021 Lot number ER8729 1 for covid-19 immunisation The patient's relevant medical history concomitant medications were not reported following information was COVID-19 medically significant VACCINATION FAILURE all with onset 26Dec2021 outcome recovering described PCR covid mild dx event pcr 26dec2021 evaluated at the physician office visit patient underwent laboratory tests procedures sars-cov-2 test positive notes if tested post vaccination Yes It that is unknown prior to diagnosed receive any other vaccines within four weeks vaccine Since had been No follow-up attempts are possible further expected Sender's Comments Based on in case report a causal relationship between events Vaccination failure Covid-19 suspect drug BNT162B2 cannot be excluded
SYMPTOM_TEXT 2259746 BN <> BNT162B2 on 26Jan2021 as dose 1 single Lot number EL3247 17Feb2021 2 and 08Oct2021 3 booster FF2589 at the age of 27 years for covid-19 immunisation The patient's relevant medical history was not reported patient took concomitant medications following information VACCINATION FAILURE medically significant COVID-19 all with onset 26Apr2022 outcome unknown described PCR test/fatigue/HA/nasal congestion/cough/body ache/fever event pcr test/fatigue/ha/nasal required physician office visit underwent laboratory tests procedures SARS-CoV-2 test Positive notes covid type post vaccination=Nasal Swab It if therapeutic measures were taken a result Clinical included Location injection vaccine received within 4 weeks Prior seqirus Right deltoid Did adverse in any Doctor or other healthcare professional office/clinic Since vaccination has been tested COVID-19?:Yes No follow-up attempts are possible further is expected Sender's Comments Based case report plausible temporal relationship causal between events suspect drug cannot be excluded
7 SYMPTOM_TEXT #NAME? <> + covid [1997941, 1998892, 1998902, 1998961, 2001856, 2040208, 2040217]
SYMPTOM_TEXT 2057078 <> date 09Nov2021 Lot number FF2589 as dose 3 booster single administration 05Feb2021 EL3247 1 and 25Feb2021 2 for covid-19 immunisation The patient's relevant medical history concomitant medications were not reported following information was IMMUNISATION hospitalization medically significant with onset outcome unknown described Dose Number VACCINATION FAILURE COVID-19 all 06Jan2022 recovered covid hospital admission patient hospitalized vaccination failure start underwent the laboratory tests procedures sars-cov-2 test positive notes Covid type post Unknown No follow-up attempts are possible further is expected Sender's Comments Based on currently available|The casual association between suspected vaccine BNT162B2 cannot be completely excluded
SYMPTOM_TEXT 2068163 adminis <> administration date 08Oct2021 Lot number FF2589 at the age of 65 years as dose 3 booster single 16Feb2021 EL3247 2 and 26Jan2021 1 for covid-19 immunisation The patient's relevant medical history concomitant medications were not reported following information was IMMUNISATION medically significant with onset outcome unknown described VACCINATION FAILURE COVID-19 all 10Jan2022 covid positive test RHINORRHOEA non-serious rhonorrhea SNEEZING sneezing patient underwent laboratory tests procedures sars-cov-2 It if therapeutic measures taken a result vaccination failure rhinorrhoea Clinical course product COVID 19 brand Pfizer False lot previous details prev Did receive any other vaccines within 4 weeks prior to vaccine Unknown Reported Event Covid on 1/10 mild sx diagnosed post type name Device Date 18Jan2022 No follow-up attempts are possible further is expected
SYMPTOM_TEXT 2213077 <> A 43 year-old female patient received bnt162b2 BNT162B2 administration date 22Oct2021 Lot number FF2589 at the age of years as dose 3 booster single for covid-19 immunisation The patient's relevant medical history and concomitant medications were not reported Vaccination included Bnt162b2 Dose Number 2 Manufacturer Pfizer Batch/Lot No EL3247 16Feb2021 when was 42 old Covid-19 immunization 1 26Jan2021 following information VACCINATION FAILURE medically significant COVID-19 all with onset 25Mar2022 22:00 outcome unknown described sx covid test on 26Mar22 NASAL CONGESTION non-serious congestion no loss taste or smell PYREXIA fever PAIN body aches COUGH cough HYPERHIDROSIS sweats HEADACHE Headache events 26mar22 headache evaluated physician office visit underwent laboratory tests procedures sars-cov-2 26Mar2022 positive notes Unknown It if therapeutic measures taken a result vaccination failure nasal pyrexia pain hyperhidrosis Clinical course Some St late then HA follow-up attempts are possible further is expected Sender's Comments Based current available limited in case provided causal association between use suspect product cannot be fully excluded
SYMPTOM_TEXT 2194545 <> Flu A/B and RSV negative Admitted to facility contact/airborne precautions Supplementary Oxygen NCO2 previously now off Dexamethasone 6mg daily but given improvement hypoxia likely d/t pulmonary edema in addition hyperglycemia d/c dex Encourage incentive spirometer use prone positioning APAP PRN for pain/fever/Albuterol wheezing/Benzonatate cough
SYMPTOM_TEXT 2040223 #NAME? <> +covid
SYMPTOM_TEXT 1998527 <> and muscle aches ECG negative for acute ischemic changes CXR processes stable findings from 3/2019 xray Labs notable AKI with Cr 4.04 baseline 2s Normal D-dimer normal troponin x 1 wbc I recommended ED admission additional evaluation given results finalized late Friday afternoon patient's symptoms were progressively worsening 4/14/21 IVF administered diuretics lisinopril held subsequent improvement in renal function ECHO ordered completed prior to discharge home on 4/15/2021 Probability VTE thought be low no further work up done 4/20/21 PCP clinic visit follow Dyspnea exertion reportedly improving although not back judged by distance able ambulate around his neighborhood CBC CMP Renal trend since hospital 4/15 Attributed decision continue despite being instructed at stop medication advised he Had Nephrology appt scheduled 4/22 In light of this recommendations made 4/21/21 Patient presented after onset chills itching all orver lighheadedness upper torso pain only per HPI note also reported concern that skin seeems bleeding more easily than pointed several small lesions Today is complaining shortness breath cough diarrhea physician including x3 BNP reassuring nonischemic event 4/14/2021 sinus bradycardia 1st degree AVB LAD ST/T was discharged instructions Imdur f/u as discussed during pcp 4/26/21 improved nearly resolved 4/29/21 show anemia
SYMPTOM_TEXT 2074558 proceed <> proceeded to get worse until about two and a half hours after the injection when they held at constant level of discomfort Mild jaw pain four still have taste throat tightness lower lip partially numb Symptoms slightly improve taking 25mg Benadryl taken started but don't go away Resting heart rate elevated measured 96 usually 72 7 face flushed Injection site red/itchy 8 returns may be wearing off Throat worsens again 10 this other symptoms mentioned except present remainder day Day 2 tongue dehydration feeling persists comes goes throughout 3 5 visit primary care physician described reaction was advised J&J shot as second dose rather than another Pfizer which I do couple months later
SYMPTOM_TEXT 2020535 U <> UNTIL THIS WEEK ECHOCARDIOGRAM SCHEDULED JAN 18TH TO DETERMINE ANY PERMANENT DAMAGE WITH VISIT CARDIOLOGIST ON JANUARY 28TH FOR CONSULTATION REGARDING RESULTS APPOINTMENT AGAIN DR LAB WORK BLOOD CONDITION RE-CONTINUING APIXABAN AND A MID-APRIL/MAY AS RESULT OF VACCINE WAS HEALTHY ACTIVE 74 YEAR OLD TWO WEEKS AFTER SECOND INJECTION
SYMPTOM_TEXT 2083496 leng <> length of nap especially late in the day sleepiness throughout Tuesday with a 4 hour afternoon another full night?s sleep night felt better Wednesday and did chores errands then took went to earlier than usual about 10 pm Developed moderately severe headache after approximately 1 Took 3 Tylenol usually takes 2 Headache continued severity rest Monday receded normal by Nausea appeared 8 PM was morning remained so is much less faded No vomiting occurred but small trash can kept ready just case This being reported at 10:30 her Husband
SYMPTOM_TEXT 2085427 #NAME? <> - Bloody diarrhea - Diarrhea - Loss of consciousness - Headache - Lethargy - Fever - Chills
SYMPTOM_TEXT 2249754 <> Feeling dizzy like floating on the clouds and world spinning Hard to concentrate think Stomachache Painful pulsation in whole arm shaking Something most likely lymph node right armpit swollen painful Tinnitus long noise ear Weird feeling of circulation head during night after Felt some liquid is moving ADHD anxiety got worse Tears when sleeping constant crying wanted pee a lot that Also weird stomach two days hot was there Cough runny nose Pain sides neck nodes Pimples chest No appetit
SYMPTOM_TEXT 2019413 vaccinat <> vaccination Duration 18 hours Frequent headaches 48 Treatment acetaminophen 500 mg 20 after onset Painful lymph node swelling axillary region same side as vaccine application Onset 24 worsening until about still ongoing 51 none
SYMPTOM_TEXT 2148622 pas <> past Left for home with daughter Adviced to cosult PHP regarding adverse effects Patient felt better left adviced got ER further education Refused by patient
SYMPTOM_TEXT 2205152 <> hours per night and napping during the day without feeling rested I am full time engineer life-long endurance athlete my resting HR is 30-40 bpm June 27 was experiencing weakness fatigued collapsed at home 28 went to urgent care with shortness of breath chest pain near fainting brought hospital saw MD who did ultrasound heart found some pericardial effusion No other issues we blood tests examinations dismissed from ER told return if have more issue 29-July 11 continued extreme fatigue palpitations ongoing headaches
SYMPTOM_TEXT 2189209 di <> did not go away Made appointment with doctor Doctor examination no swelling injury sure what is going on but will run an MRI showed that my immune system had randomly attacked allograft ACL and there was only 20 of in place would require surgery 3/16/2022 Had reconstruction to use quad tendon autograft due the strange response previous
SYMPTOM_TEXT 2255248 <> the pain worsens Worst is when looking over right shoulder Still eating and attending online classes like normal He could not sleep well last night because of No fever Walking normally but had to look down a little bit d/t When he sits needs sit forward can't straighten his back mom wondering if that he's been sitting for while school Pt reports urinating BM today The left hand has discomfort some numbness on legs long time doing pt did volunteer this information was provided directly asked about any numbness/tingling TREATMENT Increase fluids Get plenty rest Alternate Tylenol Ibuprofen every 3-4 hours as needed If symptoms drastically worsen or high present then please be sure take child ER
SYMPTOM_TEXT 2226097 Eliq <> Eliquis for right ICA occlusion with fetal PCA 6 weeks Repeat CT of the head and neck in to determine continuation anticoagulation neuro clinic at that time ED visit hospital admission within receiving COVID vaccine
SYMPTOM_TEXT 2109480 <> vaccination Intensified substantially within 48 hours Non-specific pressure/pain subsided at 96 All other symptoms remain(4 days since the time of writing this
SYMPTOM_TEXT 2189050 <> all joints fingers wrists elbows shoulders knees ankles lower back pain around hip area muscle soreness only in ribs fatigue
SYMPTOM_TEXT 2213478 di <> diagnosis Blood pressure instability Persistent dizziness lightheadeness spacial disorientation and vertigo Neuropathy numbness tingling in extremeties Blurry double vision Nausea heartburn Rapid drop ferretin sex hormone levels Insomnia jolting awake at night
SYMPTOM_TEXT 2180500 ideat <> ideation which has NEVER happened before I have no history of depression prior to this received treatment let it pass Eczema never had a eczema even as baby began getting rashes around both eyes and large patch on my neck beginning roughly 20 days after vaccine Red inflamed flaky dry patches is ongoing still rash tragus ears that moisturize vigorously control
SYMPTOM_TEXT 2101944 pea <> peaked at 100.2 F Hot/cold chills/shivers during fever Cough Skin overly sensitive to the touch day after injection Crushing headache entire Overall tiredness despite sleeping well for 8 continuous hours Full recovery and felt great 36
SYMPTOM_TEXT 2059334 initi <> initially not following commands with dilated pupils to 5-6 mm Preserved consciousness But within 15-30 seconds squeezes my hands and releases changes position on own accord makes eye contact ability talk Over next 5 min patient continues bob head but is ambulatory demonstrating fine motor function drinking out of a cup picking up pen off counter verbally appropriate Patient has history pseudoseizures multiple repeat presentations ED for episodes Pt had Head CTs MRI brain EEG monitoring negative epileptic or seizure activity Neurology tapered Keppra in April last year initiated SSRI anxiety referred psychiatry further assistance management strategies
SYMPTOM_TEXT 2024958 <> No improvement
SYMPTOM_TEXT 2058119 Occasion <> Occasionally I would have exercise-induced asthma ONLY if I exercise in cold weather Since the vaccine I have the same symptoms of exercise-induced asthma all day even when indoors and working at my desk I am constantly dry coughing now tested COVID negative several times with PCRs and Rapid antigen tests and have a hard time breathing normally
SYMPTOM_TEXT 2038291 #NAME? <> - Red and Purple blotches from knees to feet - Swelling from knees down - Dry Mouth - Severe drowsiness Tried using vitamin K cream per dermatologist recommendation| Has helped to reduce color of blotches| but they still remain visible
SYMPTOM_TEXT 2085358 #NAME? <> - Severe chest pain - Five hours of extreme shivering - Abnormal cramping of muscles in chest and abdomen - Unable to extend arms
SYMPTOM_TEXT 2259785 1,700 <> 1|700 that her system stopped responding Vedolizumab the months following Covid vaccination Test/lab results PRIOR showed was positively were acceptable At this time she has failed respond new treatments New tried efforts bring back under control These included increasing dosage of trying Stelara taking Budesonide None these have produced desired or brought undercontrol
SYMPTOM_TEXT 2252821 some <> somewhat after 1 week But I still have ongoing GI issues which are significantly impacting daily life I'm having disturbed sleep as well though unsure if that's simply a secondary effect caused by the The lots of heartburn/reflux something don't normally experience bloating morning diarrhea I'll often wake up between 3-5am unable to fall back asleep with my stomach gurgling do manage get doesn't feel restful and most days pretty fatigued result So far I've been self treating Pepcid famotidine 40mg/day Benedryl diphenhydramine 25-50mg/day These helpful but seem really had lasting Once pepcid wears off start significant
SYMPTOM_TEXT 2082164 #NAME? <> - Stiffness in all joints - Tightness in chest - Nausea and vomiting - Feeling faint - Fatigue
SYMPTOM_TEXT 2050913 unti <> until he received two rounds of rituximab IV Still being monitored as Jan 20 2022
SYMPTOM_TEXT 2200601 an <> and pain management I was prescribed medication to help me continue not vomit
SYMPTOM_TEXT 2028329 fir <> first Pfizer vaccine Confusion onset approximately 1 week between 7 and 10 days after Chronic Fatigue
SYMPTOM_TEXT 2038379 <> breath or difficulty breathing
SYMPTOM_TEXT 2039799 communi <> communicated through messages no in person visit improvement symptoms since onset but Zyrtec reduces severity while effect
SYMPTOM_TEXT 2225446 #NAME? <> - sharp intestinal colicky pain - abdominal pain/cramps - pain at injection site (left arm)| left armpit and left side of the chest - muscle/join aches - mild fever
SYMPTOM_TEXT 2206616 #NAME? <> -- Upper back and shoulder pain on left side. Treatment via heat and tylenol. Still an issue. -- Warm and wet sensation in upper right thigh when turning neck to shoulder. No treatment. Has decreased in intensity.
SYMPTOM_TEXT 2116113 <> the L armpit one just in front of and second close to back where there is localized area puffiness/knot with soreness She has difficulty laying on side secondary this which intermittent moderate intensity denies associated fever no chills night sweats No shortness breath cough States she only had at site injection 1st dose 5 Zyrtec COVID vaccine
SYMPTOM_TEXT 2091581 la <> lateral to the RIGHT EYE involved as well NO PERSONAL history of allergies no exposure any new foods or chemicals travel Zyrtec Benadryl Flonase Saline Spray did not seem improve symptoms sinusitis change in medication current are Finasteride 1mg Minoxidil 5 for Alopecia multi-vitamin supplements trauma RECENT VACCINATIONS COVID-19 April 7th 2021 May 5th Nov 30th Tdap Sept 16th Flu Oct 28th HPV final dose is scheduled Mar 15th 2022 AUTO-IMMUNE FAMILY HISTORY auto-immune Vitiligo Mom both maternal grandparents Grave's disease uncle Diabetes mom Alzheimer's grandmother etc Areata disorder since 2017 CANCER cancer Materal aunt died Lymphoma OTHER SYMPTOMS pain/tenderness erythema fever headache nasal congestion runny nose other upper respiratory troubled breathing swallowing eating pain gums teeth while chewing otherwise Dentist find anything remarkable during his evaluation and read panaromic dental x-rays tingling/numbness/paralysis palpable hard mass fatigue unintentional weight loss
SYMPTOM_TEXT 2079494 mo <> months Moderate pain continues to this day extreme tinnitus developed a few days after shot lasting for approx 2 vertigo easy and very unusual bruising particularly in my lower calves about week aches extremities muscle twinges twitching throughout body intense persists still but mild less frequent dark red mark on left eye appeared one morning 3 weeks Followed by onset of sudden persistent black floaters blurry patch vision that doctor damage is irreversible Also have fluttering both eyes severe headaches highly localized flaring sometimes what I would describe as full helmet Developed lasted distortion visual auras menstrual spotting which never experienced life heavy bleeding Approx duration at least cycles affect with the racing heart
SYMPTOM_TEXT 2137047 <> severe pain in left shoulder lvl 10 ER VISIT Shoulder locked unable to move it 11-20-2021 stood out of bed walk right achilles VISIT/Dr Visit 01-15-2022 awoke middle night wrist/hand Hand was
SYMPTOM_TEXT 2114238 <> I started seeing skin discoloration on my left leg that did not disappear after a day 2/5 Sat noticing visible blood vessels chest and face 2/6 Sun 2/16 Wed
SYMPTOM_TEXT 2028872 post-symptom <> post-symptoms urged to go urgent care arrived and received medications around 5 15 began working in 20 minutes Has recovered except was fatigued yesterday Treatment Zyrtec famotidine Tylenol
SYMPTOM_TEXT 2019832 fee <> feels like he has a bionic arm and is concerned with quality control what experiencing Feels as time goes on it gets worse
SYMPTOM_TEXT 2165584 sp <> spasms that lasted 5 seconds Following those pt could not recall events Pt alert and oriented stable back at baseline after episode of syncope No other adverse noted
SYMPTOM_TEXT 2014921 <> they were worst than the first 2 shots I had If helpful a very bad reaction to shot where severe flu like symptoms for several days The 2nd was better but sore arm not slightly weeks day after adverse effect chest pain/tightness hours and when that ended got extremely sharp continuous stomach pains lower abdominal 10 non stop pain me reach out my Dr next weekday Aside from fever of 101 continuation less Joint still quite as 3rd 99-100 varying throughout only remaining migraine 4th no more or moderate joint since Aleve would help get rid it just made intense Migraine went away on 6th Still have brain fog mildly achy joints gone
SYMPTOM_TEXT 2091698 #NAME? <> -Dizziness/lightheadedness -Breathing difficulties -Rapid heart beat -Feeling faint -Developed a stiff neck on the left side -Trapezius muscle spasm -Decreased range of motion -left shoulder
SYMPTOM_TEXT 2233813 <> in the early morning Headache began near base of skull on left side and arc over to upper forehead would persist unless I took shallow breaths sat up slowly subside after about 30 minutes This headache occurred consistently for 3 months About mid-January 2022 no longer
SYMPTOM_TEXT 2201539 #NAME? <> -Heart attack -Myocarditis
SYMPTOM_TEXT 2027999 <> in my right arm if i try to do anything handed it shakes noticeable intolerance cold temperatures now temper is gone any little thing angers me I was a free-wheeling fun-loving guy before I'm just ball of rage
SYMPTOM_TEXT 2225459 aft <> after injection
SYMPTOM_TEXT 2110779 <> the most fatigued days 1-23-2022-1-28th Painful cold feet Continuing fatigue and BP spikes off on Drinking slightest bit of alcohol causes spike
SYMPTOM_TEXT 2154615 o <> of lochia alba Reminder that stage had already been completed and spontaneously restarted after vaccination with significant amounts Also currently experiencing chest pains 2 days later It is important to mention just 7 hours my 1st on 01/31/2022 I experienced Premature Rupture Membranes bleeding/passing clots at only 19 weeks pregnant have submitted a separated VAERS report for this incident went into preterm labor 20 baby passed away due not being viable No pregnancy concerns nor complications prior What happened me still remains unexplained TRULY hope all will consider vaccine may be causing hormonal/reproductive disturbances especially in women color
SYMPTOM_TEXT 2006043 injectio <> injection Still happening on an irregular basis Decreased feeling in my thighs outer area started within 1st week after Tingling and numbness hands mostly fingers Pressure both ears forehead sometimes accompanied with ringing 24 hours of Fast Heartbeat 5 minutes Dizziness a cold rush thru brain Cold resolved 4 weeks still Chest pressure Leg Swelling Blurred Vision regular
SYMPTOM_TEXT 2262144 <> to walk without assistance a nurse recommended meclizine 25mg started taking otc dissolvable on Sunday along with benadryl doing Epley maneuver daily gradually getting better but needed stay home from work all week was able didn't drive at 4/21 Was speak telehealth doctor she prescribed oral 3x day plus prednisone steroid pack Meclizine prednizone 4/22 seeing results by 4/24 4/25 saw Dr he examined me suggested it may have been minor viral infection in my left ear should go away itself Did 2X office 5/3 still having episodes of vertigo not disabling
SYMPTOM_TEXT 2039547 <> provider on Wednesday As of today 1/17/2022 they are getting better and resolving but have not yet healed completely She has never had these before in her genital area did this reaction after first or second doses There was no recommended treatment Patient's lymph node left armpit became swollen noticeable Saturday afternoon 1/8/2021 maybe around noon This a new symptom which she experience the one canker sore mouth at same time New Her booster also included fever 101.3 fatigue vomiting headache bodyaches started 05:00am lasted until about 9:00 pm Since aches dose we anticipated symptoms We treated with Tylenol
SYMPTOM_TEXT 2071860 1/27 <> 1/27/22 He also reported several days of neck pain and frontal headache diffuse body aches fatigue abdominal sore throat chest one episode NBNB on the day prior to admission On mother noticed a rash that started abdomen Pain palpation Hypotension tachycardia
SYMPTOM_TEXT 2196325 N <> NEW DIAGNOSIS OF DIABETES HYPERTRIGLYCERIDEMIA AND PANCREATITIS UNKNOWN IF CAME FROM HIS BREAKTHROUGH CASE COVID-19
SYMPTOM_TEXT 2131331 aft <> after day 3 of the same reaction listed above extreme pain I called dr on 10/02/21 and was advised to seek immediate attention at closest Emergency Dept The Dr urged me call an ambulance hospital discharged with migraine medicine see my own asap neurologist who provided guidance for Rx meds alleviate he GP
SYMPTOM_TEXT 2091927 <> Zyrtec is being taken daily but the symptoms would return during 24 hour period Diet environment and lifestyle did not have any changes
SYMPTOM_TEXT 2145387 <> and prolonged pre-menstrual symptoms
SYMPTOM_TEXT 2024991 dis <> discuss the issue with her PCP and possibly get re-vaccinated at another private facility New policies adopted Medical Center to improve tracking of use-by date every COVID vaccine
SYMPTOM_TEXT 2024613 wil <> will bring child in for re-vaccination to Medical Center New policies adopted at improve tracking of the vaccine's use-by date
SYMPTOM_TEXT 2083062 dif <> difficulty using arms/hands/legs due to muscle weakness Over the course of 1/7/22 1/18/22 I was having multiple events a day where kept thinking oh should go hospital but unsure what they would do help me I'm already on Mestinon which is intended with from Myasthenia new/really scary symptoms getting worse On waited 21 hrs in ER admitted 1/19/22-1/21/22 and given one IVIG infusion counteract my issues The has helped somewhat still severely struggling aforementioned Please note that start daily began within 7 days Moderna shot 2 April 2021 In summary believe vaccines have very much intensified some dormant autoimmune may been around
SYMPTOM_TEXT 2043594 <> ache August-October 2021 Neck stiffness/immobility October until today Clammy/sweaty/chills feeling intermittent August 1 episode of acute SOB remedied with antibiotics
SYMPTOM_TEXT 2129215 #NAME? <> -dizziness
SYMPTOM_TEXT 2028486 histor <> history She reported that apart from altered mental status agitation and worsening cough with yellow color expectoration the patient does not have any other symptoms like fevers chills abdominal pain nausea vomiting chest shortness of breath palpitations burning or painful urination diarrhea 01/03/2022 tested positive
SYMPTOM_TEXT 2013723 #NAME? <> -huge lacrosse sized lymphnode in left armpit woke up in the morning repeatedly because it was tender.
SYMPTOM_TEXT 2122791 wei <> weird stool and intestinal inflammation
SYMPTOM_TEXT 2189327 #NAME? <> -moderately severe heart/chest pain -painful breathing Currently trying to rest| took ibuprofen
SYMPTOM_TEXT 2225957 ov <> overall quality of life has been severely affected All these symptoms were constant for the first 6 weeks after receiving third shot They are not as bad now but they still come and go I have had any treatment Also if attempt to drink alcohol it tends worsen my
SYMPTOM_TEXT 2239094 DIAGN <> DIAGNOSED WITH CRYPTOGENIC STROKE
SYMPTOM_TEXT 2050576 q <> quadriplegia He was sent to the hospital with a chief complaint of worsening cough and shortness breath Most history obtained from emergency room provider previous medical records Patient nonverbal at baseline Call placed patient's group home caretaker using number listed on face sheet Phone answered by employee reported that patient is managed his brother provided me another phone I called but it also went into voicemail so not able gather more information Tested positive 01/11/2022
SYMPTOM_TEXT 2075016 #NAME? <> -unusually long feeling of unwellness with the second dose. -noticeable shortness of breath especially during physical activity. - HIGHLY unusual symmetrical markings on hands. They would become more pronounced with physical exertion. (those markings got larger with increased heart rate)
SYMPTOM_TEXT 2204978 th <> therapy on 3/16/22 3/18/22 2nd toe right foot swells up and is very painful went to urgent care 3/20/22 prescription given for naproxen 10 days Podiatrist 3/22/22 swelling had already reduced maybe gout blood uric acid level was normal MRI 3/23/22 bone infarct in knee orthopedic MD 3/28/22 much better by now follow with 3 months if necessary
SYMPTOM_TEXT 2256996 COVID <> COVID-19
SYMPTOM_TEXT 2134641 1/30/2022 <> 01/30/2022
SYMPTOM_TEXT 2257385 sever i they electro shock <> heartbeat severe They electroshock
SYMPTOM_TEXT 2257063 COVID <> COVID-19
SYMPTOM_TEXT 2254846 COVID <> COVID-19
SYMPTOM_TEXT 2256688 COVID <> COVID-19
SYMPTOM_TEXT 2254632 COVID <> COVID-19
SYMPTOM_TEXT 2258363 COVID <> COVID-19
SYMPTOM_TEXT 2256719 COVID <> COVID-19
SYMPTOM_TEXT 2260127 COVID bene <> COVID-19 been
SYMPTOM_TEXT 2256821 COVID <> COVID-19
SYMPTOM_TEXT 2258569 COVID <> COVID-19
SYMPTOM_TEXT 2243587 COVID <> COVID-19
SYMPTOM_TEXT 2254652 Covid <> COVID-19
SYMPTOM_TEXT 2256937 COVID <> COVID-19
SYMPTOM_TEXT 2258402 COVID <> COVID-19
SYMPTOM_TEXT 2091458 awar <> aware of the error This was vaccinators first time at site did not have proper training prior to incident occurring The mother patient work where she is familiar with policy and procedures There no on-site manager occurred Patient remained in stable condition throughout duration stay observation
SYMPTOM_TEXT 19/30 columns 100/344 rows
SYMPTOM_TEXT 2055516 confirm <> confirming wheezing w/o any further systemic symptoms 1600 patient provided with albuterol followed by administration of epinephrine 0.3mg 1:1000 after states no sign relief 1614 on-site EMS decide transportation to emergency room receiving clarification vaccine director since the denies improvement
SYMPTOM_TEXT 2055520 provide <> provider confirming wheezing w/o any further systemic symptoms 16:00 patient provided with albuterol followed by administration of epinephrine 0.3mg 1:1000 after states no sign relief 16:14 on-site EMS decide transportation to emergency room receiving clarification vaccine director since the denies improvement
SYMPTOM_TEXT 2258596 COVID <> COVID-19
SYMPTOM_TEXT 2260199 Dr <> Doctor
SYMPTOM_TEXT 1920297 stratched <> scratched
SYMPTOM_TEXT 2260130 Covid <> COVID-19
SYMPTOM_TEXT 1920348 i right Dr <> After doctor
SYMPTOM_TEXT 1921050 <> maliege
SYMPTOM_TEXT 2260227 COVID <> COVID-19
SYMPTOM_TEXT 2260140 COVID <> COVID-19
SYMPTOM_TEXT 2260131 COVID <> COVID-19
SYMPTOM_TEXT 2258385 COVID <> COVID-19
SYMPTOM_TEXT 2256896 spreaded <> spread
SYMPTOM_TEXT 973979 Palms of Pasadena <>
SYMPTOM_TEXT 2254706 Dr <> doctor
SYMPTOM_TEXT 2260252 Covid have...and <> COVID-19 have and
SYMPTOM_TEXT 2254675 COVID <> COVID-19
SYMPTOM_TEXT 2254780 COVID <> COVID-19
SYMPTOM_TEXT 2254884 Covid when ever <> COVID-19 whenever
SYMPTOM_TEXT 2260336 COVID <> COVID-19
SYMPTOM_TEXT 2230203 Nature Microbiology 2022 Vol:7(2 pgs:195-199 DOI:10.1038/s41564-021-01046-z vol 7(2 pp 195-199 DOI 10.1038/s41564-021-01046-z 7 2 out.,Linked <> out.|Linked
SYMPTOM_TEXT 2260139 Break through Covid Dr <> Breakthrough COVID-19 the doctor
SYMPTOM_TEXT 1920618 Wendsday Presistant <> Wednesday Persistent
SYMPTOM_TEXT 1229181 significant <> CAPILLARY LEAKAGE SWELLING OF FACE This spontaneous report received from a consumer concerned 92 year old female The patient's height weight were not reported concurrent conditions included cardiovascular disease polyethylene glycol polysorbate allergy patient covid-19 vaccine ad26.cov2.s suspension for injection intramuscular batch number 1808978 expiry UNKNOWN dose was administered on 09-APR-2021 09:46 prophylactic vaccination Concomitant medications acetylsalicylic acid colecalciferol diltiazem losartan metformin risedronate sodium On 18:01 the subject experienced swelling of action taken applicable outcome non-serious Sender's Comments V0 Medical assessment comment required as per standard procedure since case assessed non serious
SYMPTOM_TEXT 2254737 COVID BREAK THROUGH CASE Sore Head/body Dr <> COVID-19 Breakthrough Case with sore head and body doctor
SYMPTOM_TEXT 2256855 Covid <> COVID-19
SYMPTOM_TEXT 2258937 Covid <> COVID-19
SYMPTOM_TEXT 2254788 Covid <> COVID-19
SYMPTOM_TEXT 2258489 Covid <> COVID-19
SYMPTOM_TEXT 2256925 Covid <> COVID-19
SYMPTOM_TEXT 2260595 Covid <> COVID-19
SYMPTOM_TEXT 2254673 Covid <> COVID-19
SYMPTOM_TEXT 2256888 Covid head ache out come <> COVID-19 outcome
SYMPTOM_TEXT 2258560 Covid <> COVID-19
SYMPTOM_TEXT 2258448 Covid <> COVID-19
SYMPTOM_TEXT 2257093 Covid <> COVID-19
SYMPTOM_TEXT 2256714 Covid <> COVID-19
SYMPTOM_TEXT 2256778 Covid <> COVID-19
SYMPTOM_TEXT 2254874 w/3day <> within 3days
SYMPTOM_TEXT 2258405 Covid <> COVID-19
SYMPTOM_TEXT 2258638 COVID 12,000 <> COVID-19 12|000
SYMPTOM_TEXT 2258355 COVID <> COVID-19
SYMPTOM_TEXT 954540 IBCC Inbound Call Center for HCPs <>
SYMPTOM_TEXT 1045460 Medicines Agency MA EudraVigilance-WEB laboured <> RA-WEB labored
SYMPTOM_TEXT 2258981 Covid <> COVID-19
SYMPTOM_TEXT 2254702 COVID <> COVID-19
SYMPTOM_TEXT 2053918 PRIVATE <>
SYMPTOM_TEXT 2260161 Participant Covid <> I my COVID-19
SYMPTOM_TEXT 2254661 <> 19
SYMPTOM_TEXT 2254854 COVID <> COVID-19
SYMPTOM_TEXT 2256809 Covid <> COVID-19
SYMPTOM_TEXT 2254778 Covid <> COVID-19
SYMPTOM_TEXT 2260572 Covid <> COVID-19
SYMPTOM_TEXT 2258439 Covid <> COVID-19
SYMPTOM_TEXT 2256744 Covid <> COVID-19
SYMPTOM_TEXT 2258681 alot scare <> a lot scared
SYMPTOM_TEXT 2260222 Dr <> The doctor the
SYMPTOM_TEXT 1917161 <> I
SYMPTOM_TEXT 2254620 <> and
SYMPTOM_TEXT 2260224 i covid pregant <> I COVID-19 pregnant
SYMPTOM_TEXT 2258600 COVID <> COVID-19
SYMPTOM_TEXT 2256709 COVID <> COVID-19
SYMPTOM_TEXT 2260203 COVID <> COVID-19
SYMPTOM_TEXT 2254732 COVID <> COVID-19
SYMPTOM_TEXT 1921202 <> I had a
SYMPTOM_TEXT 2254704 COVID <> COVID-19
SYMPTOM_TEXT 1916709 <> I had a
SYMPTOM_TEXT 1920343 <> I had a
SYMPTOM_TEXT 2258546 Covid <> COVID-19
SYMPTOM_TEXT 2260461 COVID <> COVID-19
SYMPTOM_TEXT 2253275 Dr <> doctor
SYMPTOM_TEXT 2254853 dx <> My diagnosed
SYMPTOM_TEXT 2260566 covid <> COVID-19
SYMPTOM_TEXT 19/30 columns 200/344 rows
SYMPTOM_TEXT 2254657 Covid <> COVID-19
SYMPTOM_TEXT 2256853 CoVID 19 breath <> COVID-19 breathe
SYMPTOM_TEXT 2254606 rt <> right
SYMPTOM_TEXT 2258936 sx Covid i <> symptom COVID-19 symptoms
SYMPTOM_TEXT 2254871 Covid <> COVID-19
SYMPTOM_TEXT 2260183 Covid <> COVID-19
SYMPTOM_TEXT 2260592 stated covid on july i n <> started COVID-19 in July
SYMPTOM_TEXT 2260101 COVID <> COVID-19
SYMPTOM_TEXT 2257009 stared truck Dr pin point wit <> started trunk doctor pinpoint
SYMPTOM_TEXT 2257027 COVID <> COVID-19
SYMPTOM_TEXT 2258549 COVID <> COVID-19
SYMPTOM_TEXT 2260602 Covid breakthru covid <> COVID-19 breakthrough
SYMPTOM_TEXT 2254819 low grade Covid <> low-grade COVID-19
SYMPTOM_TEXT 2260486 COVID post nasal <> COVID-19 postnasal
SYMPTOM_TEXT 2260164 COVID <> COVID-19
SYMPTOM_TEXT 2256760 hydrocodeine <> hydrocodone
SYMPTOM_TEXT 2256998 COVID <> COVID-19
SYMPTOM_TEXT 2254643 biopsy's <> biopsies
SYMPTOM_TEXT 2256947 COVID <> COVID-19
SYMPTOM_TEXT 2254849 Covid <> COVID-19
SYMPTOM_TEXT 2258919 Covid19 <> COVID-19 degrees visit
SYMPTOM_TEXT 2258384 COVID <> COVID-19
SYMPTOM_TEXT 2260501 COVID was mid grade loose continue <> COVID-19 were mid-grade lose
SYMPTOM_TEXT 2254693 COVID <> COVID-19
SYMPTOM_TEXT 2256827 Covid <> COVID-19
SYMPTOM_TEXT 2258307 CoVID <> COVID-19
SYMPTOM_TEXT 2258374 <> primary
SYMPTOM_TEXT 2260499 Dr <> doctor
SYMPTOM_TEXT 2257097 Covid <> COVID-19
SYMPTOM_TEXT 1921177 recelved <> received
SYMPTOM_TEXT 2256861 forth <> fourth
SYMPTOM_TEXT 2254646 COVID <> COVID-19
SYMPTOM_TEXT 2214983 SAM <>
SYMPTOM_TEXT 2260202 counterstrain hepatologist <> noticed increase Before 12/18 counterstain hematologist
SYMPTOM_TEXT 2260105 Covid <> COVID-19
SYMPTOM_TEXT 2256691 8 year COVID <> 8-year COVID-19
SYMPTOM_TEXT 2257002 ALOT <> and a lot
SYMPTOM_TEXT 2254823 EXPOSED TO COVID NEG TELE HEALTH THAN FEB 10 SURGERYS BECAUSE THATS ABOUT ITS LONG-STANDING CONJESTION <> expose to COVID-19 negative She Telehealth Then Feb19 surgeries they that's about It's long standing congestion
SYMPTOM_TEXT 2254653 CoVID <> COVID-19 andCOVID-19
SYMPTOM_TEXT 2255669 Dr <> doctor
SYMPTOM_TEXT 2258639 COVID <> COVID-19
SYMPTOM_TEXT 1025951 FRENCH <>
SYMPTOM_TEXT 2256722 got COVID are <> go COVID-19
SYMPTOM_TEXT 2258564 diahrea COVID <> diarrhea COVID-19
SYMPTOM_TEXT 2254619 COVID <> COVID-19
SYMPTOM_TEXT 2258414 Covid 19 Rx'd <> COVID-19 prescribed
SYMPTOM_TEXT 2260333 Covid <> COVID-19
SYMPTOM_TEXT 2256736 Covid doctors <> COVID-19 doctor's
SYMPTOM_TEXT 1917311 sonohysterogram <> son hysterogram
SYMPTOM_TEXT 2260450 Covid <> COVID-19
SYMPTOM_TEXT 2254734 Covid <> COVID-19
SYMPTOM_TEXT 2258420 4,2022 COVID <> 4|2022 COVID-19
SYMPTOM_TEXT 2254641 have <> has
SYMPTOM_TEXT 1917134 <> and
SYMPTOM_TEXT 2260578 Covid <> COVID-19
SYMPTOM_TEXT 2260603 covid <> COVID-19
SYMPTOM_TEXT 2256847 Covid <> COVID-19
SYMPTOM_TEXT 2257082 Covid <> COVID-19
SYMPTOM_TEXT 2258442 diarea <> Diarrhea
SYMPTOM_TEXT 1058089 UK-MHRA <> RA
SYMPTOM_TEXT 2258436 COVID-I COVID <> COVID-19 I
SYMPTOM_TEXT 2261203 FRENCH appropriate.,Linked <> appropriate.|Linked
SYMPTOM_TEXT 2257075 Tirosint <> to Tyrosine
SYMPTOM_TEXT 982814 PSS <> employee
SYMPTOM_TEXT 1065039 FRENCH <>
SYMPTOM_TEXT 985913 nursing home <> residential facility
SYMPTOM_TEXT 2258548 COVID 19 COViD <> COVID-19 COViD-19
SYMPTOM_TEXT 2258934 alittle doc <> a little doctor
SYMPTOM_TEXT 2258723 back ground <> background an
SYMPTOM_TEXT 2254575 COVID <> COVID-19
SYMPTOM_TEXT 2260457 Covid <> COVID-19
SYMPTOM_TEXT 2254797 Covid <> COVID-19
SYMPTOM_TEXT 2260348 BREAKTHOUGH COVID CASE nosed <> nose
SYMPTOM_TEXT 2258505 COVID <> COVID-19
SYMPTOM_TEXT 2258331 COVID <> COVID-19
SYMPTOM_TEXT 2256989 post nasal COVID/flu <> postnasal COVID-19/flu
SYMPTOM_TEXT 2258645 COVID <> COVID-19
SYMPTOM_TEXT 2260346 COVID <> COVID-19
SYMPTOM_TEXT 2254802 COVID <> COVID-19
SYMPTOM_TEXT 19/30 columns 300/344 rows
SYMPTOM_TEXT 2260585 COVID <> COVID-19
SYMPTOM_TEXT 2256771 Dr <> than onetime
SYMPTOM_TEXT 2256791 COVID <> COVID-19
SYMPTOM_TEXT 2254696 COVID <> COVID-19
SYMPTOM_TEXT 2256952 Covid <> COVID-19
SYMPTOM_TEXT 2254830 covid <> COVID-19
SYMPTOM_TEXT 2258346 COVID <> COVID-19
SYMPTOM_TEXT 2258579 kinda <> kind of
SYMPTOM_TEXT 1920896 Tung <> tongue
SYMPTOM_TEXT 1921228 <> the has
SYMPTOM_TEXT 2258574 Covid <> COVID-19
SYMPTOM_TEXT 2230201 2022 Vol:7(2 pgs:195-199 DOI:10.1038/s41564-021-01046-z vol 7 2 pp 195-199 DOI 10.1038/s41564-021-01046-z <>
SYMPTOM_TEXT 2230202 2022 Vol:7(2 pgs:195-199 DOI:10.1038/s41564-021-01046-z vol 7 2 pp 195-199 DOI 10.1038/s41564-021-01046-z <>
SYMPTOM_TEXT 2236312 SARS-CoV-2 infection/Variant reporter(s Authority-WEB number 18May2021 as Lot 23Jun2021 2 all intramuscular covid-19 patient's relevant were following was 01Dec2021 unknown described FAILURE Information are <> via authority 2nd of batch/lot intramuscularly Jun 23 2021 1st May 18 both experienced COVID-19/SARS-CoV-2 infection/PCR-based variant Dec
SYMPTOM_TEXT 2236317 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 08Jan2021 as 1 Lot 30Jan2021 2 29Oct2021 3 all intramuscular immunization patient's relevant were following was 07Dec2021 unknown described FAILURE Positive are <> via authority 3rd of batch/lot intramuscularly Oct 29 2021 immunisation included 2nd Jan 30 1st 8 both experienced COVID-19/SARS-CoV-2 Dec 7 variant
SYMPTOM_TEXT 2236322 SARS-CoV-2 reporter(s Authority-WEB number 11Mar2021 as Lot 01Apr2021 2 05Oct2021 3 all intramuscular covid-19 patient's relevant were following was 07Dec2021 unknown described FAILURE are <> via authority 3rd of batch/lot intramuscularly Oct 5 2021 included 2nd Apr 1st Mar 11 both experienced COVID-19/SARS-CoV-2 Dec 7 variant n.a
SYMPTOM_TEXT 2236326 SARS-CoV-2 reporter(s Authority-WEB number 05May2021 as 1 Lot 16Jun2021 2 30Nov2021 3 all intramuscular covid-19 patient's relevant were following was 08Dec2021 described DRUG Positive are Report(s Same <> via authority 3rd of batch/lot intramuscularly Nov 30 2021 included 2nd Jun 16 1st May 5 both experienced drug/vaccination COVID-19/SARS-CoV-2 Dec 8 variant same
SYMPTOM_TEXT 2236327 SARS-CoV-2 reporter(s Authority-WEB number 22May2021 as 1 Lot 19Jun2021 2 03Dec2021 all intramuscular covid-19 patient's relevant were following was 08Dec2021 unknown described FAILURE Positive no response are <> via authority 3rd of batch/lot intramuscularly Dec 2021 included 2nd Jun 19 1st May 22 both experienced COVID-19/SARS-CoV-2 8 variant n.a
SYMPTOM_TEXT 2236328 SARS-CoV-2 reporter(s Authority-WEB number 15May2021 as 1 Lot 26Jun2021 2 05Dec2021 3 all intramuscular covid-19 patient's relevant were following was 08Dec2021 described DRUG blank are Report(s <> via authority 3rd of batch/lot intramuscularly Dec 5 2021 included 2nd Jun 26 1st May 15 both experienced drug/vaccination COVID-19/SARS-CoV-2 8 variant n.a
SYMPTOM_TEXT 2236331 SARS-CoV-2 reporter(s authority-WEB Regulatory number 12Jan2021 as 1 Lot 02Feb2021 16Sep2021 3 all intramuscular covid-19 patient's relevant were following was 08Dec2021 described FAILURE are <> via authority 3rd of batch/lot intramuscularly Sep 16 2021 included 2nd Feb 1st Jan 12 both experienced COVID-19/SARS-CoV-2 Dec 8
SYMPTOM_TEXT 2236333 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 15Jan2021 as 1 Lot 05Feb2021 2 12Nov2021 3 all intramuscular covid-19 patient's relevant were following was 08Dec2021 unknown described FAILURE Positive no answer 31Mar2022 in Apr2022 are <> via authority 3rd batch/lot intramuscularly Nov 12 2021 included 2nd Feb 5 1st Jan 15 both experienced COVID-19/SARS-CoV-2 Dec 8 n.a Variant Mar 31 2022 Apr
SYMPTOM_TEXT 2236339 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 19May2021 as 1 Lot 30Jun2021 2 all intramuscular covid-19 patient's relevant were following was 05Nov2021 described DRUG are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jun 30 2021 1st May 19 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 5 same
SYMPTOM_TEXT 2236340 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 31May2021 as 1 Lot 21Jun2021 all intramuscular covid-19 patient's relevant were following was 02Nov2021 unknown described FAILURE n.a.Variant are <> via authority 2nd of batch/lot intramuscularly Jun 21 2021 1st May 31 both experienced COVID-19/SARS-CoV-2 Nov variant n.a
SYMPTOM_TEXT 2236350 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 05May2021 as 1 Lot 16Jun2021 2 all intramuscular covid-19 patient's relevant were following was 04Nov2021 described DRUG are Report(s Same event <> via authority 2nd of batch/lot intramuscularly Jun 16 2021 1st May 5 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 4 variant same dose/event
SYMPTOM_TEXT 2254692 Covid <> COVID-19
SYMPTOM_TEXT 2254674 COVID <> COVID-19
SYMPTOM_TEXT 2254712 Covid <> COVID-19
SYMPTOM_TEXT 2258321 COVID <> COVID-19
SYMPTOM_TEXT 2258958 noise head ache <> nose headache
SYMPTOM_TEXT 1967266 I got my second Pfizer on October 28th On November 3rd reached out doctor because experiencing Now I'm into December has gone away can only take 2,000 before starts hurt again experience anything like this taking <> Weakness pain Increased resting heart rate Inappropriate schedule of administered This is a spontaneous report received from contactable reporter(s Consumer or other non HCP The reporter patient A 35 year-old female pregnant bnt162b2 BNT162B2 in arm left administration date 28Oct2021 18:00 Lot number FF2593 at age years as dose 2 single for covid-19 immunisation Relevant medical history included Epilepsy past unspecified if ongoing notes no seizures since 1991 known allergies Gluten Lactose mangoes Lamb Shellfish allergy prescribed antifungal foot cream There were concomitant medications Past drug Tylenol reaction(s Vaccination Bnt162b2 Dose Number 1 Batch/Lot No EW0191 Location injection Arm Left Vaccine Administration Time 06:00 PM 16Sep2021 when old Covid-19 immunization Flu shot flu following information reported INAPPROPRIATE SCHEDULE OF PRODUCT ADMINISTRATION non-serious with onset outcome unknown described ASTHENIA 03Nov2021 recovered CHEST PAIN HEART RATE INCREASED events increased evaluated physician office visit laboratory tests procedures are available appropriate section Therapeutic measures taken result asthenia Additional Information It that Adverse event especially walking over 2|000 day by 10bpm resulted Doctor healthcare professional office/clinic treatment adverse Patient receive any vaccines within 4 weeks prior COVID diagnosed vaccination had tested follow-up attempts possible further expected
SYMPTOM_TEXT 2260221 COIVD-19 <> COVID-19
SYMPTOM_TEXT 2260601 Covid doctors <> COVID-19 doctor's
SYMPTOM_TEXT 1920822 hrs <> hours
SYMPTOM_TEXT 2260581 feve,r 6 <> fever
SYMPTOM_TEXT 999757 United Kingdom's Medicines and Healthcare products UK <> RA
SYMPTOM_TEXT 1070311 spontaneous contactable pharmacist United Kingdom's Medicines Healthcare products MHRA <> RA
SYMPTOM_TEXT 1061776 dose,via 111 <> dose|via EMS
SYMPTOM_TEXT 963389 second Pfizer COVID 45 minutes ago denies covid does 1,000mL <> feeling increasing scratchy throat This is spontaneous report from contactable Pharmacist A 38-year-old female 2nd bnt162b2 BNT162B2 lot EL3302 intramuscular single on 14Jan2021 11:30 for Covid-19 immunisation administered hospital Medical history included chronic headaches vertigo depression type 2 diabetes mellitus DMT2 hypertension vitamin d deficiency sleep apnoea syndrome OSA psoriatic arthropathy allergies ACE inhibtors gabapentin lisinopril Lyrica milk products nuts not pregnant The had experienced prior vaccination Concomitant medication amlodipine manufacturer unknown 2.5mg apremilast bupropion 150mg bid calcipotriene topical carvedilol 12.5mg ergocalciferol VIT D 1000 units duloxetine dicyclomine qid losartan 50mg qday previously 1st EL1284 left 23Dec2020 12:30 PM denied Covid No other has been 4 On 12:00 after she before treatment with 1|000mL Post tested nasal swab COVID-19 resulted negative 15Jan2021 Therapeutic measures were taken as result events outcome recovered Jan2021 Sender's Comments possible contributory role suspect cannot be excluded reported based known safety profile temporal association
SYMPTOM_TEXT 1063339 UK-MHRA HA United Kingdom's Medicines and Healthcare products <> RA
SYMPTOM_TEXT 1179303 Eisai C54.1 <> agency
TODAYS_DATE 103902 cells of trivial non-letter differences ignored
TODAYS_DATE 1967266 12/18/2021 <> 03/11/2022
VAX_DATE 78469 cells of trivial non-letter differences ignored
VAX_DOSE_SERIES 2109328 1 <> 1|1
VAX_DOSE_SERIES 1229181 1 <> UNK
VAX_DOSE_SERIES 2024585 1|2 <> 2|1
3 VAX_DOSE_SERIES 1|3|2 <> 2|1|3 [2065531, 2110150, 2129202]
5 VAX_DOSE_SERIES 2|1 <> 1|2 [1036170, 1749322, 1853993, 1942274, 2092705]
VAX_DOSE_SERIES 2231189 2|3|1 <> 1|2|3
VAX_DOSE_SERIES 2211737 3|1|2 <> 1|2|3
VAX_LOT 397 cells of trivial non-letter differences ignored
VAX_LOT 2200587 0 <> 00000
VAX_LOT 2128679 0 <> 0000000
VAX_LOT 2024695 0|0 <> 000000|000000
VAX_LOT 2051030 0|0|EK9231 <> 000000|000000|EK9231
VAX_LOT 2021076 0|0|FF8839 <> 000000|000000|FF8839
VAX_LOT 2002076 0|004F21A|032M20A <> 000000|004F21A|032M20A
VAX_LOT 2200687 0|027L20A|939909 <> 000000|027L20A|939909
VAX_LOT 1999809 0|EN6208|EW0172 <> 000000|EN6208|EW0172
VAX_LOT 2065380 0|FJ1611 <> 00000|FJ1611
VAX_LOT 2260465 1795 <> 001795
VAX_LOT 2075791 36212 <> 0036212
VAX_LOT 2180501 40 <> 0040
VAX_LOT 2187741 6 <> 006
VAX_LOT 2215882 610214 <> 00610214
VAX_LOT 2160835 7 <> 007
VAX_LOT 2092705 054C21A|90214 <> 0090214|054C21A
VAX_LOT 2047642 1/12/2022|EP7534|EW0173 <> 01/12/2022|EP7534|EW0173
VAX_LOT 2257343 1/18/2022 <> 01/18/2022
VAX_LOT 2155538 1/28/2021|2/18/2021 <> 01/28/2021|02/18/2021
VAX_LOT 2039321 1/29/2021|2/24/2021 <> 01/29/2021|02/24/2021
VAX_LOT 2035379 11122 <> 011122
VAX_LOT 2143391 112196 <> 0112196
VAX_LOT 2062857 115204 <> 0115204
VAX_LOT 1036170 042L20A|011J20A <> 011J20A||042L20A
VAX_LOT 2252829 12142113 <> 012142113
VAX_LOT 2038226 1214213 <> 01214213
VAX_LOT 2238067 124213 <> 0124213
VAX_LOT 2228443 012F21A|5.80E+211|FJ6369 <> 012F21A|058E210|FJ6369
VAX_LOT 2180624 139904 <> 0139904
VAX_LOT 2129139 071F21VA|1509204|3262019 <> 01509204|03262019|071F21VA
VAX_LOT 2104096 153 <> 0153
VAX_LOT 2201554 1571315087|FA7485 <> 01571315087|FA7485
VAX_LOT 2150852 157214|940875 <> 0157214|940875
VAX_LOT 2150648 1721 <> 01721
VAX_LOT 2187652 172114 <> 0172114
VAX_LOT 2211369 1729103 <> 01729103
VAX_LOT 2206627 173|180 <> 0173|0180
VAX_LOT 2127094 175 <> 0175
2 VAX_LOT 025A21A|051F21A|178218 <> 0178218|025A21A|051F21A [2065531, 2110150]
VAX_LOT 2129202 025A21A|076C21A|178218 <> 0178218|025A21A|076C21A
2 VAX_LOT 1.70E+215 <> 017E214 [2037842, 2248101]
VAX_LOT 2161075 181 <> 0181
VAX_LOT 2144411 1911219 <> 01911219
VAX_LOT 2010611 2/3/2021 <> 02/03/21
VAX_LOT 1999395 2/4/2021|3/23/2021 <> 02/04/2021|3/23/2021
VAX_LOT 2213224 2/6/2021 <> 02/06/2021
VAX_LOT 2218065 2/23/2021|301558A|EM9810 <> 02/23/2021|301558A|EM9810
VAX_LOT 2092928 2363974|EI9264|EK9231 <> 02363974|EI9264|EK9231
VAX_LOT 2211737 065f21a|250219|284214 <> 0250219|0284214|065f21a
VAX_LOT 2063067 260214 <> 0260214
VAX_LOT 2231614 266218 <> 0266218
VAX_LOT 2001206 27213 <> 027213
VAX_LOT 2166006 272207 <> 0272207
VAX_LOT 2053810 276208 <> 0276208
VAX_LOT 2023717 027A21A|39906 <> 027A21A|039906
VAX_LOT 2182495 3/1/2021 <> 03/01/2021
VAX_LOT 2075582 3/8/2021 <> 03/08/2021
VAX_LOT 2039157 3/9/2021 <> 03/09/2021
VAX_LOT 2231189 044B21A|066H21A|3/17/2021 <> 03/17/2021|044B21A|066H21A
VAX_LOT 2209165 3/19/2021 <> 03/19/2021
VAX_LOT 2010180 3/22/2021 <> 03/22/2021
VAX_LOT 2257108 3/26/2021 <> 03/26/2021
VAX_LOT 2160885 30 <> 030
VAX_LOT 2110017 31921 <> 031921
VAX_LOT 2192315 3214219 <> 03214219
VAX_LOT 2021092 380212 <> 0380212
VAX_LOT 2162147 39903 <> 039903
VAX_LOT 2215947 4/9/2021 <> 04/09/2021
VAX_LOT 2054092 4/19/2021 <> 04/19/2021
VAX_LOT 2035093 4/21/2021 <> 04/21/2021
VAX_LOT 2050787 4/22/2021 <> 04/22/2021
VAX_LOT 2187997 4/27/2021|Ew0151 <> 04/27/2021|Ew0151
VAX_LOT 2201692 451214 <> 0451214
VAX_LOT 2002695 453214 <> 0453214
VAX_LOT 2189294 47192119 <> 047192119
VAX_LOT 2168887 478218 <> 0478218
VAX_LOT 2244399 48237 <> 048237
VAX_LOT 2062321 5/5/2021 <> 05/05/2021
3 VAX_LOT 5.00E+22 <> 050E21 [2158545, 2158546, 2158550]
VAX_LOT 2019139 542624 <> 0542624
VAX_LOT 2090130 54859512640 <> 054859512640
VAX_LOT 2079888 5711213 <> 05711213
VAX_LOT 2265322 5714214 <> 05714214
VAX_LOT 2260131 [] <> 057MZ1A
VAX_LOT 2145665 5.90E+215 <> 059E214
VAX_LOT 2134485 6/17/2021 <> 06/17/2021
VAX_LOT 2028332 Jun-21 <> 06/2021
VAX_LOT 2248053 604212|Moderna <> 0604212|Moderna
VAX_LOT 2032843 604214 <> 0604214
VAX_LOT 2252171 6.10E+215 <> 061E214
VAX_LOT 2024585 202A21A|708218 <> 0708218|202A21A
VAX_LOT 2006368 8/6/2021|9/19/2021 <> 08/06/2021|09/19/2021
VAX_LOT 2001989 8/18/2021 <> 08/18/2021
VAX_LOT 2168012 8/23/2021 <> 08/23/2021
VAX_LOT 23/30 columns 100/126 rows
VAX_LOT 2025296 8/27/2021 <> 08/27/2021
VAX_LOT 2225813 831214 <> 0831214
VAX_LOT 2096470 845214 <> 0845214
VAX_LOT 2189962 855935 <> 0855935
VAX_LOT 2139816 880214 <> 0880214
VAX_LOT 2044270 8.86983E+11 <> 0886983000332
VAX_LOT 2195004 9/15/2021 <> 09/15/2021
VAX_LOT 2264630 9072022 <> 09072022
VAX_LOT 2006414 939903 <> 0939903
VAX_LOT 2098634 10/18/2021|7006320001|70066320004 <> 10/18/21|7006320001|70066320004
VAX_LOT 2024730 1.07965E+11 <> 107964702537
VAX_LOT 2011260 11/24/2021 <> 11/24/21
VAX_LOT 2045520 1.11111E+14 <> 111111111111111
VAX_LOT 2057668 1.80861E+12 <> 1808609619121
VAX_LOT 2166244 2.5367E+11 <> 253670103179
VAX_LOT 2099732 11-May|FK5127 <> 5-11|FK5127
VAX_LOT 2109328 6.293E+11 <> 629300093008|629300093088
VAX_LOT 1749322 ECO192|Eh989plp <> Eh989plp||ECO192
VAX_LOT 1942274 BNT162B2(PF 3|MRNA,BNT162B2(P <> MRNA|BNT162B2(P||BNT162B2(PF 3
VAX_LOT 2074714 251713 <> 0251713
VAX_MANU 6 cells of trivial non-letter differences ignored
VAX_MANU 2024585 Janssen|Moderna <> Moderna|Janssen
VAX_MANU 2109328 Pfizer-BionT <> Pfizer-BionT|Pfizer-BionT
VAX_NAME 38 cells of trivial non-letter differences ignored
VAX_NAME 2024585 C19 Janssen|C19 Moderna <> C19 Moderna|C19 Janssen
VAX_NAME 2109328 C19 Pfizer-BionT <> C19 Pfizer-BionT|C19 Pfizer-BionT
2 VAX_ROUTE IM <> [] [1229181, 1967266]
11 VAX_ROUTE OT <> IM [2236312, 2236317, 2236322, 2236326, 2236327, 2236328, 2236331, 2236333, 2236339, 2236340, 2236350]
VAX_ROUTE 2109328 IM <> IM|IM
VAX_ROUTE 963389 IM <> OT
VAX_SITE 1229181 AR <> []
VAX_SITE 1967266 [] <> LA
2 VAX_SITE LA|RA|LA <> LA|LA|RA [2110150, 2129202]
VAX_SITE 2065531 LA|RA|RA <> RA|LA|RA
VAX_SITE 2109328 RA <> RA|RA
VAX_TYPE 2109328 COVID19 <> COVID19|COVID19
V_ADMINBY 1967266 UNK <> PUB
symptom_entries 1726 cells of trivial non-letter differences ignored
symptom_entries 1475907 _|_Hallucination, visual_|_Hallucinations, mixed_|_ <> _|_Hallucinations| mixed_|_Hallucination| visual_|_
symptom_entries 1967266 <> _|_Heart rate_|_Heart rate increased_|_Inappropriate schedule of product administration_|_SARS-CoV-2 antibody test_|_
symptom_entries 1229181 _|_Capillary leak syndrome_|_ <> _|_Eye disorder_|_
symptom_entries 963389 _|_Electrocardiogram normal_|_ <> _|_Headache_|_SARS-CoV-2 test negative_|_
30 columns altered
1142100 modified reports on 2022-05-13
Writing ... vaers_changes/2022-05-13_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'LAB_DATA': 362, 'SYMPTOM_TEXT': 352, 'OTHER_MEDS': 270, 'ALLERGIES': 205, 'HISTORY': 158, 'VAX_LOT': 130, 'CUR_ILL': 97, 'PRIOR_VAX': 38, 'SPLTTYPE': 22, 'VAX_ROUTE': 15, 'VAX_DOSE_SERIES': 13, 'VAX_SITE': 6, 'symptom_entries': 4, 'CAGE_YR': 3, 'VAX_MANU': 2, 'NUMDAYS': 2, 'VAX_NAME': 2, 'VAX_TYPE': 1, 'TODAYS_DATE': 1, 'RECOVD': 1, 'OFC_VISIT': 1, 'DISABLE': 1, 'V_ADMINBY': 1, 'AGE_YRS': 1, 'RECVDATE': 1, 'ONSET_DATE': 1, 'STATE': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'ER_VISIT': 0, 'DIED': 0, 'L_THREAT': 0, 'X_STAY': 0, 'DATEDIED': 0}
This week
26 delayed/late/gapfill
1716 deleted
0 restored
2053138 cell edits trivial not printed
1691 cell edits significant
32 cells emptied entirely
352 writeups changed
All time
534331 delayed/late/gapfill
15955 deleted
6 restored
20171910 cell edits trivial not printed
13858 cell edits significant
302 cells emptied entirely
2844 writeups changed
23335 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2275398, 2275445, 2275446, 2275448, 2275449, 2275450, 2275451, 2275452]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-05-20
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-05-20_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2247797
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2286785
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2286772
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2247797
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2286785
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2286772
3799 exact duplicates dropped in concatenated files, now 1606981 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2247797
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2286785
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2286772
133366 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1349755 reports to work with (unique VAERS_IDs)
71775 dropped in df_data due to no covid VAX_TYPE involved in the report
89152 dropped in df_vax due to no covid VAX_TYPE involved in the report
88683 dropped in df_syms due to no covid VAX_TYPE involved in the report
1277980 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
20990 SYMPTOM_TEXT field repeat sentences deduped in 2561 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1330536 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1330536 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-05-20_VAERS_CONSOLIDATED.csv
Consolidation of 2022-05-20 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1277980 rows in df_vax_flat
Merging DATA into VAX flattened
1277980 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-05-20_VAERS_FLATTENED.csv
1277980 rows in vaers_flattened/2022-05-20_VAERS_FLATTENED.csv
Flattening of 2022-05-20 done
Using flat 2022-05-13 already in memory, 1268008 rows
Using flat 2022-05-20 already in memory, 1277980 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-05-13 already in memory
Comparing
2022-05-13 v. 2022-05-20
1277980 this drop total covid
1268008 previous total covid
1266902 identical set aside
11078 this drop to work with
1106 previous to work with
9972 difference
10687 new in 2022-05-20
30 delayed this week
745 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2093621 60.0 <> []
AGE_YRS 1178169 62.0 <> 61.0
AGE_YRS 1910233 62.0 <> 63.0
ALLERGIES 30 cells of trivial non-letter differences ignored
ALLERGIES 2261888 [] <> No
ALLERGIES 2261758 [] <> None
ALLERGIES 1910233 20221 gluten Cat Fish Goats Buck Wheats Leaks Keifer Plumb <> Gluten Catfish Goat's Buckwheat Leeks Kefir Plum
ALLERGIES 1916781 <> and
ALLERGIES 2263131 and <>
ALLERGIES 2262006 and <>
ALLERGIES 1897466 SULFUR <> Sulfa
ALLERGIES 1909563 Florolantilone <> Fluoroquinolone
ALLERGIES 1912791 I am allergic to and <>
ALLERGIES 1909933 I have a and from when was child <>
ALLERGIES 1897920 I have allergies dust and an allergic reaction to a im thats its bleach <> Dust that's it's Bleach
ALLERGIES 1895054 Maxide Tomatoes(Red Iceburg Eggs(vitamin <> Vitamin Maxzide Tomatoes Red Iceberg Eggs
ALLERGIES 1913368 <> I have allergies to
ALLERGIES 1898012 and nets <> nuts
2 ALLERGIES N/a <> [] [2260356, 2263928]
ALLERGIES 1905517 NONE <> []
ALLERGIES 1905838 No <> []
ALLERGIES 1909926 metronidazol <> Metronidazole
ALLERGIES 2225839 SULFUR SHRIMP <> Sulfa
ALLERGIES 2263473 Humeria Xelgamz <> Humira Xeljanz
ALLERGIES 1897439 sensitivity etc <>
ALLERGIES 1913227 OMXIPILIN MITS <> Amoxicillin Mites
ALLERGIES 1916463 ALLLERGIES <> Allergies
ALLERGIES 1898175 dairy cefzil nortryptaline <> Dairy Cefprozil Nortriptyline
ALLERGIES 1897385 etc <>
2 ALLERGIES no <> [] [1178169, 1905519]
ALLERGIES 2/29 columns 100/111 rows
2 ALLERGIES none <> [] [1098936, 2093621]
ALLERGIES 1912795 sofia shell fish <> Sulfa Shellfish
ALLERGIES 1898030 neproxine <> Naproxen
ALLERGIES 1909678 compasine <> Compazine
CAGE_YR 2093621 60.0 <> []
CAGE_YR 1178169 62.0 <> []
CUR_ILL 8 cells of trivial non-letter differences ignored
3 CUR_ILL [] <> None [2261758, 2263422, 2263473]
CUR_ILL 1928642 CMS/HCC <>
CUR_ILL 1921242 CMS/HCC <>
CUR_ILL 1909441 in her leg <>
CUR_ILL 2263131 and issues <> Issues
CUR_ILL 1905336 COVID <> COVID-19
CUR_ILL 1912791 I was not experiencing any illness at the time. <> []
CUR_ILL 1897920 Just the and <>
6 CUR_ILL N/a <> [] [2260356, 2263483, 2263765, 2263928, 2263935, 2263938]
CUR_ILL 1905517 NONE <> []
CUR_ILL 1905405 No <> []
CUR_ILL 1096262 None <> []
CUR_ILL 1910233 None. <> []
CUR_ILL 1932161 PNUEMONIA <> Pneumonia
4 CUR_ILL no <> [] [1178169, 1897731, 1905352, 1905519]
4 CUR_ILL none <> [] [1098936, 1905846, 1910234, 2093621]
2 DISABLE Y <> [] [1178169, 2093621]
HISTORY 35 cells of trivial non-letter differences ignored
HISTORY 1897920 and <>
HISTORY 2263473 Dieses <> Diseases
HISTORY 1913368 <> I have
2 HISTORY CMS/HCC <> [1921242, 1928642]
HISTORY 2260363 COVID <> COVID-19
HISTORY 1909816 and <>
HISTORY 1932161 MIGRANES <> migraines
HISTORY 2261758 ANIMEA <> Anemia
HISTORY 1897960 Grav's <> Grave's
HISTORY 2263931 para sympathetic cranial cervical <> ParaSympathetic Craniocervical
HISTORY 1916831 Gastroesophageal reflux <> Gastroreflex
HISTORY 1905838 Ezcema <> Eczema
HISTORY 1895054 HBP Migrain <> Blood Pressure Migraine
HISTORY 1898181 and its <>
HISTORY 1913017 HYSHIMOTOS <> Hashimotos
HISTORY 2263191 and <>
HISTORY 1909933 I have a and <>
HISTORY 1905336 I have and <>
HISTORY 1912791 I have <>
HISTORY 2222110 Study details The MELODY <>
HISTORY 1905352 Mild Empasima <> Mild Emphysema
2 HISTORY N/a <> [] [2263928, 2263938]
HISTORY 1905517 NONE <> []
2 HISTORY None <> [] [1096262, 1905846]
HISTORY 1897031 RA <> Rheumatoid Arthritis
HISTORY 2262125 Migranes <> Migraines
HISTORY 1916463 CHLORESTROL <> Cholesterol
HISTORY 1894790 and <>
HISTORY 1916781 <> and
HISTORY 1910027 and asthma <> Asthma
2 HISTORY celiac bowl disease <> Celiac Disease Bowel [1898005, 1898018]
HISTORY 1909441 stage 3 <>
HISTORY 1916866 migrains <> migraines
HISTORY 1909648 just my asthma <> Asthma
HISTORY 1905643 and <>
HISTORY 1178169 no <> []
HISTORY 6/29 columns 100/108 rows
HISTORY 2093621 none <> []
HISTORY 1098936 treated <>
LAB_DATA 17 cells of trivial non-letter differences ignored
7 LAB_DATA [] <> None [2261804, 2261846, 2261878, 2261884, 2262353, 2262365, 2263388]
LAB_DATA 2262051 COVID <> COVID-19
LAB_DATA 2263450 COVID <> COVID-19
LAB_DATA 1910247 COVID <> COVID-19
LAB_DATA 1906022 2-3 <> 2 to
LAB_DATA 2261821 COVID <> COVID-19
LAB_DATA 2263137 Covid <> COVID-19
LAB_DATA 1897436 and <>
LAB_DATA 2262068 Covid Covid19 <> COVID-19
LAB_DATA 1912803 CAT <> CT
2 LAB_DATA COVID <> COVID-19 [2261749, 2263129]
2 LAB_DATA COVID Test <> COVID-19 Test [2262060, 2263412]
LAB_DATA 2263473 COVID Test <> COVID-19 Test
LAB_DATA 2263191 COVID <> COVID-19
LAB_DATA 2263221 COVID <> COVID-19
LAB_DATA 2261874 COVID <> COVID-19
LAB_DATA 1909444 COVID test <> COVID-19 Test
LAB_DATA 2261831 COVID test <> COVID-19 test
LAB_DATA 2261841 COVID <> COVID-19
LAB_DATA 2261834 COVID <> COVID-19
LAB_DATA 2263173 Covid Home <> COVID-19(Home
LAB_DATA 2263463 Covid <> COVID-19
LAB_DATA 2261854 Covid PCR <> COVID-19 PCR
LAB_DATA 2261805 Covid <> CoOVID-19
LAB_DATA 2260415 Covid <> COVID-19
LAB_DATA 2260374 Covid <> COVID-19
LAB_DATA 2260431 Covid <> COVID-19
LAB_DATA 2261810 Covid <> COVID-19
LAB_DATA 2262119 Covid <> COVID-19
LAB_DATA 2262142 Covid <> COVID-19
LAB_DATA 2262320 Covid <> COVID-19
LAB_DATA 2262125 Covid test <> COVID-19 test
LAB_DATA 2262352 Covid <> COVID-19
LAB_DATA 2261814 Covid <> COVID-19
LAB_DATA 2262057 Covid <> COVID-19
LAB_DATA 1898186 <> PCR
LAB_DATA 1895068 06/02/2021 I saw a cardiac doctor scheduled me that was on <>
LAB_DATA 1909648 and <>
LAB_DATA 1909659 Covid <> COVID-19
LAB_DATA 2263441 Home COVID test <> Home COVID-19 test
LAB_DATA 2262011 Covid <> COVID-19
LAB_DATA 2260409 Covid <> COVID-19
LAB_DATA 2261771 COVID <> COVID-19
LAB_DATA 1897498 Dr <> doctor
LAB_DATA 1909933 It is hard to remember but I did have was COVID tested for everything because they couldn't figure out what wrong <> COVID-19
LAB_DATA 2263765 N/a <> []
LAB_DATA 1905517 NONE <> []
LAB_DATA 1905838 No <> []
LAB_DATA 1909817 cortizone <> cortisone
LAB_DATA 1905846 None <> []
LAB_DATA 1910233 None. <> []
LAB_DATA 1905893 Nonw <> None
LAB_DATA 2263468 COVID <> COVID-19
LAB_DATA 2261820 Covid <> COVID-19
LAB_DATA 1909537 Covid <> COVID-19
LAB_DATA 2260438 COVID <> COVID-19
LAB_DATA 2263397 Covid <> COVID-19
LAB_DATA 2263131 and Ultra sounds <> Ultrasounds
LAB_DATA 2233233 English <>
LAB_DATA 7/29 columns 100/128 rows
LAB_DATA 2228301 children's <>
LAB_DATA 1905336 COVID <> COVID-19
LAB_DATA 1909628 and <>
LAB_DATA 1910234 2weeks metrogyl <> 2 weeks Metrogel
LAB_DATA 1897424 alsur <> Ulcer
LAB_DATA 2093621 many many test <> Test Name doing so many tests Result Unstructured Data Test Result:Unknown result
LAB_DATA 1905519 no <> []
LAB_DATA 1897920 no <> None
LAB_DATA 1178169 non <> []
LAB_DATA 2260436 none covid test <> None Covid-19 test
LAB_DATA 2263449 covid <> COVID-19
LAB_DATA 1909414 urine sample <> Urinalysis
L_THREAT 2093621 Y <> []
NUMDAYS 2093621 21.0 <> []
NUMDAYS 1178169 0.0 <> 1.0
OFC_VISIT 1910048 [] <> Y
OFC_VISIT 2093621 Y <> []
ONSET_DATE 2 cells of trivial non-letter differences ignored
OTHER_MEDS 19 cells of trivial non-letter differences ignored
OTHER_MEDS 1905517 NONE <> []
OTHER_MEDS 1096262 None <> []
OTHER_MEDS 1178169 no <> []
OTHER_MEDS 2093621 tylenol <> []
OTHER_MEDS 2262129 no <> None
OTHER_MEDS 1897219 Breo and Ventolin <> Breo Ventolin
OTHER_MEDS 1913763 Zyrtec <> Zyrtec as needed
OTHER_MEDS 1916478 <> at night
OTHER_MEDS 1905929 Lapanaprose <> Latanoprost
OTHER_MEDS 2261846 B's <> B
OTHER_MEDS 1897731 for <>
OTHER_MEDS 1897424 MULTIVATIM <> Multivitamin
OTHER_MEDS 1916463 ATAORVASTAIN <> Atorvastatin
OTHER_MEDS 1909659 multi vitamin and biotin <> Multivitamin Biotin
OTHER_MEDS 1916927 Nexiaum <> Nexium
OTHER_MEDS 1912795 med <> Medicine
OTHER_MEDS 1909937 Motorola <> Metoprolol
OTHER_MEDS 1916866 dibetic medicin <> diabetic medicine
OTHER_MEDS 2263189 Vaitmin <> Vitamin
OTHER_MEDS 1098936 lisinipril <> Lisinopril
OTHER_MEDS 1914072 Fiber <> Fiber-occasionally
OTHER_MEDS 2263422 and <>
OTHER_MEDS 1897227 Muringo <> Moringa
OTHER_MEDS 1916781 <> and
OTHER_MEDS 2260379 Liprotore <> Lipitor
OTHER_MEDS 1905846 and <>
OTHER_MEDS 1897037 sparevia <> Spiriva
OTHER_MEDS 1916919 <> 137 mcg 10mg
OTHER_MEDS 1898012 and <>
OTHER_MEDS 1905399 <> mg
OTHER_MEDS 2263450 and <>
OTHER_MEDS 2263209 and <>
OTHER_MEDS 1905915 Rosacea <>
OTHER_MEDS 2263449 Motoprol Presavision <> Metoprolol Preservision
OTHER_MEDS 1905385 Vit <> Vitamin
OTHER_MEDS 2263191 and <>
OTHER_MEDS 2263131 Imiterx <> Imitrex
OTHER_MEDS 12/29 columns 100/190 rows
OTHER_MEDS 1916967 Allign Flecanide <> Align Flecainide
OTHER_MEDS 1894790 2xday 1day 1xday <> 2 times daily 1
OTHER_MEDS 1913707 <> 88 Micrograms once a day 150MG daily Daily
OTHER_MEDS 1897953 Chamomile|Herbal Gummie <> Chamomile Herbal Gummies
2 OTHER_MEDS and <> [2263173, 2263177]
OTHER_MEDS 1913368 TUMS vitamin <> Tums a day for Calcium Vitamin 1000 units softgel 2500mcg
2 OTHER_MEDS latanaprost <> Latanoprost [1913732, 1913764]
OTHER_MEDS 1913101 <> 150 MG 20 25
OTHER_MEDS 2261870 Muti <> Multivitamins
OTHER_MEDS 1916821 Amlodipine-Besyalte <> Amlodipine-Besylate
OTHER_MEDS 1897945 and <>
OTHER_MEDS 1905336 I was taking and <>
OTHER_MEDS 2262006 Estrodile Cymbacort and <> Estradiol Symbicort
OTHER_MEDS 1909933 I was taking have a and <>
OTHER_MEDS 1910233 50mcg 90mg Bi-Eft trochef <> 50 mcg 90 mg Biest Troche
OTHER_MEDS 1916831 B12 SYNTHROID <> B12-2000mg daily 2000iu 40mg Centroid 50mcg 200mg 100mg 0.5mg
OTHER_MEDS 1898182 emtrex multi vitamin <> Imitrex Multivitamin
OTHER_MEDS 1909628 5000m <> 5000 iu
OTHER_MEDS 1912791 I was taking and <>
OTHER_MEDS 1910234 tacrolinus iin im <> Tacrolimus in
OTHER_MEDS 1909648 40micrograms 2inhalations 2xday <> 40 micrograms 2 inhalations x day
OTHER_MEDS 1895068 10 <> 10mg
OTHER_MEDS 1897385 multivitamin and od macu-health vagi fem hormone once a week in while an allergy pill loratadine prn <> Multivitamin Once Daily MacuHealth VagiFem Hormone A Week Loratadine PRN
OTHER_MEDS 2263432 and <>
OTHER_MEDS 1913435 25MG TOROVASTATIN 20MG TALAPURINOL 300MG ASPRIN ALPHABASE <> 25g Atorvastatin 20mg Allopurinol 300mg Aspirin Alpha Base
OTHER_MEDS 1909963 Valtrax <> Valtrex
OTHER_MEDS 2263470 and <>
OTHER_MEDS 1909690 Vit centurium <> Vitamin Centrum
OTHER_MEDS 1776440 <> glimeperide lisinopril metformin methocarbamol mirtazapine rizatriptan PEG Sitagliptin torsemide
OTHER_MEDS 1897466 AMATRIPTYLINE 1XMONTH OUNCE 1XDAY <> Amitriptyline 1 x Month
OTHER_MEDS 1909441 Vit over counter <> Vitamin
OTHER_MEDS 1909678 Vit <> Vitamin
OTHER_MEDS 1916809 <> 100mg 1tab 2x daily 2000IU 70mg per ml once every 28 days auto injector 10mg 25mg prn up to 75mg day 30mg in 24hrs
OTHER_MEDS 1916455 1xda <> 1xday
OTHER_MEDS 1906048 healt <> health Levothyroxi
OTHER_MEDS 2263929 50mcg n <> 50 mcg
OTHER_MEDS 1909783 5mg-2xday 12.5mg-1xday 5mg-1xday 100mg-1xday 1000mg-2xday 10mg-1xday 324mg-1xday 1mg-1x Vitami <> 5mg 2xday 12.5mg 1xday 100mg 1000mg 10mg 324mg 1mg1x Vitamin C
OTHER_MEDS 1898181 I take drug and Coque10 Sometime <> CoQ10 Sometimes Turmeric 1000mgs
OTHER_MEDS 2263445 <> Aspirin
OTHER_MEDS 1906724 VITAC <> Vitacost Calci
OTHER_MEDS 1898030 elopiarnol frosemide multi <> Lelopiarnol Furosemide Mult
OTHER_MEDS 1913351 Hydrocholirizide Potonix cimbacort xyzao cingulaire pepsin letrozol ajovy <> Hydrochlorizide Protonix Symbicort Xyzal Singulair Pepsin Letrozole Ajovy
OTHER_MEDS 1910048 Taladafil omeprazo <> Tadalafil Omeprazole NP Thyro
OTHER_MEDS 1897920 I was taking 300mgs 150mgs i take each would 20mgs 10mgs About 50mgs A <> 300mg 150mg 20mg 10mg 50mg Zyrtec at night Multivitamin procaps a Vitam
OTHER_MEDS 2263170 Aspir <> Aspirin 81mg Naprox
OTHER_MEDS 2263468 th <> the eveni
OTHER_MEDS 1916813 Zinc Tums chewable <> 100MG once a day 12.5 two 25MG 40MG 4 3 tablets 1 Plus d
OTHER_MEDS 2263473 Montelukast 10mg Pramitexole injecter Cartrouble <> Pramipexole injector Carriable needed Solma Azelastin
OTHER_MEDS 1916860 Biotin Vitamin Complex Astragalus Women's Elite 100 Multivitamin <> 1xday Biotin(1xday Complex(1xday echinacea Astragalus(Vitamin C mushroom blend 1xda
OTHER_MEDS 1909606 6pm 10pm d <> 6 PM 10
OTHER_MEDS 1909818 m <> mo
PRIOR_VAX 1 cell of trivial non-letter differences ignored
PRIOR_VAX 1910247 Hep <> Hepatitis
PRIOR_VAX 2261758 all covid <> All COVID-19
PRIOR_VAX 1909926 Covid <> COVID-19
PRIOR_VAX 1909689 covid <> COVID-19
PRIOR_VAX 2261810 Covid <> COVID-19
PRIOR_VAX 1897960 Covid <> COVID-19
PRIOR_VAX 2260415 Covid <> COVID-19
PRIOR_VAX 1905352 joins <> joints
PRIOR_VAX 1909698 COVID <> COVID-19
PRIOR_VAX 2263432 COVID <> COVID-19
PRIOR_VAX 2262004 Covid lasted <> COVID-19 last
PRIOR_VAX 1912958 Covid red <> COVID-19
PRIOR_VAX 2263448 diarehe <> diarrhea
PRIOR_VAX 2263386 COVID Te <> COVID-19
RECOVD 2093621 N <> U
RECVDATE 2 cells of trivial non-letter differences ignored
SPLTTYPE 2093621 [] <> USPFIZER INC202101871973
SPLTTYPE 1178169 [] <> USPFIZER INC2021388436
9 SPLTTYPE [] <> vsafe [1096262, 1098936, 1905893, 1913493, 1916498, 1916967, 2261739, 2263131, 2263191]
SPLTTYPE 1916525 vasfe <> vsafe
STATE 2262060 NC <> NY
STATE 2263386 OH <> PA
SYMPTOM_TEXT 31 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2260447 covid <>
SYMPTOM_TEXT 2261812 Covid <> COVID-19
SYMPTOM_TEXT 2263221 head ache COVID <> headache COVID-19
SYMPTOM_TEXT 1897439 regards didn?t wasn?t It?s breathe <> regard didn't wasn't It's breath
SYMPTOM_TEXT 1897205 with in <> within a
SYMPTOM_TEXT 1913003 <> I and
SYMPTOM_TEXT 1897144 <> The
SYMPTOM_TEXT 1897953 tuesday(10/23/2021 CoVid test(negative <> Tuesday 10/23/2021 COVID-19 test negative
SYMPTOM_TEXT 2260383 covid <> COVID-19
SYMPTOM_TEXT 1916927 min s goose bumps diareahha notes Mar2021.Yearly Feb2021 30Oct <> minutes goosebumps diarrhea nodes Mar 2021.Yearly Feb 2021 30 Oct
SYMPTOM_TEXT 2260385 i Covid Dr <> I COVID-19 The doctor
SYMPTOM_TEXT 1909926 HA <> headache
SYMPTOM_TEXT 2262059 Dr auto immune Its aide <> Doctor autoimmune It's doctor aid
SYMPTOM_TEXT 2261770 COVID OUT BREAK <> COVID-19 outbreak
SYMPTOM_TEXT 1909604 hrs later beginning <> hours after began
SYMPTOM_TEXT 2260363 COVID <> COVID-19
SYMPTOM_TEXT 1895054 Nov <> November
SYMPTOM_TEXT 2261831 COVID <> COVID-19
SYMPTOM_TEXT 2187631 Walgreens <> Pharmacy
SYMPTOM_TEXT 1905352 vacation <> vaccination
SYMPTOM_TEXT 2261841 COVID <> COVID-19
SYMPTOM_TEXT 1897424 alsur i <> ulcer I
SYMPTOM_TEXT 2262146 seem Dr <> where an seems doctor
SYMPTOM_TEXT 1897037 <> on
SYMPTOM_TEXT 1909635 took look at <> looked and
SYMPTOM_TEXT 1905519 stys Spring sty Chaz lion <> styes spring stye chalazion an
SYMPTOM_TEXT 2260441 COVID PAXLOIVD <> COVID-19 Paxlovid
SYMPTOM_TEXT 2230214 Nature Microbiology <>
SYMPTOM_TEXT 2230221 Nature Microbiology <>
SYMPTOM_TEXT 2230206 Nature Microbiology <>
SYMPTOM_TEXT 2230213 | Nature Microbiology. | Nature Microbiology <> .
SYMPTOM_TEXT 1913101 <> and
SYMPTOM_TEXT 2262137 Covid everyday <> COVID-19 every
SYMPTOM_TEXT 2261814 Covid <> COVID-19
SYMPTOM_TEXT 2263463 Covid <> COVID-19
SYMPTOM_TEXT 2263173 Covid <> COVID-19
SYMPTOM_TEXT 1906022 Covid 5Nov2020 80per cent <> COVID-19 5th of Nov2020 80 percent
SYMPTOM_TEXT 2261805 Covid symptoms <> COVID-19symptoms COVID-19
SYMPTOM_TEXT 1909444 COVID <> COVID-19
SYMPTOM_TEXT 1897198 Clobetsol prescribe Pranazone 90mg <> Describe the adverse event(s treatment and outcome(s if any symptoms signs time course etc Clobetasol prescribed Prednisone 90 mg
SYMPTOM_TEXT 958828 Medicines and Healthcare products MHRA <> RA
SYMPTOM_TEXT 2230772 Ethnic origin Caucasian white <>
SYMPTOM_TEXT 2224779 Ethnic origin Caucasian white <>
SYMPTOM_TEXT 1178169 after felt bad have about somedays now annoying Nothing will <> Headaches started of About having the there tho It irritating This a spontaneous report from contactable consumer patient 61 year-old female received second dose BNT162B2 PFIZER-BIONTECH COVID-19 MRNA VACCINE Lot number ER8733 via an unspecified route administration on 01Mar2021 at 12:00 AM age 61-years-old single for vaccination facility where was administered reported other anatomically located left arm Historical included bnt162b2 COMIRNATY Solution injection EL9265 1 08Feb2021 covid-19 immunization No allergies medications food or products medical history concomitant were Prior diagnosed with did receive any vaccines within four weeks prior 02Mar2021 she experienced thou nothing i can Treatment adverse event clinical outcome events recovered 05Apr2021 tested Nasal Swab since negative result follow-up attempts possible further information expected
SYMPTOM_TEXT 1963807 english <> the language
SYMPTOM_TEXT 1913320 <> I a
SYMPTOM_TEXT 2263397 COVID <> COVID-19
SYMPTOM_TEXT 2070112 Brian <> Brain
SYMPTOM_TEXT 2260418 COVID <> COVID-19
SYMPTOM_TEXT 1913002 in order <>
SYMPTOM_TEXT 2262352 Covid <> COVID-19
SYMPTOM_TEXT 1913493 valcyclovir <> valacyclovir
SYMPTOM_TEXT 2263928 <> I
SYMPTOM_TEXT 2262068 Covid19 breathe Covid short term <> COVID-19 breath short-term
SYMPTOM_TEXT 2261804 dx'd <> diagnosed
SYMPTOM_TEXT 1913613 didn?t progressingly <> didn't progressively
SYMPTOM_TEXT 2262004 covid a <> COVID-19 an
SYMPTOM_TEXT 1894790 3 <> 0.3
SYMPTOM_TEXT 2262024 not lye <> lay
SYMPTOM_TEXT 1906724 a <> an
SYMPTOM_TEXT 1897227 COVID <> COVID-19
SYMPTOM_TEXT 2262339 COVID <> COVID-19
SYMPTOM_TEXT 1898181 may In <> on May It On
SYMPTOM_TEXT 1897271 am pm <> AM
SYMPTOM_TEXT 1910233 covid boost of <> COVID booster
SYMPTOM_TEXT 1909963 Ectomy shot)developed hemetomia <> ectopy post-surgery shot developed hematoma
SYMPTOM_TEXT 2261854 covid 19 Covid <> COVID-19
SYMPTOM_TEXT 2262129 sever <> severe
SYMPTOM_TEXT 1916866 <> I had a
SYMPTOM_TEXT 1913802 <> I had a
SYMPTOM_TEXT 1909669 build up i self treating tarea <> buildup I self-treating area
SYMPTOM_TEXT 1916463 OF DAYS <> I had days
SYMPTOM_TEXT 1913298 feb2021 Feb2021 Aug2020 <> had Feb 2021 Aug 2020
SYMPTOM_TEXT 18/29 columns 100/204 rows
SYMPTOM_TEXT 2263137 COVID loose <> COVID-19 lose
SYMPTOM_TEXT 1916950 <> I had
SYMPTOM_TEXT 2260360 her <> the
SYMPTOM_TEXT 1898020 walk in <> a walk-in
SYMPTOM_TEXT 1909937 has <> had
SYMPTOM_TEXT 1913227 RAPID HEART BEAT VACCIANTION MEDCIINE <> I had rapid heartbeat vaccination medicine
SYMPTOM_TEXT 1909678 Dr <> doctor
SYMPTOM_TEXT 1897260 was <> were
SYMPTOM_TEXT 1916796 HEADACHED VOMMITTED NAD WAS WANTED <> headache vomited wa want
SYMPTOM_TEXT 1909439 went <> gone
SYMPTOM_TEXT 2263473 COVID <> COVID-19
SYMPTOM_TEXT 1909628 then <>
SYMPTOM_TEXT 1913469 <> I had
SYMPTOM_TEXT 1897203 a it highty <> and an It highly
SYMPTOM_TEXT 2260431 Covid Dr <> COVID-19 the doctor's
SYMPTOM_TEXT 2263931 Covid <> COVD
SYMPTOM_TEXT 1897498 Dr <> doctor Doctor
SYMPTOM_TEXT 1909817 benedryl cortizone <> Benadryl cortisone
SYMPTOM_TEXT 2263127 COVID <> COVID-19
SYMPTOM_TEXT 2263191 COVID conjested <> COVID-19 congested
SYMPTOM_TEXT 2262051 sever in COVD COVID position Ill <> severe into COVID-19 positive I'll
SYMPTOM_TEXT 2261834 COVID <> COVID-19
SYMPTOM_TEXT 2261755 Covid <>
SYMPTOM_TEXT 2263212 covid <> COVID-19
SYMPTOM_TEXT 2260409 Covid <> COVID-19
SYMPTOM_TEXT 2262125 <> and
SYMPTOM_TEXT 1905865 doctors happen <> doctor happened
SYMPTOM_TEXT 1909659 were Covid checked wanted <> where on COVID-19 check want
SYMPTOM_TEXT 2263388 COVID <> COVID-19
SYMPTOM_TEXT 1898175 I <> It
SYMPTOM_TEXT 2221672 Z.n 0.n Covid vaccination <> 0-sided
SYMPTOM_TEXT 2263189 day <> days
SYMPTOM_TEXT 2262320 Covid lesson <> COVID-19 lessen
SYMPTOM_TEXT 1909799 COVID <> COVID-19
SYMPTOM_TEXT 2222110 MELODY <>
SYMPTOM_TEXT 1909703 Methotrenetzol friday Its 6 day <> Methotrexate Friday It's 6-day
SYMPTOM_TEXT 1894731 sort went <> Sore then took
SYMPTOM_TEXT 1894798 congestive fatigue cough torn SOB symptom day <> a congestion fatigued coughed tore Short breath symptoms days
SYMPTOM_TEXT 1909744 neomyc-polym-dexameth <> Neomycin Polymyxin b Dexamethasone
SYMPTOM_TEXT 2260379 COVID BREAKTHROUGH Case low stuffy/runny noise <> Low stuffy and runny nose
SYMPTOM_TEXT 1895068 <> 06/02/2021 I saw a cardiac doctor and scheduled me stress EKG test that was on 06/08/2021 Results were negative just showed Pulmonary Hypertension
SYMPTOM_TEXT 1897731 mouth feb <> Mouth February
SYMPTOM_TEXT 1916498 Arm <> My arm had
SYMPTOM_TEXT 1916781 <> My
SYMPTOM_TEXT 1916831 <> My
SYMPTOM_TEXT 2260438 COVD BREAKTHROUGH Case <>
SYMPTOM_TEXT 1897466 NOV EXCRUSSIATING HEADACH BP DISCHARED DR ADDING LISINPRIL LINSINPRIL OCT FINE <> November excruciating blood pressure When discharged doctor added Lisinopril on October fine
SYMPTOM_TEXT 1897436 16Nov Wed would <> November 16 Wednesday
SYMPTOM_TEXT 2261776 COVID <> COVID-19
SYMPTOM_TEXT 2261820 Covid <> COVID-19
SYMPTOM_TEXT 1897385 symtoms <> symptoms
SYMPTOM_TEXT 1898018 and <>
SYMPTOM_TEXT 2262007 high pitched These mid March <> high-pitched mid-March
SYMPTOM_TEXT 2262140 It night time Dr <> nighttime doctor
SYMPTOM_TEXT 1912795 lost serve prescript a <> loss severe prescribed an
SYMPTOM_TEXT 2263953 sysmptoms <> symptoms
SYMPTOM_TEXT 2263441 COVID <> COVID-19
SYMPTOM_TEXT 1909698 was at this time <> were currently
SYMPTOM_TEXT 2262060 Covid <> COVID-19
SYMPTOM_TEXT 1909689 Sat <> Saturday
SYMPTOM_TEXT 2258273 Page 12 11 <>
2 SYMPTOM_TEXT OSDH VSIR GSP Health <> agency report medical facility [1413913, 1414288]
SYMPTOM_TEXT 2262319 covid <> COVID-19
SYMPTOM_TEXT 2228301 children's EVE <>
SYMPTOM_TEXT 1909783 farther <> the further it
SYMPTOM_TEXT 1096262 and head ache covid <> headache COVID-19
SYMPTOM_TEXT 1897076 exp <> experienced an
SYMPTOM_TEXT 1898030 sorter <> Shorter
SYMPTOM_TEXT 2263938 tiadenol <> tylenol
SYMPTOM_TEXT 2226995 Thomas J et al In addition recent publication Pitlick MM <>
SYMPTOM_TEXT 1909422 Every once in while <> Occasionally
SYMPTOM_TEXT 2263468 COVID <> COVID-19
SYMPTOM_TEXT 2261874 COVID <> COVID-19
SYMPTOM_TEXT 1897061 The photo sensitivity <> That photosensitivity
SYMPTOM_TEXT 2262328 temp wks <> temperature weeks
SYMPTOM_TEXT 1897277 of my <>
SYMPTOM_TEXT 2261885 diarehea <> diarrhea
SYMPTOM_TEXT 1913017 THE NEST DOCTORS OF VACCINATIONS <> The next the doctor's vaccination
SYMPTOM_TEXT 1905385 in <> on
SYMPTOM_TEXT 1905350 <> and
SYMPTOM_TEXT 1905399 activities(showering <> activities showering the
SYMPTOM_TEXT 2230223 Nature Microbiology <>
SYMPTOM_TEXT 2230201 Nature Microbiology 2022 vol 7(2 pp 195-199 DOI 10.1038/s41564-021-01046-z <>
SYMPTOM_TEXT 2230202 Nature Microbiology <>
SYMPTOM_TEXT 2230027 Pubmed 2-7 Thomas J et al 2 of Pitlick MM <>
SYMPTOM_TEXT 2233233 English <>
SYMPTOM_TEXT 1913435 DR i MY IS HE <> doctor My
SYMPTOM_TEXT 1898182 breath Xrays <> breathe X-ray's
SYMPTOM_TEXT 1897960 waivered covid <> wavered COVID-19
SYMPTOM_TEXT 18/29 columns 200/204 rows
SYMPTOM_TEXT 2263432 COVID <> COVID-19
SYMPTOM_TEXT 2093621 <> The initial case was missing the following minimum criteria unspecified product Upon receipt of follow-up information on 07Feb2022 this now contains all required to be considered valid This is a spontaneous report received from contactable reporter Consumer medical team for Pfizer sponsored program 005570 patient A female bnt162b2 BNT162B2 Batch/Lot number unknown as dose single covid-19 immunisation patient's relevant history and concomitant medications were not reported CARDIAC FAILURE medically significant with onset 2021 outcome described underwent laboratory tests procedures doing so many result Additional that after COVID-19 vaccine she had at beginning year She mentioned able send paperwork right away because has been busy going doctors Her doctor told her lucky alive rest life said cannot take booster adverse event lot provided will requested during follow up
SYMPTOM_TEXT 1067859 Italian medicines <> Regulatory Authority
SYMPTOM_TEXT 2237097 PRIVACY <>
TODAYS_DATE 2 cells of trivial non-letter differences ignored
VAX_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 2093621 1|2 <> UNK
VAX_DOSE_SERIES 2261774 2|1 <> 2
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 2093621 ew0158|ew0172 <> []
VAX_LOT 2261774 001C21A|08B21 2A <> 001C21A
VAX_MANU 2261774 Moderna|Moderna <> Moderna
VAX_MANU 2093621 Pfizer-BionT|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 2261774 C19 Moderna|C19 Moderna <> C19 Moderna
VAX_NAME 2093621 C19 Pfizer-BionT|C19 Pfizer-BionT <> C19 Pfizer-BionT
VAX_ROUTE 2093621 SYR|SYR <> []
VAX_ROUTE 1178169 UN <> []
VAX_ROUTE 2261774 IM|IM <> IM
VAX_SITE 2093621 RA|RA <> []
VAX_SITE 2261774 LA|LA <> LA
2 VAX_TYPE COVID19|COVID19 <> COVID19 [2093621, 2261774]
2 V_ADMINBY OTH <> UNK [1178169, 2093621]
symptom_entries 961811 _|_Off label use_|_Product use issue_|_ <>
symptom_entries 1004459 _|_Body temperature abnormal_|_ <>
symptom_entries 2093621 _|_Laboratory test_|_ <> _|_Investigation_|_
symptom_entries 945702 _|_Incorrect route of product administration_|_ <>
symptom_entries 1011939 _|_Facial paralysis_|_ <>
symptom_entries 1178169 _|_Feeling abnormal_|_ <> _|_Irritability_|_
symptom_entries 953473 _|_Incorrect route of product administration_|_ <>
symptom_entries 2226780 _|_Pericarditis_|_ <>
29 columns altered
16310 modified reports on 2022-05-20
Writing ... vaers_changes/2022-05-20_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 205, 'OTHER_MEDS': 201, 'LAB_DATA': 157, 'ALLERGIES': 137, 'HISTORY': 134, 'CUR_ILL': 90, 'PRIOR_VAX': 19, 'SPLTTYPE': 15, 'VAX_LOT': 9, 'symptom_entries': 8, 'VAX_ROUTE': 3, 'AGE_YRS': 3, 'VAX_TYPE': 2, 'VAX_MANU': 2, 'VAX_DOSE_SERIES': 2, 'NUMDAYS': 2, 'VAX_NAME': 2, 'OFC_VISIT': 2, 'CAGE_YR': 2, 'DISABLE': 2, 'V_ADMINBY': 2, 'VAX_SITE': 2, 'STATE': 2, 'RECOVD': 1, 'L_THREAT': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'HOSPITAL': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'ER_VISIT': 0, 'DIED': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
30 delayed/late/gapfill
745 deleted
0 restored
149 cell edits trivial not printed
1005 cell edits significant
57 cells emptied entirely
205 writeups changed
All time
534361 delayed/late/gapfill
16700 deleted
6 restored
20172059 cell edits trivial not printed
14863 cell edits significant
359 cells emptied entirely
3049 writeups changed
23151 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2286349, 2286353, 2286363, 2286373, 2286374, 2286379, 2286385, 2286779]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-05-27
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-05-27_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2247797
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2298552
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2297586
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2247797
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2298552
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2297586
3816 exact duplicates dropped in concatenated files, now 1618079 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2247797
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2298552
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2297586
133366 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1360070 reports to work with (unique VAERS_IDs)
72475 dropped in df_data due to no covid VAX_TYPE involved in the report
90063 dropped in df_vax due to no covid VAX_TYPE involved in the report
89501 dropped in df_syms due to no covid VAX_TYPE involved in the report
1287595 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
23370 SYMPTOM_TEXT field repeat sentences deduped in 2959 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1340723 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1340723 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-05-27_VAERS_CONSOLIDATED.csv
Consolidation of 2022-05-27 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1287595 rows in df_vax_flat
Merging DATA into VAX flattened
1287595 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-05-27_VAERS_FLATTENED.csv
1287595 rows in vaers_flattened/2022-05-27_VAERS_FLATTENED.csv
Flattening of 2022-05-27 done
Using flat 2022-05-20 already in memory, 1277980 rows
Using flat 2022-05-27 already in memory, 1287595 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-05-20 already in memory
Comparing
2022-05-20 v. 2022-05-27
1287595 this drop total covid
1277980 previous total covid
1275321 identical set aside
12274 this drop to work with
2659 previous to work with
9615 difference
10832 new in 2022-05-27
11 delayed this week
1228 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2263499 38.0 <> 37.0
AGE_YRS 1880971 53.0 <> 63.0
AGE_YRS 2266515 64.0 <> 63.0
AGE_YRS 1912943 66.0 <> 65.0
AGE_YRS 1846317 67.0 <> 68.0
AGE_YRS 1850778 68.0 <> 69.0
AGE_YRS 1843156 75.0 <> 76.0
AGE_YRS 1894119 79.0 <> 78.0
ALLERGIES 116 cells of trivial non-letter differences ignored
4 ALLERGIES [] <> None [1853896, 2263308, 2263337, 2265926]
ALLERGIES 1845954 ALLERGY TO <>
ALLERGIES 1851098 ANTOBIOTICS <> Antibiotics
ALLERGIES 2264973 relievers antibiotics Sophia <> relievers/Antibiotics Solpha
ALLERGIES 1873406 All <>
ALLERGIES 1873496 Allergic <>
ALLERGIES 1855063 Allergies to <> Aspirin
ALLERGIES 1851335 and <>
ALLERGIES 1851318 and shell fish <> Shellfish
ALLERGIES 1851326 and <>
ALLERGIES 1869654 and <>
ALLERGIES 1905569 and latex <> Latex
ALLERGIES 2264629 diary <> Dairy
ALLERGIES 1860892 Bees/Wasps Hx of big reactions that are fairly local <> Bees Wasps Allergies
ALLERGIES 2265993 Z-PAK <> and Z-pak
ALLERGIES 1873587 Amoxillin Byaxcine <> Amoxicillin Biaxin
ALLERGIES 1860856 Amoxociline Zithromicyine <> Amoxicillin Azithromycin
ALLERGIES 2264701 Amoxycillin <> Amoxicillin
ALLERGIES 1870433 Sulfur Methoxazole <> Sulfamethoxazole
ALLERGIES 1890048 Sofia <> Sulfa
ALLERGIES 1851292 Any drug <>
ALLERGIES 1910222 catfish romaine leaks plumb <> Cat Fish Romain Leeks Plum
ALLERGIES 1889524 Aretromacin codine <> Azithromycin Codeine
ALLERGIES 1854761 and <>
ALLERGIES 1909463 and <>
ALLERGIES 1877035 and isnads <> NSAIDS
ALLERGIES 1853904 nausea Flonase-passed out <> Flonase
ALLERGIES 1880817 and etc <>
ALLERGIES 2265997 Aspren <> Aspirin
ALLERGIES 1846519 Asprin <> Aspirin
ALLERGIES 1904299 Bactrian <> Bactrim
ALLERGIES 1851596 its and latex <> it's Latex
ALLERGIES 2265895 and bees <> Bees
ALLERGIES 1861103 Allergies <>
ALLERGIES 1909886 and <>
ALLERGIES 1861536 nuts <> Nut
ALLERGIES 1851145 PENNICILLIN ASPRIN <> Penicillin Aspirin
ALLERGIES 2264685 Cefdiner Bees <> Cefdinir Bees
ALLERGIES 1853771 Avalox and a long list of <> Avelox
ALLERGIES 1910010 Codeine hives Macrobid adverse and <> Codeine-hives Macrobid-adverse
ALLERGIES 1857595 Sulphur Aristromiasine Lasinapro <> Sulfa Aryltriazene Lisinopril
ALLERGIES 2263259 yok <> yolk
ALLERGIES 1894894 Codeine <>
ALLERGIES 1897731 Codine <> Codeine
ALLERGIES 1846317 Codine latex <> Codeine Latex
ALLERGIES 2263501 Codine <> Codeine
ALLERGIES 1855325 and <>
ALLERGIES 1885433 Diary <> Dairy
ALLERGIES 1885547 and <>
ALLERGIES 1880971 Dulotid and dust <> Dilaudid Dust
ALLERGIES 1880864 codine <> Codeine
ALLERGIES 1877562 and <>
ALLERGIES 1881040 and <>
ALLERGIES 1869722 get <> gets
ALLERGIES 1843258 Food <> Foods
ALLERGIES 1890932 Food <>
ALLERGIES 2/30 columns 100/503 rows
ALLERGIES 2263588 mango <> and Mango
ALLERGIES 1876800 HYDROCOLODONE <> Hydrocodone
ALLERGIES 2263369 and <>
ALLERGIES 1865180 and <>
ALLERGIES 1846767 Hydrocodone's Oxycodone's <> Hydrocodone Oxycodone
ALLERGIES 1846339 I GOT TO PENICILLIN AMAXOACILLIN KFLAX CHLOHEXADINE LATEX <> Amoxicillin Keflex Chlorhexidine Latex
ALLERGIES 1843058 I am allergic <>
ALLERGIES 1894525 I am allergic leviqin and sulfur <> Levaquin Sulfa
ALLERGIES 1873581 I am allergic to <>
ALLERGIES 1840814 I am allergic to <>
ALLERGIES 1857789 I am allergic to <>
ALLERGIES 1854817 I am allergic to Iodine and Solarcane <> Iodine Solar Cane
ALLERGIES 1860714 I am allergic to Keflex <> Keflex
ALLERGIES 1853668 I am allergic to and Also latex <> Latex
ALLERGIES 1869317 I am allergic to and <>
ALLERGIES 1876803 I am allergic to <>
ALLERGIES 1860774 I am allergic to and <>
ALLERGIES 1843557 I am allergic to and cipro <> Cipro
ALLERGIES 1846188 I am allergic to <>
ALLERGIES 1857725 I am allergic to and <>
ALLERGIES 1865251 I am allergic to and <>
ALLERGIES 1861803 I am allergic to <>
ALLERGIES 1876658 I am allergic to and <>
ALLERGIES 1894646 I am allergic to and <>
ALLERGIES 1894218 I am allergic to <>
ALLERGIES 1865222 I am allergic to Mesgin <> Mesin
ALLERGIES 1873851 I am allergic to medication <>
ALLERGIES 1843835 I am allergic to and <>
ALLERGIES 1881299 I am allergic to <>
ALLERGIES 1870099 I am and <> I'm
ALLERGIES 1857872 I am allergic to poision also <> Poison
ALLERGIES 1843605 the <>
ALLERGIES 1857943 and She stated that it's some more but she couldn't think of the rest <>
ALLERGIES 1869249 I am and have <>
ALLERGIES 1858243 and <>
3 ALLERGIES I do not have any allergies. <> [] [1853686, 1894829, 1897518]
ALLERGIES 1912711 I do not have any allergies. <> No
ALLERGIES 1876762 I do not have any allergies. <> None
ALLERGIES 1860902 I do not know of any may have <> No Known
ALLERGIES 1843370 don't add <> do not provide
ALLERGIES 1876530 I have a an allergy to <>
ALLERGIES 1909914 I have a and from when was child <>
ALLERGIES 1865034 I have allergies to asprin sulfur <> Aspirin Sulfa
ALLERGIES 1880311 I have allergies to <>
ALLERGIES 1888135 I have an to and <>
ALLERGIES 1877710 Energix <> Engerix
2 ALLERGIES I have no allergies <> [] [1861835, 1864744]
ALLERGIES 1857914 I and for food I'm allergic to <>
ALLERGIES 1876522 I'M ALLERGIC TO <>
ALLERGIES 1909309 and vibratab <> Vibra-tab
ALLERGIES 1855051 I'm allergic to dust and cats <> Dust Cats
ALLERGIES 1860740 I'm allergic to <>
ALLERGIES 1884982 I'm allergic to sulfa and <> Sulfa
ALLERGIES 1854504 and <>
ALLERGIES 1858768 and <>
ALLERGIES 1889998 Incents <> Incense
ALLERGIES 1843224 Just <>
ALLERGIES 1910234 Keslex <> Keflex
ALLERGIES 1890631 Kiwi's and gold <> Kiwi's Gold
ALLERGIES 2266156 <> I allergic to
ALLERGIES 1850887 and <>
ALLERGIES 1865936 Backtrum <> Bactrim
ALLERGIES 1909451 covid <> COVID-19
ALLERGIES 1855298 and sulfa <> Sulfa
ALLERGIES 1850363 and <>
ALLERGIES 1843568 I don't go into anaphylaxis <>
ALLERGIES 1865211 Allstaton fenofiberete ne-cobrefoin <> All statins Fenofibrate Neo-Cobefrin
ALLERGIES 1865150 Allstaton Doxycline Gatrisin Cypro Fenofiberete with ne-cobrefoin Clindamyacin Dancomyacin Digoxcin <> All statins Doxycycline Gantrisin Cipro Fenofibrate With Neo-Cobefrin Clindamycin Vancomycin Digoxin
ALLERGIES 1873072 Lisprinol <> Lisinopril
ALLERGIES 1869795 Mostly antibiotic <> Most Antibiotics
ALLERGIES 1846396 sulphur <> Sulfur
ALLERGIES 1885369 My sister had Covid and came home with it ... ~61 more <> []
2 ALLERGIES N/a <> [] [1897516, 2266200]
4 ALLERGIES NKA <> [] [1873240, 1889615, 1894517, 1910261]
ALLERGIES 2/30 columns 200/503 rows
ALLERGIES 1886193 NKA <> No Known Allergies
ALLERGIES 2264782 NKDA <> No Known Allergies
2 ALLERGIES NO <> [] [1854196, 1870119]
4 ALLERGIES NONE <> [] [1843213, 1872996, 1885414, 1905626]
ALLERGIES 1857910 and <>
6 ALLERGIES No <> [] [1846125, 1846150, 1851263, 1853804, 1854332, 1870090]
4 ALLERGIES No <> None [1855098, 1857576, 2264767, 2264778]
ALLERGIES 1880947 No allergies <> No
ALLERGIES 1905587 No known allergies. <> []
3 ALLERGIES No. <> [] [1846191, 1846216, 1847008]
24 ALLERGIES None <> [] [1843234, 1843283, 1843320, 1843470, 1843518, 1851037, 1851061, 1851295, 1851347, 1851374, 1851617, 1853688, 1853740, 1853852, 1854180, 1854366, 1861636, 1861861, 1870095, 1881057, 1881077, 1885290, 1885317, 1890690]
2 ALLERGIES None to medicine or food I just have season <> Seasonal [1873767, 1873786]
3 ALLERGIES None. <> [] [1854917, 1858514, 1885846]
ALLERGIES 1898195 None <>
ALLERGIES 1905558 Nothing <> []
ALLERGIES 1873559 Nothing that im aware of. <> []
ALLERGIES 1877332 Novacane <> Novocaine
ALLERGIES 1843451 Only <>
ALLERGIES 1873289 PENACILLIN <> Penicillin
ALLERGIES 1857963 PENCICLIN <> Penicillin
ALLERGIES 1857757 PENCILIN AND SULPHA <> Penicillin Sulfa
ALLERGIES 1850765 PENICLIN AND CODINE <> Penicillin Codeine
ALLERGIES 1858144 Penicilin <> Penicillin
ALLERGIES 1861397 Sulfa <> Sulfur
ALLERGIES 1861188 when I was a baby food allergy to break out in free/lactose free diet needed <> Lactose
ALLERGIES 1853681 about 68 years ago <>
ALLERGIES 1861342 and <>
ALLERGIES 1861625 and I dont know the ingredients I'm allergic to mold some a specific tree but not sure about it think its that <> Mold Tree
ALLERGIES 1861299 and <>
ALLERGIES 1885759 and <>
ALLERGIES 1870186 and sulfa <> Sulfa
ALLERGIES 2267442 Penicillin's <> Penicillin
ALLERGIES 1858413 emnaphrin <> Epinephrine
ALLERGIES 1903929 Flexeril <> Lexeril
ALLERGIES 1857868 is <> are
ALLERGIES 1855287 and mold <> Mold
ALLERGIES 1843902 and <>
ALLERGIES 1846884 Vaterium <> Bacterium
ALLERGIES 1870190 and iodine <> Iodine
ALLERGIES 1858290 and I'm allergic to <>
ALLERGIES 1894831 crinones <> Crinone
ALLERGIES 1889499 Penicllian <> Penicillin
ALLERGIES 1857762 Sulphur drugs <> Sulfa Drugs
ALLERGIES 2266208 lactose sow shell fish <> Lactosse Sow Shellfish
ALLERGIES 1846482 Sulfa <> Sulfur
ALLERGIES 1858112 Remacade <> Remicade
ALLERGIES 1897577 SULPHA DRUGS PENCILIN <> Sulfa Drugs Penicillin
ALLERGIES 2/30 columns 300/503 rows
ALLERGIES 1909972 and <>
ALLERGIES 1880424 and gluten <> Gluten
ALLERGIES 2266358 <> Minor Allergy
ALLERGIES 1898191 allergies <>
ALLERGIES 1876903 Shirmp Siprofloxen <> Shrimp Ciprofloxacin
ALLERGIES 1851605 Shrimp and Sulfur edications <> Shrimp Sulfur medication
ALLERGIES 1861310 SINGULAIR <> Singular
ALLERGIES 1890226 Sofia coccidian <> Coccidia
ALLERGIES 1846513 Sofia <> Sulfur
ALLERGIES 1888021 medication and <>
ALLERGIES 1846413 Stymate and <> Stimate
ALLERGIES 1843746 on <>
ALLERGIES 1858764 Sulfa allergy <> Sulfa
ALLERGIES 1858445 and <>
ALLERGIES 1865508 Sulfa base products <> Sulfa based products
ALLERGIES 1846436 Sulfa drugs <> Sulfur Drugs
ALLERGIES 1886181 drugs and <> Drugs
ALLERGIES 1885260 and <>
ALLERGIES 1843698 augmenton and Nailtrexone <> Augmentin Naltrexone
ALLERGIES 1894009 drugs food I'm allergic to <> Drugs foods
ALLERGIES 1843159 have <>
ALLERGIES 1876804 and <>
ALLERGIES 1876834 and <>
ALLERGIES 1861427 Sulfa puracel <> Sulfur Puracal
ALLERGIES 1840651 and <>
ALLERGIES 1880681 Sulfa and Latex <> Sulfa Latex
ALLERGIES 1843729 Sulfur <> Sulfa
ALLERGIES 1869869 Sulphur <> Sulfa
ALLERGIES 1860945 and <>
ALLERGIES 1897793 and <>
ALLERGIES 1891014 Zpac <> Z-pack
ALLERGIES 1890755 Flu/phenomena Z-Pac <> Flu/Pneumonia Z-Pack
ALLERGIES 1906118 and <>
ALLERGIES 1890147 Vit D pill <> Vitamin D
ALLERGIES 1890187 Vit D pills <> Vitamin D
ALLERGIES 1867543 AND <>
ALLERGIES 1864782 Yes I do have allergies to the COVID <> Covid-19
ALLERGIES 1880612 Yes| Lodine <> Lodine
ALLERGIES 1885243 Yes <>
ALLERGIES 1884915 Yes <>
ALLERGIES 1880770 I get hives <> Hives
ALLERGIES 1846793 Zpac <> Z-pak
ALLERGIES 1880384 agmatines sabots <> Agmatine Sabot
ALLERGIES 1885440 diareahha <> diarrhea
ALLERGIES 1894871 amban <> Ambien
ALLERGIES 1885850 helcian tetracyline <> Halcion Tetracycline
ALLERGIES 2/30 columns 400/503 rows
ALLERGIES 1893997 bactrum <> Bactrim
ALLERGIES 1886443 nonvaccine <> Novacaine
ALLERGIES 1886524 nonvaccine <> Novacaine
ALLERGIES 1877237 compasine and cipro <> Compazine Cipro
ALLERGIES 1870234 for more than <>
ALLERGIES 1890064 topomax and <> Topamax
ALLERGIES 1853772 and <>
ALLERGIES 1881380 high histomine mould gluten ambine ethlchloride bbenadryl chlorohexadine <> High Histamine Mold Gluten Ambien Ethyl Chloride Benadryl Chlorohexidine
ALLERGIES 1912729 i have allergies to <>
ALLERGIES 1846522 latex and medical ahessive <> Latex Medical Adhesive
20 ALLERGIES no <> [] [1840444, 1843482, 1846132, 1849380, 1851211, 1851322, 1853649, 1853679, 1853866, 1861192, 1869828, 1872997, 1873255, 1873258, 1873355, 1885385, 1885951, 1889672, 1889684, 1897683]
3 ALLERGIES no <> None [1855069, 1857579, 1876690]
ALLERGIES 1860752 no known drugs| or food| chronic idiopathic urticaria| hives but no one can figure out why I have hives| the xolair controls it <> No
ALLERGIES 1880418 melon <> Melons
12 ALLERGIES none <> [] [1840462, 1840480, 1843261, 1846320, 1853744, 1854198, 1854376, 1854419, 1854867, 1885427, 1885907, 1906013]
3 ALLERGIES none known <> [] [1858497, 1861590, 1869945]
ALLERGIES 1909903 opiods metronidazol <> Opioids Metronidazole
ALLERGIES 1858132 peanut <> Peanuts
ALLERGIES 1843839 penecillan <> Penicillin
ALLERGIES 1854320 penicillan zoloft and <> Penicillin Zoloft
ALLERGIES 1897733 and <>
ALLERGIES 1885844 quinoloanes and chorlistromiasine antiboitic <> Quinolones Cholestyramine
ALLERGIES 1860696 sulfur <> Sulfa
ALLERGIES 1869873 anice <> Anise
ALLERGIES 1868197 sipro <> Cipro
ALLERGIES 1884949 and <>
ALLERGIES 2/30 columns 500/503 rows
BIRTH_DEFECT 2264624 [] <> Y
CUR_ILL 45 cells of trivial non-letter differences ignored
CUR_ILL 1890631 [] <> No
7 CUR_ILL [] <> None [1853896, 1853904, 1853906, 1855063, 1857789, 1877319, 2265926]
CUR_ILL 1865180 A month prior I had a cold <> Cold
CUR_ILL 1890734 and fever <> Fever
CUR_ILL 1873752 COLIDIS <> Colitis
CUR_ILL 1861373 COVID <> COVID-19
CUR_ILL 1909926 COVID <> COVID-19
CUR_ILL 1909903 first started having symptoms 12/22/2020 I didn't start feeling better until 02/2021 <>
CUR_ILL 2263306 Covid <> COVID-19
CUR_ILL 1877711 pre-diabeties and <> Pre-diabetes
CUR_ILL 1912711 I did not have any illness but was experiencing <>
CUR_ILL 1851318 I had a battle with <>
CUR_ILL 1889883 I had a <>
CUR_ILL 1855298 I had a uti <> UTI
CUR_ILL 1864744 I had no other illnesses at the time of vaccination <> []
CUR_ILL 1846362 I had nothing. <> []
CUR_ILL 1876690 I had some and cold Diareahha the day before <> Cold Diarrhea
CUR_ILL 1865034 I have <>
CUR_ILL 1888135 I was experiencing any illness. <> Yes
CUR_ILL 1855098 I was just dealing with and but nothing significant <>
CUR_ILL 1912729 I was not <> No
3 CUR_ILL I was not experiencing any illness. <> [] [1853686, 1894829, 1897518]
CUR_ILL 1860902 I was not experiencing any illness. <> No
CUR_ILL 1876762 I was not experiencing any illness. <> None
CUR_ILL 1860774 I was not ill at the time I received my vaccine. <> No
CUR_ILL 1909914 I've had since January 2021 <>
CUR_ILL 1884915 COVID <> COVID-19
CUR_ILL 1865211 Just dealing with the had <> has
CUR_ILL 2267443 Long covid symptoms <> Long COVID-19 Symptoms
CUR_ILL 2263501 Malanoma <> Melanoma
CUR_ILL 1890932 non-covid <> non-COVID-19
8 CUR_ILL N/a <> [] [1849317, 1864889, 1890226, 2264632, 2264737, 2266200, 2266358, 2267346]
CUR_ILL 1906286 N/a <> None
6 CUR_ILL NO <> [] [1843451, 1846317, 1846339, 1854196, 1869795, 1870119]
CUR_ILL 1850363 NO <> N/a
10 CUR_ILL NONE <> [] [1840464, 1843213, 1851098, 1854286, 1869913, 1872996, 1873289, 1885414, 1897577, 1905626]
CUR_ILL 1876522 NO| NOTHING <> None
21 CUR_ILL No <> [] [1843224, 1843258, 1846125, 1846150, 1846170, 1847011, 1848901, 1849060, 1851263, 1853804, 1854127, 1854223, 1854332, 1854955, 1861527, 1861876, 1864904, 1869968, 1870090, 1870091, 1885243]
5 CUR_ILL No <> None [1857576, 1876688, 1876823, 2264767, 2264778]
CUR_ILL 1905587 No illnesses at the time of vaccination. <> []
CUR_ILL 1858475 No illnesses. <> []
CUR_ILL 1876530 No other illnesses <> None
6 CUR_ILL No. <> [] [1846191, 1846216, 1846264, 1847008, 1849008, 1881218]
53 CUR_ILL None <> [] [1840452, 1840814, 1843283, 1843307, 1843320, 1843338, 1843370, 1843400, 1843410, 1843470, 1843518, 1847002, 1847192, 1849448, 1851037, 1851061, 1851295, 1851327, 1851335, 1851347, 1851596, 1853688, 1853740, 1853778, 1853803, 1853852, 1854180, 1854366, 1854924, 1858545, 1861861, 1864792, 1864926, 1869864, 1870057, 1870095, 1870100, 1881057, 1881077, 1881101, 1885251, 1885290, 1885291, 1885307, 1885317, 1885848, 1885945, 1888755, 1889874, 1894517, 1897503, 1897516, 1905818]
CUR_ILL 1873786 None at the time. <> None
CUR_ILL 1860892 None other than the <>
3 CUR_ILL None. <> [] [1847202, 1854917, 1885846]
CUR_ILL 1860714 Nope <> No
CUR_ILL 1861804 Nothing <> []
CUR_ILL 1851620 arthropathic <> arthropathy
CUR_ILL 1885190 RA FACTOR 2 CLOTTING DISORDER <> None
CUR_ILL 1876979 Strep in Sept till 30Oct2021 <> Strep Throat in September til 30Oct2021
CUR_ILL 1882615 issued <> Issues
51 CUR_ILL no <> [] [1840444, 1840462, 1843204, 1843438, 1843482, 1846132, 1846266, 1847187, 1849070, 1849380, 1851095, 1851211, 1851228, 1851322, 1853647, 1853649, 1853668, 1853679, 1853704, 1853866, 1854312, 1854783, 1854817, 1854834, 1858497, 1858501, 1861192, 1861227, 1861506, 1861590, 1869790, 1869828, 1869945, 1872960, 1872997, 1873333, 1873355, 1873362, 1873732, 1881137, 1885260, 1885385, 1885433, 1885951, 1889672, 1889684, 1889850, 1890680, 1897632, 1897683, 1910089]
3 CUR_ILL no <> None [1855341, 1857579, 1897793]
32 CUR_ILL none <> [] [1840480, 1843261, 1846146, 1846320, 1846330, 1851354, 1853681, 1853689, 1853744, 1853764, 1854198, 1854376, 1854419, 1854867, 1858444, 1858488, 1869873, 1870022, 1870102, 1873240, 1873559, 1885319, 1885353, 1885427, 1885850, 1885858, 1885907, 1889615, 1889623, 1891014, 1905558, 1910261]
CUR_ILL 1860696 none <> No
CUR_ILL 1876804 none at the time <> None
CUR_ILL 1906013 noneno <> []
CUR_ILL 1843149 no| I checked with my providers if I should get it that morning and the week before. <> NO
CUR_ILL 1840597 sinus <> Snus
CUR_ILL 1861188 at the time that was ongoing I on my third dose of medication for had been having it since November 2020 and through April <>
DATEDIED 2 cells of trivial non-letter differences ignored
2 DIED [] <> Y [1299700, 1984675]
ER_ED_VISIT 1843481 Y <> []
HISTORY 172 cells of trivial non-letter differences ignored
3 HISTORY [] <> None [1853896, 1853906, 2265926]
HISTORY 1873362 10/2021- lab work done- I had a clean bill of health <> []
HISTORY 1851145 COLOTIS <> Colitis
HISTORY 1843213 ASTHMA| <> Asthma
HISTORY 2264788 Afib <> Atrial Fibrillation
HISTORY 1880734 Afib <> Atrial Fibrillation
HISTORY 1877450 covid <> COVID-19
HISTORY 1861625 but I dont take any medication <>
HISTORY 2266010 Anxiexty <> Anxiety
HISTORY 1888755 and <>
HISTORY 1843209 and <>
HISTORY 1843828 Vale <> Valve
HISTORY 1898191 Asthma and Migraine <> Asthma Migraine
HISTORY 2264720 hyper tension fiber Myalgia <> hypertension Fibromyalgia
HISTORY 1881218 COVID <> COVID-19
HISTORY 1869751 and <>
HISTORY 2266512 trees and <> Seasonal Allergies to Trees
HISTORY 1877035 BP and <> Blood Pressure
HISTORY 1905569 and <>
HISTORY 1873786 I've have four that I <>
HISTORY 1873767 I've have four that I <>
HISTORY 1861411 Auto immune disease Lupus <> Lupus
HISTORY 1860991 BRONKI <> Bronchial Disorders
HISTORY 1894357 Stitus <> Cystitis
HISTORY 1857686 IBS <> Irritable Bowel Syndrome
HISTORY 1897683 and <>
HISTORY 1873752 COLIDIS <> Colitis
HISTORY 1909816 and had chemo <> Chemo
HISTORY 1894009 <> and
HISTORY 2266208 Pre-Diabetes Immune <> Pre Diabetes Immunse
HISTORY 1843204 Chron's <> Crohn's
HISTORY 1865600 SIBO <> Small Intestinal Bacterial Overgrowth
HISTORY 1858768 fiber myalgia <> Fibromyalgia
HISTORY 2266007 Hoshimotos <> Hashimoto's
HISTORY 1857757 CHLOESTROL <> Cholesterol
HISTORY 8/30 columns 100/500 rows
HISTORY 1906123 DIABITIES <> Diabetes
HISTORY 1877524 and <>
HISTORY 1850760 and <>
HISTORY 2266097 and <>
HISTORY 1905558 doesn't know which one <>
HISTORY 1894831 Covid <> Covid-19
HISTORY 1870405 and <>
HISTORY 1843786 abnea <> apnea
HISTORY 1843892 EDS <> Ehlers Danlos Syndrome
HISTORY 1905838 Eczema <> Ezcema
HISTORY 2263485 Diverticuli Hx <> Diverticula History
HISTORY 1873355 Endioedima <> Angioedema
HISTORY 1889998 Fibermyalgia <> Fibromyalgia
HISTORY 1885547 and <>
HISTORY 1884960 R knee <> Right Knee
HISTORY 1884982 and i have an <>
HISTORY 1882615 HBP <> High Blood Pressure
HISTORY 1894849 ARTHIRITIS <> Arthritis
HISTORY 1867564 DIABIETES <> Diabetes
HISTORY 1898195 meds <> medication
HISTORY 1865290 HYPERTENSIION SYNISTIC <> Hypertension Synthetic
HISTORY 1860877 HYPERTENSSION <> Hypertension
HISTORY 2265935 Hyper Cholesterolaemia <> Hypercholesterolemia
HISTORY 1901941 Hashimoto Gluten <> Hashimoto's Disease Gluten
HISTORY 1844053 meds <> medication
HISTORY 2264596 Mummer over production <> Murmur overproduction
HISTORY 1881315 attach <> Attack
HISTORY 1877577 High Blood Pressure <> Hypertension
HISTORY 1858764 and asthma <> Asthma
HISTORY 1880424 and <>
HISTORY 1858190 and <>
HISTORY 1854410 and lupus <> Lupus
HISTORY 1870100 and <>
HISTORY 1843698 Thyroids and <> Thyroid Disease
HISTORY 1877711 pre-diabeties and <> Pre-diabetes
HISTORY 1888090 Hx <> History
HISTORY 1865936 and <>
HISTORY 2263369 and Glausoma <> Glaucoma
HISTORY 1853681 its under control <>
HISTORY 1861310 and <>
HISTORY 1893728 obese <> obesity
HISTORY 1848982 Hyperthroidism deficency <> Hyperthyroidism Deficiency
HISTORY 2264562 Hyperthyroid <> Hyperthyroidism
HISTORY 1846578 and <>
HISTORY 8/30 columns 200/500 rows
HISTORY 1861397 Hypothyroid <> Hypothyroidism
HISTORY 1873560 and <>
HISTORY 1865034 I have <>
HISTORY 1870099 I am <> I'm
HISTORY 1869317 I am a and <>
HISTORY 1858099 and <>
HISTORY 1876762 I do not have any chronic or long-standing health conditions. <> None
HISTORY 1880681 I get in the spring but other than just a due to surgery I'm able walk around and be functional <> Spring
HISTORY 1858436 I had but its being treated for with pills and <>
HISTORY 1861188 and <>
HISTORY 1840814 I have and was with And syodica <> Synodical
HISTORY 1873701 I have <>
HISTORY 1857943 and major <> Major
HISTORY 1909457 I have Idopathic <> Idiopathic
HISTORY 1857725 I have hyper-tension Hypo-thyroidism and asthma <> hypertension Hypothyroidism Asthma
HISTORY 1853668 I have PV diagnosed two years ago rare blood cancer <> Polycythemia Vera
HISTORY 1846750 I have and <>
HISTORY 1888135 I have a genetic disorder and <>
HISTORY 1858161 and <>
HISTORY 1909914 I have a and <>
HISTORY 1865222 I have and <>
HISTORY 1865251 I have asthma. <> Asthma
HISTORY 1857821 I have asthma I am anemic and I have PCOS <> Asthma Anemic PCOS
HISTORY 1843557 I have asthma/COPD <> Asthma COPD
HISTORY 1869249 I have <>
HISTORY 1860860 I have <>
HISTORY 1906235 I have <>
HISTORY 1854504 and upper <> Upper
HISTORY 1876803 I have <>
HISTORY 1894525 I have and fribryomyagia <> Fibromyalgia
HISTORY 1861803 I have ehlers danlos <> Ehlers-Danlos
HISTORY 1860774 I have had blood the past and I've now <> Blood
HISTORY 1894829 I have my I've had both and mitral <> Both Mitral
HISTORY 1897518 I have high BP and <> High Blood Pressure
HISTORY 1857626 I have and <>
2 HISTORY I have <> [1853686, 1854917]
HISTORY 1888684 and increase <> Increased
HISTORY 1912711 I have high bp controlled by medication had a A tumor on my pancreas and part it <> High Blood Pressure Pancreas
HISTORY 1889883 I have distitis <> Discitis
HISTORY 1894221 I have <>
HISTORY 1855298 I have <>
HISTORY 1861835 I have no chronic health conditions <> []
HISTORY 1881299 I have <>
HISTORY 1860740 I have <>
HISTORY 1854457 and <>
HISTORY 1855051 I'm i have <>
HISTORY 1880817 Hx <> History
HISTORY 1894601 Hx <> History
HISTORY 1861488 and they have it <>
HISTORY 1889684 Ive smoked for <> Smoked
HISTORY 1906118 Just <>
HISTORY 1889850 Hypotyroidism <> Hypothyroidism
HISTORY 1861373 COVID <> COVID-19
HISTORY 1850363 on warfarin <>
2 HISTORY and <> [1890690, 1890734]
HISTORY 1865942 and <>
HISTORY 1861158 Fibermyalgia RA <> Fibromyalgia Rheumatoid Arthritis
HISTORY 1857910 and <>
HISTORY 1869722 Dupitrins <> Dupuytren's
HISTORY 1885243 Mycotoxine Hashimotos <> Mycotoxin Hashimoto's
2 HISTORY N/a <> [] [1864889, 2264597]
2 HISTORY NO <> [] [1854196, 1870119]
HISTORY 1876522 NO <> None
4 HISTORY NONE <> [] [1851098, 1854286, 1869913, 1885414]
8 HISTORY No <> [] [1846170, 1848901, 1853804, 1854223, 1854332, 1858514, 1861527, 1870090]
HISTORY 1884915 No <> None
HISTORY 1905587 No chronic health conditions <> []
HISTORY 1876530 No chronic health conditions <> None
HISTORY 1880947 No chronic or long standing health condition <> No
HISTORY 8/30 columns 300/500 rows
2 HISTORY No. <> [] [1846191, 1849008]
HISTORY 1857661 No. <> None
22 HISTORY None <> [] [1843234, 1843338, 1843370, 1843518, 1847002, 1849448, 1851037, 1851327, 1851347, 1851617, 1853740, 1853852, 1861861, 1870057, 1870095, 1881077, 1885251, 1885290, 1885291, 1885317, 1885848, 1889874]
2 HISTORY None. <> [] [1851374, 1885846]
HISTORY 1873559 None I just found out about one that have <>
HISTORY 1840452 COVID <> COVID-19
HISTORY 1857762 and spiral <> Spinal
HISTORY 2265895 and <>
HISTORY 1857872 and <>
HISTORY 1855069 Post Acute COVID <> Post-Acute COVID-19
HISTORY 1906113 Pre diabetes Hypothyroidism <> Pre Diabetic Hypothyroidism
HISTORY 1880355 RA ASTHMA <> Rheumatoid Arthritis Asthma
HISTORY 1885190 RA <> Rheumatoid Arthritis
HISTORY 1855063 and cannot take aspirin <>
HISTORY 1843519 and <> Disease
HISTORY 1905630 Sjogren?s acid hx <> Sjogrens Acid History
HISTORY 1890652 and <>
HISTORY 1865211 Suffered from but my has helped me with them I didn't COVID have an I've had that was born I'm also dealing a were found in <> controlled by did not COVID-19 birth
HISTORY 1865150 Suffered from but my has helped me with them I didn't Covid have an I've had that was born I'm also dealing a i were found in <> controlled by did not COVID-19 birth
HISTORY 1846522 TCOS and ADHD <> TCOS ADHD
HISTORY 1897577 THRYOID <> Thyroid
HISTORY 1876800 FIBERMAILGA <> Fibromyalgia
HISTORY 1857776 <> Disease
HISTORY 1872942 covid <> COVID-19
HISTORY 1890153 Pre Sinus and <> Pre-Sinus
HISTORY 1876771 Two autoimmune disorders and <>
HISTORY 1846634 and <>
HISTORY 1890348 Ulcerated <> Ulcerative
HISTORY 1857595 diabetics Homishomotos <> Diabetes Hashimoto's
HISTORY 1857824 and asthma <> Asthma
2 HISTORY an and <> [1851318, 1851326]
HISTORY 1843043 and <>
HISTORY 1857618 PCOS <> Polycystic Ovary Syndrome
HISTORY 8/30 columns 400/500 rows
HISTORY 1897793 and <>
HISTORY 1860752 I take mercaptopurine medication <>
HISTORY 1854834 ongoing issues that I have had for years <>
HISTORY 1850798 gird <> GERD
HISTORY 1861228 and hypo <> Hypo
HISTORY 1890064 and pancetitis <> Pancreatits
HISTORY 1853866 COVID was the main one before any vaccinations <> COVID-19 on
HISTORY 1853704 ovarion <> Ovarian
HISTORY 1877345 hypo thyroid <> Hypothyroidism
HISTORY 1912729 i was born with <>
HISTORY 1880384 lime <> Lyme
HISTORY 1854320 and ensombia <> Insomnia
HISTORY 1886443 I smoke <> Smoker
HISTORY 1861519 multiply sycosis <> Multiple Sclerosis
HISTORY 1843438 treated for <>
16 HISTORY no <> [] [1840444, 1847187, 1851211, 1853647, 1853679, 1854312, 1854783, 1854817, 1861506, 1861590, 1869945, 1872997, 1873333, 1881137, 1885260, 1910089]
2 HISTORY no <> None [1855341, 1876690]
11 HISTORY none <> [] [1846146, 1846320, 1846330, 1853744, 1854198, 1854376, 1854419, 1870022, 1885427, 1885907, 1906013]
HISTORY 1890219 no| exzema <> Eczema
HISTORY 1840651 and <>
HISTORY 1877365 arthirtis <> Arthritis
HISTORY 1881380 therded spinal cord-resolved resolved <> Tethered Spinal Cord Resolved
HISTORY 1886181 use <> used
HISTORY 8/30 columns 500/500 rows
HOSPDAYS 1079714 [] <> 7.0
HOSPITAL 1909451 Y <> []
HOSPITAL 1079714 [] <> Y
LAB_DATA 166 cells of trivial non-letter differences ignored
13 LAB_DATA [] <> None [1853896, 2263240, 2263337, 2263338, 2263350, 2263366, 2263379, 2264767, 2264827, 2266010, 2266046, 2266048, 2266057]
LAB_DATA 1847192 03/17/2021)Endoscopy|(unknown EKG|Physical <> 03/17/2021 Endoscopy Unknown EKG Physical
LAB_DATA 1885907 Covid <> COVID-19
LAB_DATA 1861342 scan-Getting months-4mg Bete urine-Normal <> getting months 4mg beta urine normal
LAB_DATA 1885260 <> the and was
LAB_DATA 1854817 Uranalysis-negative 09/28/2021-Covid 19-positive Miniture setamination <> Urinalysis-negative 09/28/2021-COVID-19 positive Miniature Set Amination
LAB_DATA 1885835 Covid <> COVID-19
LAB_DATA 1853852 Covid <> Covid-19
LAB_DATA 1909972 weeks <>
LAB_DATA 1877703 preznazone <> Prednisone
LAB_DATA 1846084 test-negative Covid-Negative <> Test Negative COVID-19
LAB_DATA 1882612 panel Hemo and on elecprophorasis emmunosixation <> Hemoglobin Immunofixation Electrophoresis
LAB_DATA 1846482 Covid test-positive <> COVID-19 Test Positive
LAB_DATA 1880419 X ray and <> X-Ray
LAB_DATA 1873499 I came back and it was test <> Test showed
LAB_DATA 1848982 x ray blood work and covid test <> X-ray Bloodwork COVID-19 Test
LAB_DATA 1851620 was <> were
LAB_DATA 1891014 11/14 doctor appoint men pulmonologist <> 11/14 doctor's appointment Pulmonologist
LAB_DATA 1894676 it an test dix pinehall <> any test-Dix Pinehill
LAB_DATA 1909645 17Nov <> November 17
LAB_DATA 2267523 Covid failt <> COVID-19 faint
LAB_DATA 1897818 Covid <> COVID-19
LAB_DATA 1843481 2 Covid tests negative <> 2 COVID-19 Tests-negative
LAB_DATA 2265876 Covid <> COVID-19
LAB_DATA 1894517 CoVid scan(all <> COVID-19 scan all
LAB_DATA 1885291 Cystocopy Urinalises <> Cystoscopy Urinalyses
LAB_DATA 1885440 lumph <> lymph
LAB_DATA 1843568 EKG-fine pressure-fine <> EKG Fine Pressure
LAB_DATA 1865177 They did some on my <> check
LAB_DATA 2266383 Again after about 2 months the vaccination for dose 3 I started with this stuff again would get up and do my daily routine be getting ready work in 30 minutes have to sit down Also at time heart palpitations began increase was driving it like bam hit wall did not really had aware that beating faster able catch breath felt going pass out instinctively try slow rate went ER they tests find any thing new me f/u cardiologist middle fingers right hand ring finger one morning woke hurt were very stiff They better through day then I'd go bed start over all next The other is both of knees swelled It painful because difficult walk took a week those resolve My are still sensitive but pain level before ton blood wore halter monitor ultra sound another seen looked great During an neck nodules thyroid want biopsy which benign Nuclear stress test <>
LAB_DATA 1888090 Antibiotic for the diarrhea <> []
LAB_DATA 1910217 Scans=Normal Covid test=Test pregnancy's <> Scans Normal COVID-19 pregnancy
LAB_DATA 2267447 Covid <> COVID-19
LAB_DATA 2264567 Covid tests <> COVID-19 Tests
LAB_DATA 2264534 At home Covid tests <> At-Home COVID-19 Tests
LAB_DATA 2263382 Covid <> COVID-19
LAB_DATA 1840464 AND WERE NORMAL <> Normal
LAB_DATA 1890153 and <>
LAB_DATA 1850666 disease <> macroglobulinemia
LAB_DATA 1843438 11/2/2021 doctor's office some of it has come back and it's normal so far <> 11/2/2021-normal
LAB_DATA 1876879 works Low <> work result low
LAB_DATA 1857702 Blood work and <> Bloodwork may be ordered at my next visit
LAB_DATA 1902026 work(normal Vit <> work normal Vitamin
LAB_DATA 1890390 a few things off nothing of concern <>
LAB_DATA 1861647 Covid <> Covid-19
LAB_DATA 1857686 Blood work scan <> Bloodwork Scan to
LAB_DATA 1864970 Ultra sound Sound <> Ultrasound
LAB_DATA 1889672 Hashimotos Oct <> Hashimoto's October
LAB_DATA 11/30 columns 100/585 rows
LAB_DATA 1906286 as <> has
LAB_DATA 1855063 done came back <>
LAB_DATA 1861803 was done and it came back normal <> Normal
LAB_DATA 1869762 Bloodwork-no and <> Bloodwork No 11/8/2021
LAB_DATA 1857892 Covid <> COVID-19
LAB_DATA 2266087 Cat and <> CT
LAB_DATA 1897577 CAT SCAN <> CT Scan Normal
LAB_DATA 1858037 normally <> normal
LAB_DATA 1843209 COVID 19 and <> COVID-19
LAB_DATA 1876688 COVID <> COVID-19
LAB_DATA 1851145 COVID <> COVID-19
LAB_DATA 2263501 COVID Test <> COVID-19 Test
LAB_DATA 2265926 COVID <> COVID-19
LAB_DATA 1870186 COVID <> COVID-19
LAB_DATA 1846436 COVID heart ultra sound para cardio infusion trans therasic ECO x ray scraring oxygen was put on Have not recovered but has improved <> COVID-19 Heart Ultrasound Paracardial Infusion Transthoracic ECG X-Ray Scaring Oxygen
LAB_DATA 1890136 COVID Test <> COVID-19 Test
LAB_DATA 2263357 COVID Bloodwork normal <> COVID-19 Bloodwork-normal
LAB_DATA 2263258 COVID <> COVID-19
LAB_DATA 1893912 COVID for antibodies <> COVID-19
LAB_DATA 2265930 COVID <> COVID-19
3 LAB_DATA COVID test <> COVID-19 test [1909476, 2263384, 2267427]
LAB_DATA 1861506 COVID <> COVID-19
LAB_DATA 1851228 COVID <> COVID-19
LAB_DATA 1858220 <> 19
LAB_DATA 1854718 COVID <> COVID-19
LAB_DATA 1861876 COVID <> Covid-19
LAB_DATA 1858174 <> 19
LAB_DATA 1854577 COVID 19th <> COVID-19
LAB_DATA 1869945 COVID <> COVID-19
LAB_DATA 1846594 COVID <> COVID-19
LAB_DATA 1843090 COVID <> COVID-19
LAB_DATA 1865108 COVID <> COVID-19
LAB_DATA 2265880 COVID <> COVID-19
LAB_DATA 1885850 COVID Xrays scans <> COVID-19 X-Rays Scans
LAB_DATA 1851327 COVID <> COVID-19
LAB_DATA 1861616 COVID test <> COVID-19 test
LAB_DATA 1843630 COVID test negative <> COVID-19 test was negative
LAB_DATA 2265868 COVID <> COVID-19
LAB_DATA 1894331 and <>
LAB_DATA 1893728 <> Test
LAB_DATA 1880941 COVID FLU and RSV test which were all negative <> COVID-19 Negative FLU Negative RSV Negative
LAB_DATA 1846822 COVID <> COVID-19
LAB_DATA 1861285 AND <>
LAB_DATA 1860993 and blood work <> Bloodwork test
LAB_DATA 1880734 CoVid test(positive XRay and others Not sure what dates but started on 4/3/2021 was during the course of 3 days.(to be updated <> COVID-19 Test Positive X-ray Other
LAB_DATA 1857943 and blood <> Blood
LAB_DATA 1869722 a Those <> an
LAB_DATA 1869731 scan(brain <> Scan of brain
LAB_DATA 1848901 scan(rule Blood work <> Scan Ruled Bloodwork
LAB_DATA 1851180 Covid <> COVID-19
LAB_DATA 1894601 collasped <> collapsed
LAB_DATA 1894889 All was good <> Normal
LAB_DATA 1872996 CVC AUTO DIFFERETIAL STOOL PATHEGINE VIRIS A WITH DIFFERENTIAL REACTIVE PROTIEN HEPATIC FUNTION STOMACHE PELVIS <> CBC Auto Differential Stool Pathogen Virus and with Panel Relative Protein Hepatic Function stomach pelvis
LAB_DATA 1843852 Catherization EKG-normal <> Catheterization EKG Normal
LAB_DATA 1855069 came back ordered stress imagining in do brain everything looked the only thing found I've also seen functional Vit <> Normal Stress Test Imagining Brain Functional Doctor Vitamin
LAB_DATA 1851137 and blood <> Blood
LAB_DATA 1858214 Chest Xray Covid test <> Chest X-ray COVID 19 test
LAB_DATA 1843307 Covid <> COVID-19
LAB_DATA 2266008 Covid <> COVID-19
LAB_DATA 1869864 Covid <> COVID-19 - negative
LAB_DATA 1889524 Covid <> COVID-19
LAB_DATA 1890219 Covid <> COVID-19
LAB_DATA 1843204 Covid <> COVID-19
LAB_DATA 1846793 Covid <> COVID-19
LAB_DATA 2265887 Covid <> COVID-19
LAB_DATA 2264541 Covid <> COVID-19
LAB_DATA 1893700 Covid 19 <> COVID-19 Test
LAB_DATA 2266015 Covid <> COVID-19
LAB_DATA 11/30 columns 200/585 rows
LAB_DATA 1888056 Covid <> COVID-19
LAB_DATA 1860833 Covid test <> COVID-19
LAB_DATA 1865672 Covid <> COVID-19
LAB_DATA 2266106 Covid <> COVID-19
LAB_DATA 1857953 Covid Test positive <> COVID-19 Test-positive
LAB_DATA 1885427 Covid <> COVID-19
LAB_DATA 1909244 Covid <> COVID-19
LAB_DATA 2266017 Covid postive <> COVID-19 positive
LAB_DATA 2267442 Covid <> COVID-19
LAB_DATA 2264788 04/19/22 <> 04/19/2022
LAB_DATA 1842977 Covid <> COVID-19
LAB_DATA 1890658 Covid <> COVID-19
LAB_DATA 2267443 Covid test <> COVID-19 test
LAB_DATA 1887970 Covid <> COVID-19
LAB_DATA 1909211 Covid <> COVID-19
LAB_DATA 2266044 Covid <> COVID-19
LAB_DATA 2264824 Covid <> COVID-19
LAB_DATA 2266068 Covid <> COVID-19
LAB_DATA 1890132 Covid <> COVID-19
LAB_DATA 1894714 Covid <> COVID-19
LAB_DATA 2263485 Covid <> COVID-19
LAB_DATA 2264814 Covid <> COVID-19
LAB_DATA 1912784 Covid <> COVID-19
LAB_DATA 1864904 Covid test(results <> Covid-19 test
LAB_DATA 1846620 Covid <> COVID-19
LAB_DATA 1877244 Covid <> COVID-19
LAB_DATA 1851617 Covid <> COVID-19
LAB_DATA 2263292 Covid <> COVID-19
LAB_DATA 1854783 Covid positive <> COVID-19 Test-Positive
LAB_DATA 2264578 Covid19 swap <> COVID-19 Swab
LAB_DATA 2264793 swap which type was positive 4/24/22 <> Swab Type Positive 04/24/2022
LAB_DATA 1861488 and a I failed blood cloth test this was why they wanted to hospitalized me D-dimer <> Blood Clot Test Failed D-Dimer
LAB_DATA 1854364 and <>
LAB_DATA 1894525 massage's prescribe <> massages prescribed
LAB_DATA 1844053 Doctor's office and he sent it out to Hospital I did have a biopsy taken they found Beyond that ruled pemphigoid <> Biopsy Positive for Negative Pemphigoid
LAB_DATA 1843902 Dose 1: 02/25/2021 EN620; Dose 2: 03/19/2021 EN6204 <> []
LAB_DATA 1843605 Dr at 4:30pm on Tuesday 11/2/2021 My doctor prescribe Benadryl and told me to take two pills every 6 hours until I felt better No test was ran Well she only check my A1C afterwards The result came back as 7.5 <> A1C was 7.5 on 11/02/2021
LAB_DATA 1865461 Dr <> Doctor
LAB_DATA 1876997 <> was
LAB_DATA 1877485 ER <> Emergency Room
LAB_DATA 1844059 initially/2nd and <> initially 2nd
LAB_DATA 1869968 Xray normal Covid test negative <> X-ray COVID-19 Test
LAB_DATA 1865290 AND <>
LAB_DATA 1906013 my <>
LAB_DATA 1877101 <> Results
LAB_DATA 1877421 EMG <>
LAB_DATA 11/30 columns 300/585 rows
LAB_DATA 1846031 and bells palsy ad <> Bell's Palsy
LAB_DATA 2267395 and <> June 2021
LAB_DATA 1857922 COVID <> COVID-19
LAB_DATA 2266007 Covid <> COVID-19
LAB_DATA 2264763 Covid 03/27/22 Test 04/28/22 positive <> COVID-19 03/27/2022 04/28/2022
LAB_DATA 2263351 COVID <> COVID-19
LAB_DATA 1860902 I did not have any testing completed. <> No
LAB_DATA 1843519 was <>
LAB_DATA 1874145 I had a COVID test and CAT-Scan whole <> COVID-19 Test CAT Scan
LAB_DATA 1858243 COVID <> COVID-19
LAB_DATA 1876658 I had a scan and there was <> Scan
LAB_DATA 1881299 I had a <>
LAB_DATA 1897518 I had a lot of blood work done and normal <> Bloodwork
LAB_DATA 1894829 I had a and COVID All of the results were <> COVID-19
LAB_DATA 1873004 I had a and an x-ray <> X-ray
LAB_DATA 1860774 I had a performed and drawn There was in my urine it noticed that <> Positive for Bloodwork Indicated
LAB_DATA 1846633 a <> an
LAB_DATA 1889513 internally <>
LAB_DATA 1857626 had an be in 11/11 <> and get tomorrow 11/11/2021
LAB_DATA 1888135 I had an and <>
LAB_DATA 1843156 I had and <>
LAB_DATA 1853686 I had and x-rays but have not received any results yet <> X-Rays Results Pending
LAB_DATA 1877710 I had done and a everything came back normal <> Normal
LAB_DATA 1843835 I had COVID blood and chest x-ray's <> COVID-19 Blood Chest x-ray
LAB_DATA 1912711 I have had a COVID test my X-ray's tests <> COVID-19 Test X-ray Testing
LAB_DATA 1869317 COVID <> COVID-19
LAB_DATA 1885759 appointment <> appointments
LAB_DATA 1861076 I lost about 15 lbs in the last eight weeks went to doctor Friday for that They did testing get a little runny nose then start cough and vomiting have been having those quite awhile It will be dry heave or snot what's my stomach overnight am throwing up food sometimes after eat just don't want loss of appetite think symptoms two months starting back now done bunch find out going on had Teledoc appt cold primary they first I'll see <>
LAB_DATA 1858110 ER <> Emergency Room
LAB_DATA 1861188 I saw my primary care doctor she ran some blood work referred me to GI Did a put in for get an they out had stone more cysts But nothing that seemed be wrong with the stomach itself They thought switching probiotic might help <> Bloodwork Stone Cyst
LAB_DATA 1861479 I for on <>
LAB_DATA 1843338 I tested positive for Covid-19 on 10/18/2021 I had blood work and CT scan done while I was in the emergency room at Hospital on 10/30/2021 <> 10/18/2021-COVID-19 Test-positive 10/30/2021-Bloodwork 10/30/2021-CT Scan
LAB_DATA 1858475 <> an
LAB_DATA 1890734 17th <> an 17
LAB_DATA 1860899 I was there a week ago Monday and came out on Saturday They did a chest x-ray <> Chest X ray
LAB_DATA 1870405 Covid test <> COVID-19 Test
LAB_DATA 1840814 I'm getting an mri and <> MRI
LAB_DATA 1909914 I've had a completed and an Everything came back normal With the they attributed results from asthma <>
LAB_DATA 1876903 Ive 3 <> I've 3rd
LAB_DATA 1843320 Just a test that came back on Friday the 29th <> Test-29th
LAB_DATA 1858768 Just a covid test that ended up being negative <> COVID-19 Test negative
LAB_DATA 1877332 COVID <> COVID-19
LAB_DATA 1853812 and <> at Brain Scan Blood Test
LAB_DATA 1890215 and <> I do not have the results
LAB_DATA 2263254 Covid <> COVID-19
LAB_DATA 1897632 slip eknee <> slipped knee
LAB_DATA 1849317 test <> tests
LAB_DATA 1889490 Covid <> COVID-19
LAB_DATA 1860948 Medical center I had testing by my GYN doctor for hormones since period cycle has been different <> Hormone Levels
LAB_DATA 1860913 came back was <>
LAB_DATA 2263197 Covid <> Covid-19
LAB_DATA 1889798 <> for tests
2 LAB_DATA N/A. <> [] [1864797, 1893696]
3 LAB_DATA N/a <> [] [1890226, 2263565, 2264632]
LAB_DATA 1861292 NGO Plasty <> Angioplasty
3 LAB_DATA NO <> [] [1843451, 1846317, 1870119]
4 LAB_DATA NONE <> [] [1843213, 1854286, 1864792, 1885414]
LAB_DATA 1846339 NOTHING <> []
4 LAB_DATA No <> [] [1846170, 1854127, 1854332, 1885243]
3 LAB_DATA No <> None [1857576, 1897793, 2264778]
LAB_DATA 1864782 No medical test or labs were performed. <> []
LAB_DATA 1905587 No medical test. <> []
LAB_DATA 1872942 No test done <> []
LAB_DATA 1843518 No test nor lab has been done anti itch <> anti-itch
LAB_DATA 1889615 No tests| just a call to NP. <> []
4 LAB_DATA No. <> [] [1843258, 1849008, 1849060, 1881218]
LAB_DATA 1884956 No. <> None
17 LAB_DATA None <> [] [1840452, 1843470, 1851061, 1851596, 1853778, 1854924, 1861835, 1870100, 1881077, 1881099, 1881101, 1885251, 1885290, 1885353, 1885858, 1888755, 1905818]
LAB_DATA 1880817 and <> an
LAB_DATA 1881057 None -Just took Nyquil that evening <> []
LAB_DATA 11/30 columns 400/585 rows
LAB_DATA 1873240 None at this time. <> None
LAB_DATA 1865150 they didnt covid <> They didn't COVID-19
3 LAB_DATA None. <> [] [1843400, 1854180, 1885846]
LAB_DATA 1858239 Noned <> None
LAB_DATA 1847011 Not applicable <> []
LAB_DATA 1846125 Not yet <> []
LAB_DATA 1843159 flu/COVID <> Flu/COVID-19
LAB_DATA 1894652 <> and
LAB_DATA 1885369 Covid-test Covid <> COVID-19 on
LAB_DATA 1905989 Covid <> COVID-19
LAB_DATA 1846098 Internal/External <> Internal and External
LAB_DATA 2266104 COVID <> COVID-19
LAB_DATA 1890523 COVID <> COVID-19
LAB_DATA 1850887 <> 19
LAB_DATA 1840696 <> 19
LAB_DATA 1893711 COVID-neg Flu-neg Strep-neg <> COVID-19 Test-Neg Flu Strep
LAB_DATA 1865468 Covid <> COVID-19
LAB_DATA 2265921 Covid <> COVID-19
LAB_DATA 1845954 SEE ABOVE <> Chest X-Ray EKG Bloodwork
LAB_DATA 1858501 toxins that suppose toxin free <> Detected That supposed Toxin It Free
LAB_DATA 1853672 Strep test <> Strep Test-Negative
LAB_DATA 1864889 test <> Negative test-Negative
LAB_DATA 1881388 scan ultra sound Was out of work sick for a week <> Blood Scan Ultrasound
LAB_DATA 2276110 20211105 <> 11/05/2021 variant
3 LAB_DATA 20211105 <> 11/05/2021 variant [2276103, 2276114, 2276117]
LAB_DATA 2276113 20211105 <> 11/05/2021 variant
LAB_DATA 2276340 20211106 <> 11/06/2021 variant
LAB_DATA 2276102 20211106 <> 11/06/2021 variant
2 LAB_DATA 20211106 <> 11/06/2021 variant [2276105, 2276108]
LAB_DATA 2276118 20211107 <> 11/07/2021 variant
LAB_DATA 2276116 20211107 <> 11/07/2021 variant
LAB_DATA 2276115 20211108 N/A <> 11/08/2021 variant n.a
LAB_DATA 2276107 20211108 <> 11/08/2021 variant
LAB_DATA 2276111 20211108 <> 11/08/2021 variant
LAB_DATA 2277573 COVID <> COVID-19
LAB_DATA 1843560 did Covid <> done COVID-19
LAB_DATA 1846320 Covid <> Covid-19
LAB_DATA 1894044 were did <> completed
LAB_DATA 1843370 Test were done on 11/3/2021 x-ray cold <> 11/3/2021-X-ray-cold and
LAB_DATA 1846863 <> and
LAB_DATA 1843686 Test <> Tests
LAB_DATA 1843599 did <> done
LAB_DATA 1861636 the <>
LAB_DATA 1843557 The doctor performed a urine analysis My <> Urinalysis
LAB_DATA 2267371 Covid <> COVID-19
LAB_DATA 1858218 complete blood count <> CBC
LAB_DATA 1850678 test <> tests
LAB_DATA 1861625 They did an on the <>
LAB_DATA 1880681 They did an for my lungs <> Lung
LAB_DATA 1889684 They did tick-born Blood was ordered I tick born and a this will be done on <> tick-borne Bloodwork
LAB_DATA 1876762 They did not perform any medical tests. <> None
LAB_DATA 1885371 and exam <> Exam
LAB_DATA 1851374 covid xray the x ray <> COVID-19 x-ray The
2 LAB_DATA averse <> adverse [1876804, 1876834]
LAB_DATA 1909974 fist <> first
LAB_DATA 1843234 wed ill <> Wednesday I'll
LAB_DATA 1857803 They tested for COVID <> COVID-19 test
LAB_DATA 1906159 covid <> COVID-19
LAB_DATA 1861103 To anemic <> Anemia
LAB_DATA 1868394 covid <> COVID-19
LAB_DATA 2263588 Dr <> doctor
LAB_DATA 1890348 corroded <> X-ray Blood work corrode Chest
LAB_DATA 1860922 Was prescribed a steriod cream based prior reaction observation of Dose 1. <> []
LAB_DATA 1877564 Went to my doctor's clinic sent me the ER from visit gave a couple different shots(Don't know what types of shots)(made sleepy but no longer felt pain after CT scan drink for <>
LAB_DATA 1890739 everything came up and <>
LAB_DATA 1846853 when doing <> When going to
LAB_DATA 1857757 X-ray and <> X-Ray
LAB_DATA 1857595 Covid Some was negative <> COVID-19 some were
LAB_DATA 1876800 XRAY ALL WERE NORMAL <> Xray Normal
LAB_DATA 11/30 columns 500/585 rows
LAB_DATA 1843834 COVID <> COVID-19
LAB_DATA 1855298 a covid test <> COVID-19 Test
LAB_DATA 1850907 Xrays <> X-ray
LAB_DATA 1860714 blood work <> Bloodwork I
LAB_DATA 1888950 <> was
LAB_DATA 1850697 blood work ekg and of <> Bloodwork EKG A
LAB_DATA 1850363 Glycohemoglovin <> Glycohemoglobin
LAB_DATA 1877365 dec <> December
LAB_DATA 1861411 covid test-negative <> COVID-19 Test Negative
LAB_DATA 1853704 covid positive <> COVID 19 Positive
LAB_DATA 1843043 covid test <> COVID-19 Test
LAB_DATA 2265901 covid <> COVID-19
LAB_DATA 2266519 covid <> COVID-19
LAB_DATA 1869873 covid <> COVID-19
LAB_DATA 1860740 covid test normal <> COVID-19 Negative
LAB_DATA 1889883 er did a which was normal <> Normal
LAB_DATA 1853681 My stool sample showed fecal lacto ferent <> Stool Sample-Showed Fecal Lactoferrin
LAB_DATA 1905558 i had xrays <> X-Rays
LAB_DATA 1890064 covid|flu strepht <> COVID-19 flu strep throat
16 LAB_DATA no <> [] [1849380, 1851211, 1853649, 1853679, 1853866, 1854834, 1858497, 1869828, 1872960, 1873362, 1873587, 1881137, 1889850, 1890680, 1897683, 1910089]
LAB_DATA 1857579 no <> None
LAB_DATA 1853771 COVID <> COVID-19
LAB_DATA 1912729 no they didn't do chest xrays or blood work they did do a covid test and it was negative <> COVID-19 Test Negative
3 LAB_DATA none <> [] [1854376, 1858444, 1858488]
LAB_DATA 1894009 none amino gablio <> Bloodwork immunoglobulin
LAB_DATA 1893823 o <> []
LAB_DATA 1894646 bloodwork antibody <> Blood work antibodies
LAB_DATA 1870022 rapid covid <> Rapid COVID-19
LAB_DATA 1886443 lab left an <> Lab-Left Normal
LAB_DATA 1877524 xray future <> X-ray further
NUMDAYS 1846216 [] <> 0.0
OFC_VISIT 1843482 [] <> Y
ONSET_DATE 1 cell of trivial non-letter differences ignored
OTHER_MEDS 191 cells of trivial non-letter differences ignored
OTHER_MEDS 1846362 I wasnt taking nothing. <> []
OTHER_MEDS 1864889 N/a <> []
4 OTHER_MEDS NONE <> [] [1840464, 1854286, 1869913, 1905626]
3 OTHER_MEDS No <> [] [1847011, 1854223, 1864904]
3 OTHER_MEDS No. <> [] [1846191, 1849008, 1881218]
9 OTHER_MEDS None <> [] [1843338, 1843370, 1843518, 1847002, 1851037, 1851295, 1851347, 1853740, 1870057]
OTHER_MEDS 1854924 None at the time of vaccination <> []
4 OTHER_MEDS None. <> [] [1847008, 1854917, 1858514, 1885846]
13 OTHER_MEDS no <> [] [1843204, 1851095, 1853647, 1853679, 1853704, 1854834, 1858413, 1861590, 1872997, 1873255, 1873355, 1881137, 1889672]
6 OTHER_MEDS none <> [] [1846146, 1853689, 1854867, 1885427, 1889883, 1910089]
3 OTHER_MEDS [] <> None [2263308, 2263350, 2265926]
OTHER_MEDS 1874145 I was breastfeeding my daughter at the time. <> None
OTHER_MEDS 1876530 I was taking nothing <> None
OTHER_MEDS 1884915 No <> None
OTHER_MEDS 2264782 None taken <> None
2 OTHER_MEDS no <> None [1855069, 1857579]
OTHER_MEDS 1843482 Zofran - for nausea <> Zofran
OTHER_MEDS 1905558 Doesn't know <> Unknown
OTHER_MEDS 1853649 I am on <>
OTHER_MEDS 1843557 I was taking <>
OTHER_MEDS 1877710 Just <>
OTHER_MEDS 1894104 probates <> Probate
OTHER_MEDS 1876979 Clairton <> Claritin
OTHER_MEDS 1873362 birth control pills-Crysell <> Cryselle
OTHER_MEDS 1861488 was the only thing I taking <>
OTHER_MEDS 1906123 TRILICIDY <> Trilicity
OTHER_MEDS 1861804 Vit D <> Vitamin D
OTHER_MEDS 1889998 Escitalopran <> Escitalopram
OTHER_MEDS 1873333 drinking <>
OTHER_MEDS 1851292 I was taking <>
OTHER_MEDS 1854196 DAILY VITITAMANS <> Daily Vitamins
OTHER_MEDS 1869869 and <>
OTHER_MEDS 1861103 dont <> Do not
OTHER_MEDS 2264575 and <>
OTHER_MEDS 1851098 FLONAZE <> Flonase
OTHER_MEDS 1890365 Meformin <> Metformin
OTHER_MEDS 2266010 Klonipin <> Klonopin
OTHER_MEDS 1905567 LYSINPROIL ASPRIN <> Lisinopril Aspirin
OTHER_MEDS 2267403 <> Vitamin
OTHER_MEDS 1855287 Yes 88 mcg <> 88mcg
OTHER_MEDS 1881299 I take <>
OTHER_MEDS 1858280 <> Vitamin
OTHER_MEDS 15/30 columns 100/762 rows
OTHER_MEDS 2264545 and <>
OTHER_MEDS 1851211 medicationn <>
OTHER_MEDS 2264697 <> and
OTHER_MEDS 1846098 Vit <> Vitamin
OTHER_MEDS 1867543 CITHROIDE <> Synthroid
OTHER_MEDS 1842992 I only take a once daily and have <>
OTHER_MEDS 1861835 I was taking a and <>
OTHER_MEDS 2264527 I was taking <>
OTHER_MEDS 1894344 0.625mgs <> 0.625mg
OTHER_MEDS 1843123 Vit <> Vitamin
OTHER_MEDS 1861085 BLOOD WORK MEDICATION <> Blood Pressure Medication
OTHER_MEDS 1894849 BLOODPRESSURE MEDS <> Blood pressure medication
OTHER_MEDS 1894454 <> 10mg
OTHER_MEDS 1869259 10 mg od <> 10mg Once Daily
OTHER_MEDS 1880424 and <>
OTHER_MEDS 1894331 120 mg od <> 120mg Once Daily
OTHER_MEDS 1860877 TOMOXITHINE GABATATINE NAXIUM <> Tamoxifen Gabapentin Nexium
OTHER_MEDS 1894525 I took and Prevcid <> Prevacid
OTHER_MEDS 1846853 and <>
OTHER_MEDS 2264556 and <>
OTHER_MEDS 1873813 tiksonton <> Tikosyn
OTHER_MEDS 1860860 I was taking and <>
OTHER_MEDS 1843320 125mcgs once a day 20mg 180mg <>
OTHER_MEDS 1843490 1 xday 1x day hrt <> HRT
OTHER_MEDS 1858112 and Magenesium <> Magnesium
OTHER_MEDS 1901961 Bupropropin <> Bupropion
OTHER_MEDS 1890044 Methotrexaie Actrema <> Methotrexate Actemra
OTHER_MEDS 1893997 sertuline trasidone and <> Sertraline Trazodone
OTHER_MEDS 1846822 <> 54 mg Fluxatine 20
OTHER_MEDS 1861192 Remcide <> Remicade
OTHER_MEDS 1860948 Vit <> Vitamin
OTHER_MEDS 2263338 and <>
OTHER_MEDS 1909354 medications <> medication
OTHER_MEDS 2264727 beta <> and Beta
OTHER_MEDS 1865251 I was taking multi-vitamins that were for me and <> Multivitamins
OTHER_MEDS 1865594 I was takin 40mg once a day 10mg at night 500mg daily <>
OTHER_MEDS 15/30 columns 200/762 rows
OTHER_MEDS 1890932 and <>
OTHER_MEDS 1865283 vitamin <> Vitamins
OTHER_MEDS 1869654 25 <>
OTHER_MEDS 1843224 vit <> Vitamin
OTHER_MEDS 1876659 cant and <> Can't
OTHER_MEDS 1909997 Meds <> Medications
OTHER_MEDS 2264970 trazadone <> Trazodone
OTHER_MEDS 1880419 I take a women <> Women's
OTHER_MEDS 1888684 I take and <>
OTHER_MEDS 1872916 I was taking and <>
OTHER_MEDS 1899979 B12 <> Vitamin B-12
OTHER_MEDS 1857626 I was taking and <>
OTHER_MEDS 1894905 Klonipin <> Klonopin
OTHER_MEDS 1865034 I take Zyzal <> Xyzal
OTHER_MEDS 1843599 1xday <> once a day
OTHER_MEDS 1857803 Vit <> Vitamin
OTHER_MEDS 1906205 0ne <> One
OTHER_MEDS 1886193 Reperdol <> Risperdal
OTHER_MEDS 1858190 I take and <>
OTHER_MEDS 1872996 LINIPRIL METOPROPLOLOL <> Lisinopril Metoprolol
OTHER_MEDS 1890219 daily multi vitamins gummie <> Daily Multivitamins Gummy
OTHER_MEDS 2266200 jantovin actos <> Jantoven Actos
OTHER_MEDS 1858374 25 mcg Synthroid 2000 IU of Vit D every day <> Synthroid 25 mcg Vitamin D 2000 IU daily
OTHER_MEDS 1846513 Flexed oil multi vitamin <> Flaxseed Oil Multivitamin
OTHER_MEDS 1858144 meds <> Medication
OTHER_MEDS 1843113 <> Vitamin
OTHER_MEDS 1846188 I do have a <>
OTHER_MEDS 1853764 Zrytec <> Zyrtec
OTHER_MEDS 1853668 I took Losartan-HCT 100mg 12.5 20mg twice a day once 180mg <> Losartan HCT
OTHER_MEDS 1881040 HSA <> HSABOX 12
OTHER_MEDS 1846767 Mophines <> Morphine
OTHER_MEDS 2264958 pentoprizol <> Pantoprazole
OTHER_MEDS 1840444 Vit <> Vitamin
OTHER_MEDS 1889798 merapex vit <> Mirapex Vitamin
OTHER_MEDS 1858445 and <>
OTHER_MEDS 1905587 Topimate <> Topiramate
OTHER_MEDS 1880311 I take Protonix <> Protoxin
OTHER_MEDS 2265895 and <>
OTHER_MEDS 2265876 vit <> Vitamin
OTHER_MEDS 2266150 Querctin <> Quercetin
OTHER_MEDS 1877309 and <>
OTHER_MEDS 2266169 Flozent Aflnase <> Flovent Flonase
OTHER_MEDS 1877345 sleep meds <> Sleep medication
OTHER_MEDS 1861228 losarten roisuvastin and <> Losartan Rosuvastatin
OTHER_MEDS 15/30 columns 300/762 rows
OTHER_MEDS 1865351 Ponazapril Carvenilol <> Benazepril Carvedilol
OTHER_MEDS 1865290 AMPOLODIPE POTONIX AND LIPORTOL <> Amlodipine Protonix Lipitor
OTHER_MEDS 1893941 dose <> dosage
OTHER_MEDS 1867645 PRANOLO ALEPRONOL SERTALINE LEVOTHYROID <> Propranolol Allopurinol Sertraline Levothroid
OTHER_MEDS 2266087 and <>
OTHER_MEDS 1885371 vit <> Vitamin
OTHER_MEDS 1855325 I took my normal medications and <>
OTHER_MEDS 1876658 I was taking a and <>
OTHER_MEDS 2264718 Lopressor <> Pressor
OTHER_MEDS 1854783 450mg daily <>
OTHER_MEDS 1890390 xyrem provisual <> Xylem Provigil
OTHER_MEDS 1897518 I was taking lisinopril/Hydrochlorothiazide and a <> Lisinopril Hydrochlorothiazide
OTHER_MEDS 1867564 METAPROL HYDROCLOXIDE AMPLODOPINE <> Metoprolol Hydrochloride Amlodipine
OTHER_MEDS 1890615 vit <>
OTHER_MEDS 1843872 Low <> Slow
OTHER_MEDS 1861861 and <>
OTHER_MEDS 1857910 and <>
OTHER_MEDS 1861397 1xday 50|000 Units a <> day 50|000Units
OTHER_MEDS 1868308 Rancourt <> Rhinocort
OTHER_MEDS 1880770 od birth oral control <> Oral Birth Control
OTHER_MEDS 1843213 ZYRTEX MULTIVATIM <> Zyrtec Multivitamin
OTHER_MEDS 1880681 and I don't remember the dose but its just standards not more than recommend amount <>
OTHER_MEDS 1906118 Amlopipin Losatan 25mgs Levothyroxin <> Amlodipine Losartan 25mg Levothyroxine
OTHER_MEDS 1857914 I take <>
OTHER_MEDS 1846413 I took my and <> Medication
OTHER_MEDS 2264565 1xday <> 1x a Day
OTHER_MEDS 1857716 with <>
OTHER_MEDS 1868446 75 mg 50 100 daily <> 75mg 50mg 100mg Daily
OTHER_MEDS 1885440 lamipal <> Lamictal
OTHER_MEDS 1843272 take and <>
OTHER_MEDS 2267368 I was taking 75mcg's and <> 75mcgs
OTHER_MEDS 1847192 Collogen type <> Collagen Type
OTHER_MEDS 1858161 I was taking a and <>
OTHER_MEDS 1865673 Vit <> Vitamin
OTHER_MEDS 1873240 Tumeric <> Turmeric
OTHER_MEDS 1851263 vit zinc <> Vitamin Zinc
OTHER_MEDS 1858110 PRN <> as needed
OTHER_MEDS 1894221 I was taking <>
OTHER_MEDS 1846482 omega 3 and <> Omega-3
OTHER_MEDS 1890064 hydrozoline lacentaprl lipatrol and dazathioprine <> Hydroxyzine Lisinopril Lipitor Azathioprine
OTHER_MEDS 1869770 Estrostet <> Estrostep
OTHER_MEDS 1843852 meds <> medications
OTHER_MEDS 1860902 I was taking and a when want to <> As Needed
OTHER_MEDS 1857664 baby <>
OTHER_MEDS 1876745 and <>
OTHER_MEDS 1851191 Yes continuous medication Thyroid of 2000 prescribed Vit Clonapin <> Vitamin 2000mg Klonpin
OTHER_MEDS 1870099 and <>
OTHER_MEDS 1843835 I was taking <>
OTHER_MEDS 1860892 2 <> Two
OTHER_MEDS 1872906 I was taking <>
OTHER_MEDS 1846923 Multi-V <> Multivitamin
OTHER_MEDS 15/30 columns 400/762 rows
OTHER_MEDS 1853686 I was taking and <>
OTHER_MEDS 1851318 2ml every three weeks it's an injection D2000iu 1 daily C500mg1 1mg once a week I take 3mg of at night <> D C
OTHER_MEDS 1864847 SINGULAIR <> Singular
OTHER_MEDS 1854320 aderol lamotrigene travodone and <> Adderall Lamotrigine Trazodone
OTHER_MEDS 1876522 VIT D VIT B VIT C MULTIVITAMIN ZINC PAIN RELIEVER-TYLENOL <> Vitamin D Vitamin B Vitamin C Multi Vitamin Zinc Tylenol Pain Reliever
OTHER_MEDS 2266006 and <>
OTHER_MEDS 1894646 I take and <>
OTHER_MEDS 1880971 Vit Arid alfusosen <> Vitamin Areds Alfuzosin
OTHER_MEDS 1861411 An 0zipic shot once aweek cebimeline <> Ozempic Shot/once a week Cevimeline
OTHER_MEDS 1857757 LAMENTINE ASPRIN ZYRTEX AND <> Lamotrigine Aspirin Zyrtec
OTHER_MEDS 2264973 omeprazole hydrochlorothiazide valsartan aspirin Apokyn <> Emepozol Hydrocothzide ValsaTrtin Aspren Apoxin
OTHER_MEDS 1854261 I was taking a and <>
OTHER_MEDS 1846339 PANTROPRAZOLE <> Pantoprazole
OTHER_MEDS 1885190 GAVAPINTIN <> Gabapentin
OTHER_MEDS 1861593 and <>
OTHER_MEDS 1877365 Amledipin meds pepcid sulfasolzine <> Amlodipine medication Pepcid Sulfasalazine
OTHER_MEDS 2264816 alopurinol <> Allopurinol
OTHER_MEDS 1851335 I take a <>
OTHER_MEDS 1876762 I was taking birth control a and <>
OTHER_MEDS 1857868 Vit <> Vitamin
OTHER_MEDS 1854817 I was taking my 100mg 25mg tab In the evening took 7.5mg 75mg 10mg a <>
OTHER_MEDS 1857618 and <>
OTHER_MEDS 1865468 Multivitamin <>
OTHER_MEDS 1853866 10 mg 50 MG ONCE A DAY <> 10mg 50mg
OTHER_MEDS 1851145 AZATHYAPRINE METROPOLOL ASPRIN ZYTERC NASACORD <> Azathioprine Metoprolol Aspirin Zyrtec Nasacort
OTHER_MEDS 1903947 Vit <> Vitamin
OTHER_MEDS 1909986 plus <> IU
OTHER_MEDS 1843156 I was taking and <>
OTHER_MEDS 1888021 Metro poll Mutlaq over the counter and <> Metoprolol Multaq
OTHER_MEDS 1868541 jardiandc <> Jardiance
OTHER_MEDS 1888630 Vit <> Vitamin
OTHER_MEDS 1877703 meds glucoma <> Medication Glaucoma
OTHER_MEDS 1877585 D3 Thentermine <> Vitamin D-3 Phentermine
OTHER_MEDS 1855298 40mgs 25mcgs mgs I was taking for my uti <> 40mg 25mcg mg
OTHER_MEDS 1844053 Vit <> Vitamin
OTHER_MEDS 1870119 relivers <> Relievers
OTHER_MEDS 1843149 od <>
OTHER_MEDS 1857702 hctz Arthritis pain <>
OTHER_MEDS 2263494 Brieo Asprin Androderm Zedia <> Breo Aspirin Anoderm Zetia
OTHER_MEDS 1869249 was taking and <>
OTHER_MEDS 1881057 Trimadol Tizanidina Buprotion <> Tramadol Tizanidine Bupropion
OTHER_MEDS 1889684 I take a the 75mcgs Loloestrin <> 75mcg Lo Lestrin
OTHER_MEDS 1880941 <> Multivitamin
OTHER_MEDS 1860696 as needed and <> PRN
OTHER_MEDS 2265982 JARDIANCE JANUMET CoQ-10 <> Jardine's Janimed Coque-10
OTHER_MEDS 1850363 I take daily 5mg 40mg 50mg 100mg 2xday <> 5 mg 40 50 100 2x day
OTHER_MEDS 1885109 Ometrazole and <> Omeprazole
OTHER_MEDS 1861342 Lipitor-(Atorvastin 1xday <> Lipitor atorvastatin once day
OTHER_MEDS 1849070 an for <>
OTHER_MEDS 1849060 for <> 150 mg od 10 2 tablets once a month
OTHER_MEDS 15/30 columns 500/762 rows
OTHER_MEDS 2263378 Irion <> Iron
OTHER_MEDS 2263369 Atorvaftatin 80ml 100-25ml <> Atorvastatin
OTHER_MEDS 1880391 I was taking and <>
OTHER_MEDS 1864830 Quetiapine Allegra Klonipin Vitamin Aleve <> Quciapina alegra klonopin vit allieve
OTHER_MEDS 1860856 Lysinathphral Alodephim <> Lisinopril Amlodipine
OTHER_MEDS 1860922 Alodephim once Quadrophenia <> Amlodipine Once Daily Quetiapine
OTHER_MEDS 2266506 thyroid meds unsure of name <>
OTHER_MEDS 1864782 At the time of vaccination I was taking <>
OTHER_MEDS 2266515 rovastin I dulara <> Rosuvastatin Eye Dulera
OTHER_MEDS 1889850 B Complex Vit <> B-Complex Vitamin
OTHER_MEDS 1851326 2ml every three weeks it's an D2000iu 1 daily C500mg1 once I take of melatonin <> Once D C Melatonin
OTHER_MEDS 2264615 men's <> meq's
OTHER_MEDS 1861227 5 mg the night before 1000 5000 units of 250 50 od in evening <>
OTHER_MEDS 1865150 Altrazolam <> Alprazolam
OTHER_MEDS 1851605 Acetaphetamine <> Acetophenazine
OTHER_MEDS 1876800 MEDCIINE REPLACEMTN <> Medicine Replacement
OTHER_MEDS 1854364 macular <> Muscular
OTHER_MEDS 1877577 2/3 <> 2 to 3
OTHER_MEDS 2264731 hydrochloriquin <> Hydroxychloroquine
OTHER_MEDS 1910222 <> 50mcg twice a day 90mg once
OTHER_MEDS 1909914 I was taking have a and <>
OTHER_MEDS 1860913 Valaciclovir <> Valacyclovir
OTHER_MEDS 1894829 Oil <> Oil3
OTHER_MEDS 1877035 Jardianece Sod Gabapintin <> Jardiance Sodium Gabapentin
OTHER_MEDS 1843209 Muti Vitamin Esterdol and <> Multivitamin Estradiol
OTHER_MEDS 1865101 Vit and Multivitamin <> Vitamin Multivitamins
OTHER_MEDS 1873004 I was taking and <>
OTHER_MEDS 1873289 LINICINIPRIL HYDROCHLOROTHIOZIDE AMLODAPINE METPHORMINE IMMODIUM <> Lisinopril Hydrochlorothiazide Amlodipine Metformin Imodium
OTHER_MEDS 1890658 Vitamins <> Vitamin
OTHER_MEDS 1880745 Novak Provocol Vit <> Norvasc Pravachol Vitamin
OTHER_MEDS 2264720 methazole <> Methazoles
OTHER_MEDS 2264567 Centram <> Centrum
OTHER_MEDS 1851124 ambion <> Ambien
OTHER_MEDS 1890034 PERAVASTAIN AMLODOPINE LEVOTHYROIXINE <> Pravastatin Amlodipine Levothyroxine
OTHER_MEDS 1857725 blood pressure Incruz Inhaler nasal spray <> Incruse Ellipta
OTHER_MEDS 2266512 crotonix flonaise <> Protonix Flonase
OTHER_MEDS 1888731 Vit <> Vitamin
OTHER_MEDS 1860993 Multi-Vitamin Vit and <> Multivitamin Vitamin
OTHER_MEDS 1853771 Med <> Medication
OTHER_MEDS 2263501 Levothyroxin Bactrum Multi Vitamin <> Levothyroxine Bactrim Multivitamin
OTHER_MEDS 1885710 <> Vitamin
OTHER_MEDS 1885951 probiotic <> Probiotics
OTHER_MEDS 1888135 I was taking PRN <> As Needed with
OTHER_MEDS 1912711 I was taking a occasional and <>
OTHER_MEDS 1909317 Budeson/formot 1/2 <> Budesonide-Formoterol 1 and a half
OTHER_MEDS 2266208 Clartin <> Claritin
OTHER_MEDS 1897793 40 milligrams 2 300 Vit 100 <> 40mg 2mg 300mg Vitamin 100mg
OTHER_MEDS 1903929 od 3 x day <> OD TID
OTHER_MEDS 1843058 I take Singulair <> Singular
OTHER_MEDS 15/30 columns 600/762 rows
OTHER_MEDS 1876688 degeneration <> Ddegeneration
OTHER_MEDS 1885243 Liposoman <> Liposomal
OTHER_MEDS 1846436 Serpraline and <> Sertraline
OTHER_MEDS 1850986 a <>
OTHER_MEDS 2263383 WELLBUTRIN and <> Wwllbutrin
OTHER_MEDS 2263373 and <>
OTHER_MEDS 1860752 125 mcg 120 mg 75 <> 125MCG 120MG 75MG
OTHER_MEDS 1840651 and <>
OTHER_MEDS 1846317 upropreion <> Uropreion
OTHER_MEDS 1884855 Yes <>
OTHER_MEDS 1843481 Norvasc <> Norvas
OTHER_MEDS 1868349 ESTERDIAL MONTALOCAS <> Estradiol Montelukast
OTHER_MEDS 1870433 daily B-Complex-Nature 1xday 1200 mg <> Nature B-Complex One 1200mg
OTHER_MEDS 1894009 once a day twice <> OD BID
OTHER_MEDS 1880612 Yes Lisinopril/HCTZ 10mg/12.5mg <> Lisinopril HCTZ 10mg 12.5mg
OTHER_MEDS 1855051 112mcgs 50mcgs and 200mgs <> 112mcg 50mcg 200mg
OTHER_MEDS 1880574 CO Q 10 <> Coenzyme Q10
OTHER_MEDS 1890153 and Muti Vitamin <> Multivitamin
OTHER_MEDS 1843451 10MG 1 WEEK 15MG NIGHT BED TIME 220 MG 10 81MG Prolocet 1200 2000 500 1000 <> Prilosec Oil
OTHER_MEDS 1877564 1xday 2x Budsodsin 30 ML <> once a twice Budesonide 30ml
OTHER_MEDS 1880794 Atorvastin Trianterine-hctz <> Atorvastatin Triamterene Hydrochlorothiazide
OTHER_MEDS 1870238 vit <> Vitamin
OTHER_MEDS 1876879 one time <> was a one-time
OTHER_MEDS 2266078 4mg <> 0.4mg
OTHER_MEDS 2265929 Cingular <> Singulair
OTHER_MEDS 2265880 and <>
OTHER_MEDS 2264531 and <>
OTHER_MEDS 1851596 and plus <> One
OTHER_MEDS 1873701 torsemide <> Trosemide
OTHER_MEDS 1910084 75MG 10MG 50MG 2MG <> 75 mg 10 50 2
OTHER_MEDS 1885517 vit Iu <> Vitamin IU
OTHER_MEDS 1868197 50 micrograms 40 mg vit Vit 1000 180 5 <> 50mg 40mg Vitamin 1000mg 180mg 5mg
OTHER_MEDS 1843178 SOOTHE SENOKOT <> Sooth Sennakot
OTHER_MEDS 1849317 lastartine 1 xday <> Losartan
OTHER_MEDS 1854457 and a <>
OTHER_MEDS 1843519 and occasional medication <>
OTHER_MEDS 1870234 120 mg 20 Meqs 25 112 mcg 100 mcgs <> 120mg da 20mg 25mg 112mcg 100mg 100mcg
OTHER_MEDS 1846794 partrate <> Tartrate
OTHER_MEDS 1873559 I take supplements and table 180mgs 500mgs 3500ui its tablets at 1000mgs <> Day 180 mg 500 3500 units 1000 once Daily Antihistamine
OTHER_MEDS 1909211 Probiotics|Mobic Buspro Vit Zyzol <> Probiotics Mobic Buspar Vitamin Xyzal
OTHER_MEDS 2266190 Asolin billberry flusexone glucosomine pro-biotic zyrtec <> Astelin Bilberry Fluticasone Glucosamine Probiotic Zyrtec
OTHER_MEDS 2264628 One <> 1
OTHER_MEDS 1860774 I was taking a and d <> daily
OTHER_MEDS 2267395 Calci <> Calcium
OTHER_MEDS 1894357 Mybetric Elmron Humera Ozembic Pilocapine Meltr <> Myrbetriq Elmiron Humira Ozempic Pilocarpine Naltrexone
OTHER_MEDS 1865641 5mg and 1mg seasonal 1300mg 5000mcg 400mg 5000 IU 600mg 2500mcg 1200mg 2500 100 <> Zinc D Elderberry Turmeric Baby Aspirin Collagen
OTHER_MEDS 1880355 BEFYLATE MULTI CETRIAZINE SYMBICORT ALBUTUROL FLO-NASE RECLAST BIOTIN CALCIUM PRETNO <> Besylate Multi s Cetirizine Symbicort Albuterol Flonase Reclast Calcium Prednisone Leflunomide
OTHER_MEDS 1846885 Mature b12 <> Nature Vitamin B12
OTHER_MEDS 1846821 For supplements I have <> two a day B
OTHER_MEDS 1893711 bur spur Vit Osempic Pi <> BuSpar Vitamin Ozempic Pirolate
OTHER_MEDS 1850696 CQ10 and Ty <> CoQ10 Tylenol
OTHER_MEDS 1843729 1xday <> once daily
OTHER_MEDS 2266097 Centurium and Ma <> Centrum Magnesium 250mg
OTHER_MEDS 1854504 c <> cats dogs
OTHER_MEDS 1846578 Levothyroxin in the morning on an empty stomach 100mcgs Lexopro Secitlaotrim once a day 20mgs tab Seterincin hydrochloride 10mg 600mgs of Turmeric Ginger r <> Levothyroxine Lexapro Black pepper extract B12 with Folic Acid B6 Glucosamine Chondroitin Bosuala Quercetin L-methionine Methylsulfonylmethane Bromelain Niacin Vegan D3
OTHER_MEDS 1854642 <> once daily
OTHER_MEDS 1876606 on <> once
OTHER_MEDS 1876903 Bastaloc Lusartin Symbalta Solfran <> Bystolic Losartan Cymbalta Zofran
OTHER_MEDS 1876834 ad <> adult
OTHER_MEDS 1885759 10 mgs 50mgs 10mgs 20 37/5/25mgs 60 hydr <> 10mg 50mg 20mg 37/5/25mg 60mg Hydroxychloroquine
OTHER_MEDS 15/30 columns 700/762 rows
OTHER_MEDS 2263485 Vit <> Vitamin
OTHER_MEDS 1874378 Ma <> Made Diphenhy
OTHER_MEDS 1858768 70mgs 80mgs Turbastanton 20mgs s <> 70 mgs 80 Atorvastatin 20
OTHER_MEDS 1858758 <> Vitamin
OTHER_MEDS 1851354 womens capsul <> Women's caps
OTHER_MEDS 1861188 2 an <> Two and Riboflavin S
OTHER_MEDS 1880817 every 8/10/2021 <> Plus Vitamin Every Linzess
OTHER_MEDS 1843159 All my current med list t <> tablets in the morning and two at
OTHER_MEDS 1861876 isosorbide metformin CHLO <> Isosorbideetformin Chlor-Trimeton Osteo B
OTHER_MEDS 1870100 berr <> Berry Pe
OTHER_MEDS 2264598 <> Metoprolo
OTHER_MEDS 2265976 even <> evening Melo
OTHER_MEDS 1849392 Advar Vit Pantop <> Advair Vitamin Pantoprazole Rosuv
OTHER_MEDS 1893823 O <> Omega 3 Vitamin B
OTHER_MEDS 2264739 tabl <> tablets at
OTHER_MEDS 1876804 and I take a ad <> Adult Brand Centroid
OTHER_MEDS 2267427 2tablets Nat <> 2 tablets Natural D-Hi
OTHER_MEDS 1889623 1xday 2xday Vit <> 1x day 2x
OTHER_MEDS 2263351 Multivit <> Multivitamins da
OTHER_MEDS 1861158 Singular 2/day Amlopine Protonic Meripax Volume Stritara Cymbota Solic <> Singulair Twice a day Amlodipine Protonix Mirapex Valium Strattera Cymbalta Folic Meth
OTHER_MEDS 1894676 prn biotin od calcium bd m <> at as needed Biotin Calcium Vitamin
OTHER_MEDS 1912784 <> 1026 Vi
OTHER_MEDS 1906157 bupropion inhalation ciclesonide <> 300 mg capsules 4 times a day 10 once 20 1 tablet Bupropion150mg 3 tables 200 inhala
OTHER_MEDS 1853681 300mgs Once a day Amlodipinebeflyt Hydrocloroxyde Zolof and multivitamins onc <> 300mgs-1 time daily Amlodipine Besylate Hydrochlorothiazide Zoloft Multivitamins once
OTHER_MEDS 1858218 <> 1000mg
OTHER_MEDS 1858501 Long acting <> Long-Acting Pota
OTHER_MEDS 1909457 I took Ostobiflex afterno <> Osteobiflex afternoon Mucinex-D 600m
OTHER_MEDS 1861127 Ellitta opht Zyr <> Ellipta Ophthalmic Zyrtec
OTHER_MEDS 1869317 I was taking HCTZ <> Hydrochlorothiazide C Glucosamine
OTHER_MEDS 1840814 I was taking Synthroid1/12 Claritin10mgs NA40mgs Ezetimibe10mgs nebulizer as <> Synthroid 1/12 Vitamin Claritin 10mgs NA 40mgs Ezetimibe 10 mgs Nebuliz
OTHER_MEDS 1858099 per 3/125mg 2x day Fenofibrate t <> a 3.125mg twice Fenof
OTHER_MEDS 1884982 I was taking and take 25mgs two is 112mgs one table 60mgs prebe <> 25mg 2 112mg 1 tablet 60mg Prebezot 15mg capsules times day Abilify Lipi
OTHER_MEDS 1858436 In i take 1000iu I also took and Ator <> 1000 IU Atorvastatin 20 mgs at night Kardince 25mgs Once Omepraz
OTHER_MEDS 1846519 100MCG 5 MCG 100 MG 50|000 Units everyday Salin <> 100mcg 5mcg 100mg 50|000units daily Saline Nasal Spray ev
OTHER_MEDS 1865936 2000unites vitamin I take s <> 2000 units Supplement w
OTHER_MEDS 1865089 Turm <> Qunel Turmeri
OTHER_MEDS 2265993 L-Methyl folate Glucosamin <> L-Methylfolate Glucosamine
OTHER_MEDS 1868297 1000 mg bd 10 od 3 weekly 180 80 40 81 Aspirin Multivitamin o <> 1000mg Once Daily 10mg 3mg Weekly 180mg 80mg 40mg Onc
OTHER_MEDS 1909818 mo <> morni
OTHER_MEDS 1857595 15 milligram 7.5 milligrams a day Xanaflex 4 12 Buproion 150 100 <> 15mg to 7.5mg daily Zanaflex 4mg 12mg Bupropion 150mg 100mg Metformin 500mg Trazadone Losartan 50mg Am
OTHER_MEDS 1889524 Mutivitamin Vit Boitin <> Multivitamin Vitamin Biotin
OTHER_MEDS 1873072 Prevasid 2xday Baclosen 3xday Fenosibrate <> Prevacid 2xday Baclofen 3xday Fenofibrate
OTHER_MEDS 1877421 5 mg 1/2 tab od 25 54 80 150 50 multivitamin fish oil vitamin D Co-Q-10 calcium lutein <> 0.5mg half a tablet once daily 25mg 54mg 80mg 150mg 50mg 5mg
OTHER_MEDS 1898195 E I use to take more s but I'm not finding my support with melatonin THC CBN biotin <> 1400mg 5000mg 200mcg 1000mg E20mg 25mg 150mg 750 mg 6000mg Biotin 3000mg C D Zinc 11mg D3 25mcg Suppo
OTHER_MEDS 2266019 Ginge <> ginger Contour next tes
OTHER_MEDS 1858243 a prev <> prevent migrain
OTHER_MEDS 1861402 np 120 mg bupropion 150 200 25 metformin 500 4 spironolactone serteline 50 <> NP 120mg Bupropion 150mg 200mg 25mg Metformin 500mg 4x Spironolactone Sertraline 50mg dai
OTHER_MEDS 1894894 Topiramate N <> Nighttime Eye
OTHER_MEDS 1890348 Ultra Tripl <> Ultra-Triple Action
OTHER_MEDS 1854673 garg <> gargline insu
OTHER_MEDS 1851089 Norco gabapentin stool softener Celebrex <> Daily 81mg 300mg 1xDay 100mg 2 5mg 2xDay 40mg 1/2 8 Pills 1xWeek 20
OTHER_MEDS 1906235 ZERTEC VIT 2000IU PETSID CLOPIDAGRIL METROTREXATE ONCE THY <> Zyrtec 20mg Vitamin 2000 IU Pepcid Clopidogrel Methotrexate tablet THYROID E Al
OTHER_MEDS 1884949 25 mg flor Astor 225 flouride hrs 20 450 100 Flona <> 25mg FlorAstor 225mg Fluoride 2mg hours 20mg 450mg 100mg 10mg Flonase puf
OTHER_MEDS 1865358 mag iodine 5 drops <> Magnesium Iodin
OTHER_MEDS 1881380 Chromoline allergra pepside <> Chromaline Allegra Pepcid Ty
OTHER_MEDS 1858444 aci <> Acid 800mg Dai
OTHER_MEDS 2264823 and e <> eight treasures A
PRIOR_VAX 26 cells of trivial non-letter differences ignored
PRIOR_VAX 1843709 flu <> Flu vaccine
PRIOR_VAX 1854320 flu tedap and MMR <> Flu Tdap MMR
PRIOR_VAX 1857824 flu and shingles <> Flu Shingles
PRIOR_VAX 1897683 1st covid shot for J J <> 1st COVID-19 shot J&J
PRIOR_VAX 1860945 sore arm-influenza shot <> Influenza Shot Sore Arm
PRIOR_VAX 1885846 then <> than
PRIOR_VAX 1890147 fluish <> flu like
PRIOR_VAX 1889471 close <> closed
PRIOR_VAX 1840452 COVID <> COVID-19
PRIOR_VAX 2264556 COVID <> COVID-19
PRIOR_VAX 1853668 2000's <> 2000
PRIOR_VAX 1853681 covid <> COVID-19
PRIOR_VAX 1858388 Covid <> COVID-19
PRIOR_VAX 1893714 Covid <> COVID-19
PRIOR_VAX 1843742 Second ruff <> 2nd rough
PRIOR_VAX 1855334 2015-Swolen lymphnodes <> 2015 Swollen Lymph Nodes
PRIOR_VAX 1894601 COVID <> COVID-19
PRIOR_VAX 1912711 had <>
PRIOR_VAX 1884903 CoVid <> COVID-19
PRIOR_VAX 1880634 Hepetitis <> for Hepatitis
PRIOR_VAX 1843630 <> I
PRIOR_VAX 1877101 tigh paralzed <> thigh paralyzed
PRIOR_VAX 1857914 Second <> 2nd
PRIOR_VAX 1860833 Covid dose)-I <> COVID-19 dose I
PRIOR_VAX 1905989 Covid <> COVID-19
PRIOR_VAX 1850363 another since <> from
PRIOR_VAX 1912943 Covid <> COVID-19
PRIOR_VAX 2266007 Covid <> COVID-19
PRIOR_VAX 1877710 Energix <> Engerix
PRIOR_VAX 1872960 <> and
PRIOR_VAX 1846830 Covid <> COVID-19
PRIOR_VAX 1858220 <> 19
PRIOR_VAX 1885317 medications <> medication
PRIOR_VAX 1870100 Covid <> COVID-19
PRIOR_VAX 1894894 COVID <> COVID-19
PRIOR_VAX 1854364 COVID <> COVID-19
PRIOR_VAX 1855069 COVID <> COVID-19
PRIOR_VAX 1857868 COVID <> COVID-19
PRIOR_VAX 1858758 not <>
PRIOR_VAX 1888929 with in when <> within When t
PRIOR_VAX 16/30 columns 100/119 rows
PRIOR_VAX 2267368 COVID days <> COVID-19 day
PRIOR_VAX 1861227 hrs since <> hours sin
PRIOR_VAX 1846822 COVID joints <> COVID-19 join
PRIOR_VAX 1853771 COVID thro <> COVID-19 thr
PRIOR_VAX 1853866 COVID wee <> COVID-19 we
PRIOR_VAX 1893941 yrs fl <> years f
PRIOR_VAX 1846869 shot-2 sever out <> shot Severe o
PRIOR_VAX 1884960 whol <> whole ye
PRIOR_VAX 1890618 90;s gett <> 90s gettin
PRIOR_VAX 1885172 vaccine(2010 fever <> in 2010 f
PRIOR_VAX 1898191 Differ <> Differe
PRIOR_VAX 1885371 ove <> over
PRIOR_VAX 1840597 test <> testin
PRIOR_VAX 1884949 04/21/2021-irregular dr <> 04/21/2021 irregular dra
PRIOR_VAX 1865599 ho <> h
PRIOR_VAX 1891014 Thimersol 5mins hours <> Thiomersal within 5 mins
RECOVD 1861630 [] <> U
RECOVD 1894894 U <> N
SEX 1885817 F <> M
SPLTTYPE 1 cell of trivial non-letter differences ignored
5 SPLTTYPE [] <> vsafe [1843786, 1889615, 2263369, 2264986, 2267394]
SPLTTYPE 1876606 vasfe <> vsafe
STATE 1869631 [] <> AZ
STATE 1857807 CO <> CA
STATE 1860877 FL <> GA
3 STATE KS <> KY [1876804, 1876834, 1876903]
STATE 1846031 [] <> NC
STATE 1890034 WA <> NC
STATE 1843043 [] <> PA
STATE 1889998 [] <> WI
SYMPTOM_TEXT 193 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1906277 hrs <> hours were
SYMPTOM_TEXT 1894517 CoVid was <> COVID-19 were
SYMPTOM_TEXT 1893700 really <>
SYMPTOM_TEXT 1890471 in throubing head ache form <> within throbbing headache from
SYMPTOM_TEXT 1864744 has <> have
SYMPTOM_TEXT 1885951 a hear 05/24/2021-I <> A ear 05/24/2021 I
SYMPTOM_TEXT 1846607 experience <> experiencing
SYMPTOM_TEXT 1890626 04/02/2021-extreme heart beat were <> 04/02/2021 extreme heartbeat where
SYMPTOM_TEXT 1849008 day <> days
SYMPTOM_TEXT 2264790 <> my of
SYMPTOM_TEXT 1869790 sleep apnea|11/22/2021 echocardiogram <> Sleep Apnea 11/22/2021 an Echocardiogram
SYMPTOM_TEXT 2263258 COVID <> COVID-19
SYMPTOM_TEXT 2265868 COVID Alieve <> COVID-19 Aleve
SYMPTOM_TEXT 1854817 low grade wasn't Covid 19 really dr <> low-grade couldn't COVID-19
SYMPTOM_TEXT 1857776 than <> then
SYMPTOM_TEXT 1897632 told go <>
SYMPTOM_TEXT 1857872 Dr <> doctor
SYMPTOM_TEXT 1843209 COVID 19 breath open heart <> COVID-19 open-heart
SYMPTOM_TEXT 1846084 Dr because <> doctor
SYMPTOM_TEXT 1880419 and taking <> I taken
SYMPTOM_TEXT 1861227 mins GI Through out NP PCP <> gastrointestinal Throughout nurse practitioner primary care physician
SYMPTOM_TEXT 1857959 were <> where
SYMPTOM_TEXT 1885319 Dr <> a doctor
SYMPTOM_TEXT 1858190 starting <> started
SYMPTOM_TEXT 1873199 weathered <> weather
SYMPTOM_TEXT 1880418 <> an
SYMPTOM_TEXT 1848982 Vomit a <> Vomiting
SYMPTOM_TEXT 1869657 began <> begun
SYMPTOM_TEXT 1869259 an <>
SYMPTOM_TEXT 1876986 <> and until
SYMPTOM_TEXT 1897793 11/9/21 730am <> 11/09/21 7:30am
SYMPTOM_TEXT 1910261 seem Seen <> seemed saw
SYMPTOM_TEXT 1909645 17Nov2021 24Nov2021 <> November 17 2021 24
SYMPTOM_TEXT 1840452 COVID <> COVID-19
SYMPTOM_TEXT 1876659 neck.13Nov2021 dermatologists didnt <> neck 13Nov2021 dermatologist didn't
SYMPTOM_TEXT 1846793 fatiqed light headed covid halunation diareahhea <> No The fatigued lightheaded COVID-19 Hallucination diarrhea
SYMPTOM_TEXT 1849380 fix <> fixed the
SYMPTOM_TEXT 1885433 word were cant <> words where can't
SYMPTOM_TEXT 1909362 follow am able <> followed can
SYMPTOM_TEXT 1885291 3/1/2021)Later resloved <> 3/1/2021 Later resolved
SYMPTOM_TEXT 1842977 Covid 19 covid <> COVID-19
SYMPTOM_TEXT 1873255 3-5mins 30mins 1 2 nd covid <> 3-5 minutes 30 1st 2nd COVID-19
SYMPTOM_TEXT 1840728 mephylprednisolone And <> methylprednisolone
SYMPTOM_TEXT 1909903 COVID <> COVID-19
SYMPTOM_TEXT 2263485 at cvs covid breakthru <> COVID-19 breakthrough
SYMPTOM_TEXT 2267394 Symptom's an <> Symptoms and
SYMPTOM_TEXT 1854699 day cardio version Dr <> days cardioversion
SYMPTOM_TEXT 1858412 inhive <> in hives
SYMPTOM_TEXT 1671602 English <>
SYMPTOM_TEXT 1860956 3 and allergies COVID in 17th till august Its <> A three My allergy were COVID-19 are In seventeenth then until August It has
SYMPTOM_TEXT 1904066 SO CHECK UP GET DOCTOR'S NOTE THEY <> a checkup get doctors note The
SYMPTOM_TEXT 1885414 PULPATATION AWAY <> palpitation way
SYMPTOM_TEXT 1893711 post nasal were of still <> postnasal was
SYMPTOM_TEXT 2263197 covid <> COVID-19
SYMPTOM_TEXT 1869631 arm(left than <> left arm then
SYMPTOM_TEXT 1861397 annulare <> annular
SYMPTOM_TEXT 1854673 a covid SO i m The sent back hematologist <> A COVID-19 They set an Hematologist
SYMPTOM_TEXT 1861373 looked testing Truiligy COVID <> look test Trilogy COVID-19
SYMPTOM_TEXT 1860774 check up am able to <> checkup can
SYMPTOM_TEXT 1854761 COVID <> COVID-19
SYMPTOM_TEXT 1843835 twelve third <> 12 3rd
SYMPTOM_TEXT 1909604 Dr <> doctor
SYMPTOM_TEXT 1861188 <> I saw my primary care doctor and she ran some blood work referred me to GI Did a pelvic exam put in for get an Abdominal CT they found out had Kidney stone more cysts But nothing that seemed be wrong with the stomach itself They thought switching probiotic might help
SYMPTOM_TEXT 1846782 nausea <> nauseous
SYMPTOM_TEXT 1881137 48 hour Juvederm <> 48-hour Juv derm
SYMPTOM_TEXT 1889798 about last em And the refereed <> About lasted me The referred an
SYMPTOM_TEXT 1880550 Dalaresp <> Daliresp
SYMPTOM_TEXT 1858444 mem <> me
SYMPTOM_TEXT 1843746 COVID <> COVID-19
SYMPTOM_TEXT 1840698 actually ultra sound don?t <>
SYMPTOM_TEXT 1905818 really <>
SYMPTOM_TEXT 1894829 five <> 5
SYMPTOM_TEXT 1846822 COVID Every thing <> COVID-19 Everything are
SYMPTOM_TEXT 1858166 tow <> two
SYMPTOM_TEXT 21/30 columns 100/896 rows
SYMPTOM_TEXT 1851205 Mt <> My
SYMPTOM_TEXT 1877487 potion <> portion
SYMPTOM_TEXT 1843902 and some <> but a
SYMPTOM_TEXT 1860902 2 <> two
SYMPTOM_TEXT 1885605 opt homology told <> optamologist Told
SYMPTOM_TEXT 1865150 hadn't on <> haven't It take
SYMPTOM_TEXT 1874161 <> I
SYMPTOM_TEXT 1881299 felt <> fell
SYMPTOM_TEXT 1851228 COVID <> COVID-19
SYMPTOM_TEXT 1854549 HAD TENNITUS <> got Tinnitus
SYMPTOM_TEXT 1857892 much when 2Jul2021 Lupus have <> went the July I must
SYMPTOM_TEXT 1843258 3nd seen <> 3rd saw
SYMPTOM_TEXT 1876803 suppose a <> supposed an
SYMPTOM_TEXT 1851037 On <> In
SYMPTOM_TEXT 1858514 experience <> experienced
SYMPTOM_TEXT 2263594 Dr <> Doctor
SYMPTOM_TEXT 1847002 Covid <> COVID-19
SYMPTOM_TEXT 1864782 COVID <> Covid-19
SYMPTOM_TEXT 1846888 COVID <> COVID-19
SYMPTOM_TEXT 1877345 after really covid <> After an COVID-19
SYMPTOM_TEXT 1843490 may covid Doctor xray alvesco <> May COVID-19 x-ray Alvesco an
SYMPTOM_TEXT 1850834 moths loose <> months 19 lose
SYMPTOM_TEXT 2267447 Covid <> COVID-19
SYMPTOM_TEXT 1890073 fell covid <> feel COVID-19
SYMPTOM_TEXT 2264562 COVID Covid after <> COVID-19
SYMPTOM_TEXT 1851620 <> the
SYMPTOM_TEXT 1912943 Covid really <> COVID-19
SYMPTOM_TEXT 1890690 <> have
SYMPTOM_TEXT 1840708 but around 8:30/9:00 Benedryl <> 8:30 or 9:00 Benadryl
SYMPTOM_TEXT 1855069 COVID an Engality Note <> COVID-19 Emgality
SYMPTOM_TEXT 1846620 Covid <> COVID-19
SYMPTOM_TEXT 1861411 breath <> breathe
SYMPTOM_TEXT 1843213 MILD HEADACHES <> a mild headache
SYMPTOM_TEXT 1865334 COVID <> COVID-19
SYMPTOM_TEXT 1890034 EXHAUSATION AND AWAY <> exhaustion after
SYMPTOM_TEXT 1897577 MONTHS IT LASTED I CAT SCAN <> had CT Scan it
SYMPTOM_TEXT 1865290 VACCIANTION HRS WS <> vaccination hours an
SYMPTOM_TEXT 1889672 week diarearra Apr months hasimotos Oct2021 Mentrual 14Oct2021 difibalator sep OBGYN b12 hvg endorscopy dec2021 havent <> diarrhea April October Months Hashimoto's Menstrual defibrillator September OB/GYN B12 having December Haven't
SYMPTOM_TEXT 2265901 covid <> COVID-19
SYMPTOM_TEXT 1890932 prescribe <> prescribed
SYMPTOM_TEXT 2267427 COVID <> COVID-19
SYMPTOM_TEXT 2264786 Ic still <>
SYMPTOM_TEXT 1909451 moved COVID <> move COVID-19
SYMPTOM_TEXT 1905626 A ASPRIN IT'S <> an aspirin its
SYMPTOM_TEXT 2266383 None stated <> Again after about 2 months after the vaccination for dose 3 I started with this stuff again I would get up and do my daily routine I would be getting ready for work and in 30 minutes in I would have to sit down again Also at this time my heart palpitations began to increase to daily and again this time I was driving to work it was like bam I hit the wall I did not really hit the wall I had palpitations I was aware that my heart was beating faster and I was aware that I was not able to catch my breath I was driving and I felt like I was going to pass out again I was able to instinctively try to slow my heart rate down I went to ER and they did the tests again and did not find any thing new they had me f/u with cardiologist Also at this time my 2 middle fingers in my right hand middle and ring finger one morning I woke up and they hurt and they were very stiff They would get better throughout the day and then I'd go to bed and then start over all over again the next day The other thing is that both of my knees had swelled It was very painful because it was difficult to walk it took about a week for those the resolve My fingers are still sensitive but the pain level is not like before I have had a ton of blood work I wore a heart halter monitor carotid artery ultrasound another echocardio graham I have seen endocrinology rheumatology and blood work looked great During all of this an ultrasound of my neck and I have nodules in my thyroid they want to do a biopsy which was benign Nuclear stress test next week
SYMPTOM_TEXT 1876979 Letharthy ammoxilin sept <> Lethargy Amoxicillin September to
SYMPTOM_TEXT 1843557 <> flow
SYMPTOM_TEXT 1885844 ibuphrohin havinhgslight nasue <> Ibuprofen having light nausea
SYMPTOM_TEXT 1870090 really <>
SYMPTOM_TEXT 1846114 can not of time <> cannot
SYMPTOM_TEXT 2267526 have <> has
SYMPTOM_TEXT 1846962 covid <> COVID-19
SYMPTOM_TEXT 1861228 limpnodes <> lymph nodes
SYMPTOM_TEXT 1880971 4 temp but COVID 2 <> four days temperature two
SYMPTOM_TEXT 1843605 starting red-ish left hand prescribe ran check <> started reddish left-hand prescribed run checked
SYMPTOM_TEXT 1880770 week every thing AE <> weeks because they everything adverse event or but
SYMPTOM_TEXT 1880355 CONTINOUS <> continuous and
SYMPTOM_TEXT 1858110 Oct ER <> October Emergency Room
SYMPTOM_TEXT 1868197 intermentilly <> intermittently
SYMPTOM_TEXT 1858307 17AUg Aug <> 17 August
SYMPTOM_TEXT 1851150 Jul2021 <> July 2021
SYMPTOM_TEXT 1858357 Rash <> and rash
SYMPTOM_TEXT 1877332 again <>
SYMPTOM_TEXT 1861192 both xray <> Each x-ray
SYMPTOM_TEXT 2263588 Dr underlining <> doctor Doctor underlying
SYMPTOM_TEXT 2263326 COVID <> COVID-19
SYMPTOM_TEXT 2263501 COVID <> COVID-19
SYMPTOM_TEXT 2230214 : Induction of robust cellular and humoral immunity against SARS-CoV-2 after a third dose of BNT162b2 vaccine in previously unresponsive older adults <>
SYMPTOM_TEXT 2230221 Induction of robust cellular and humoral immunity against SARS-CoV-2 after third dose BNT162b2 vaccine in previously unresponsive older adults CoV <>
SYMPTOM_TEXT 2168338 white <>
SYMPTOM_TEXT 2266044 Covid <> COVID-19
SYMPTOM_TEXT 2266068 Covid <> COVID-19
SYMPTOM_TEXT 1858112 Covid Jan2021 no GI 2nd 9Jul2021 diareahha PCP 11Oct2021 24Oct 20Oct 1 ER <> COVID-19 January 2021 No Gastrointestinal second July 9th diarrhea Primary Care Physician October 11th On 24th 20th one Emergency Room
SYMPTOM_TEXT 2266515 Covid <> COVID-19
SYMPTOM_TEXT 21/30 columns 200/896 rows
SYMPTOM_TEXT 1846436 COVID 19 she Covid Blood <> COVID-19 I blood
SYMPTOM_TEXT 2264541 Covid <> COVID-19
SYMPTOM_TEXT 2266015 Covid <> COVID-19
SYMPTOM_TEXT 2265887 Covid <> COVID-19
SYMPTOM_TEXT 2263292 Covid <> COVID-19
SYMPTOM_TEXT 1861151 23 4 6 <> twenty-three four six Cycle Small Intestinal Bacterial Overgrowth
SYMPTOM_TEXT 1860877 REALLY TIRED DI 16 HOURS <> very tired did sixteen hours
SYMPTOM_TEXT 1851335 COVID <> COVID-19
SYMPTOM_TEXT 1885371 Covid check up <> it I COVID-19 checkup
SYMPTOM_TEXT 2267442 Covid <> COVID-19
SYMPTOM_TEXT 2266008 Covid <> COVID-19
SYMPTOM_TEXT 1870405 COVID <> COVID-19
SYMPTOM_TEXT 1853804 breathe affect COVID <> breath effect COVID-19
SYMPTOM_TEXT 1846594 ear wax infection COVID <> earwax Ear Infection COVID-19
SYMPTOM_TEXT 1854565 and <>
SYMPTOM_TEXT 1870134 <> Describe the adverse event(s)| treatment| and outcome(s)| if any: (symptoms| signs| time course| etc.)
SYMPTOM_TEXT 1854867 DIAREA <> Diarrhea
SYMPTOM_TEXT 1885440 doc 26apr2021|4/7/2021 didnt or masectomy <> Doctor visit 26Apr2021 4/7/2021 didn't of Mastectomy
SYMPTOM_TEXT 1840444 COVID <> COVID-19
SYMPTOM_TEXT 1890187 noses <> and nose
SYMPTOM_TEXT 1849317 within doctors test 1 st <> Within doctor tests 1st
SYMPTOM_TEXT 1890044 lose <> loss
SYMPTOM_TEXT 1846396 28aug2021 28Aug-15sep2021 <> August 28 2021 28-September 15
SYMPTOM_TEXT 1869913 <> but
SYMPTOM_TEXT 1861616 Lymph dose <> Lymph node
SYMPTOM_TEXT 1854320 and pain <> Pain
SYMPTOM_TEXT 1890561 COVID <> an COVID-19
SYMPTOM_TEXT 1851602 X-Ray on an in to <> X Ray into
SYMPTOM_TEXT 1853764 day.-went were <> day went was
SYMPTOM_TEXT 1877101 for notes 7Nov its <> For nodes 7 November and on it's
SYMPTOM_TEXT 1843877 40mins Nausea And at 100.3 Body <> Forty minutes nausea At 100.3F body
SYMPTOM_TEXT 1877696 <> used
SYMPTOM_TEXT 1870185 Fours <> Four
SYMPTOM_TEXT 1877330 really pretty took look in regards <> looked regarding
SYMPTOM_TEXT 1877524 It?s it?s <> It's it's is
SYMPTOM_TEXT 2263351 COVID <> COVID-19
SYMPTOM_TEXT 1842979 diareahha <> diarrhea
SYMPTOM_TEXT 1858413 COVID 21Nov2020 Aug Oct <> COVID-19 21 November 2020 August October
SYMPTOM_TEXT 1881218 COVID Jan2021 Aug2021 <> COVID-19 January 2021 August
SYMPTOM_TEXT 1861103 Covid Oct2020 sleeps can't stomach ache 2.5 Aug couldn't 12Feb2021 <> COVID-19 October 2020 cannot stomachache two a half August not February 12
SYMPTOM_TEXT 1904061 DOCTOR'S THE TEMPRETURE <> the doctors
SYMPTOM_TEXT 1904102 back-when <> a When
SYMPTOM_TEXT 1885817 empierced a <> experienced an
SYMPTOM_TEXT 976741 Pfizer First Connect <>
SYMPTOM_TEXT 1857800 relive due <> relief Due
SYMPTOM_TEXT 1869898 Heachaches <> Headaches of
SYMPTOM_TEXT 1858336 <> trouble and
SYMPTOM_TEXT 1851125 <> and
SYMPTOM_TEXT 1840464 HEART PUPATAION AND SWEATS AND FATIGUE <> Heart Palpation Sweats Fatigue
SYMPTOM_TEXT 1865196 rythem <> rhythm
SYMPTOM_TEXT 1894889 its casues <> Heart it's causes
SYMPTOM_TEXT 1851184 Eyes <> and eyes
SYMPTOM_TEXT 1864830 <> ABRAHAM SANDERS 6469622333
SYMPTOM_TEXT 1853906 aplite These <> am appetite This
SYMPTOM_TEXT 1853672 <> am It me
SYMPTOM_TEXT 1843123 covid <> COVID-19
SYMPTOM_TEXT 1890215 <> that
SYMPTOM_TEXT 1861299 subsided <> subside
SYMPTOM_TEXT 1858764 which <> hour
SYMPTOM_TEXT 1847184 as continuing any 2021 <> As Any
SYMPTOM_TEXT 1858501 me <> my
SYMPTOM_TEXT 2264731 Covid19 breathe <> COVID-19 breath
SYMPTOM_TEXT 2263377 COVID <> COVID-19
SYMPTOM_TEXT 2264644 Covid19 breathe <> COVID-19 breath
SYMPTOM_TEXT 1869873 fatigues a covid test sand <> fatigued COVID-19 tests
SYMPTOM_TEXT 1877710 post nasal than Affren <> postnasal Then Afrin
SYMPTOM_TEXT 1850186 Dr its on going <> doctor it's ongoing
SYMPTOM_TEXT 21/30 columns 300/896 rows
SYMPTOM_TEXT 1894799 didn?t BP wouldn?t It?s it?s I?ve doesn?t <> didn't pressure wouldn't It's it's I've doesn't Still
SYMPTOM_TEXT 1873499 when in <> who is
SYMPTOM_TEXT 1853679 COVID <> COVID-19
SYMPTOM_TEXT 1854052 use Humara bc <> used Humira because
SYMPTOM_TEXT 1858280 than stop An m eye's <> stops A
SYMPTOM_TEXT 1865074 was <>
SYMPTOM_TEXT 1855325 sever <> severe
SYMPTOM_TEXT 1858768 experience for my turn <> experienced turned
SYMPTOM_TEXT 2263350 COVID <> COVID-19
SYMPTOM_TEXT 1843828 vale <> valve
SYMPTOM_TEXT 1857910 tela-medicine COVID resolved <> tele-medicine COVID-19 resolve
SYMPTOM_TEXT 1868325 exp <> experienced
SYMPTOM_TEXT 2264767 <> do
SYMPTOM_TEXT 1877577 loss 20LBS <> lost 20 LBS
SYMPTOM_TEXT 1869795 rise <> a raise
SYMPTOM_TEXT 1909309 COVID low grade within everyday covid i loosing virus happening same area at end March then June Covid Everything body has weird since <> COVID-19 low-grade Within every losing COVID-19virus
SYMPTOM_TEXT 1846191 to bother getting a COVID <> did do COVID-19
SYMPTOM_TEXT 1889490 covid <> COVID-19
SYMPTOM_TEXT 2267523 covid <> COVID-19
SYMPTOM_TEXT 2265965 Dr anti-body <> doctor antibody
SYMPTOM_TEXT 1909972 <> got
SYMPTOM_TEXT 1857914 <> I
SYMPTOM_TEXT 1851326 Covid <> COVID-19
SYMPTOM_TEXT 1851318 Covid <> COVID-19
SYMPTOM_TEXT 1843872 after So I'm <> That After am
SYMPTOM_TEXT 1909986 COVID <> COVID-19
SYMPTOM_TEXT 1846634 gt COVID <> got COVID-19
SYMPTOM_TEXT 1846330 effects COVID didn?t <> affects COVID-19 didn't
SYMPTOM_TEXT 1846320 covid sent <> COVID-19
SYMPTOM_TEXT 1888668 because but I?ve <> I've
SYMPTOM_TEXT 1873786 Nov <> November
SYMPTOM_TEXT 1853825 symptom <> symptoms
SYMPTOM_TEXT 1906447 cough.I covid <> cough COVID-19
SYMPTOM_TEXT 1910233 COVID <> COVID-19
SYMPTOM_TEXT 1840696 COVID lost Vit <> COVID-19 a loss Vitamin
SYMPTOM_TEXT 2263384 I had COVID <> I had COVID-19
SYMPTOM_TEXT 1885907 is taste <> are tastes
SYMPTOM_TEXT 1857664 ran <> run
SYMPTOM_TEXT 1894323 leave <> left
SYMPTOM_TEXT 1890378 SOB <> shortness of breath severe severed
SYMPTOM_TEXT 1880384 fatigue contact <> a fatigued contacted
SYMPTOM_TEXT 1890128 I had headache <> I had a headache
SYMPTOM_TEXT 1906123 COUPL EOF COVID <> couple of COVID-19
SYMPTOM_TEXT 1857686 one sided doctor.My exp away.My both was to.Im <> one-sided My has experiencing away each were I'm
SYMPTOM_TEXT 1851095 Pulpel it on <> Pulpal is On
SYMPTOM_TEXT 1843698 endocronologist ask <> endocrinologist asks
SYMPTOM_TEXT 1857821 u <> an
SYMPTOM_TEXT 1843630 awhile <> which while
SYMPTOM_TEXT 1870091 through symptom non egg COVID Right <> throughout those non-egg COVID-19 right
SYMPTOM_TEXT 1877237 really <>
SYMPTOM_TEXT 1846884 noses call talk <> nose called take
SYMPTOM_TEXT 1865586 on <>
SYMPTOM_TEXT 1888993 in use <> of than used
SYMPTOM_TEXT 1846847 lost <> loss
SYMPTOM_TEXT 1894855 <> a
SYMPTOM_TEXT 1851152 prescript <> the prescribed
SYMPTOM_TEXT 2263215 COVID <> COVID-19
SYMPTOM_TEXT 1840459 issues My try medicine wind <> had issue tried medicines worked wound an It
SYMPTOM_TEXT 1855341 deficate <> defecate a
SYMPTOM_TEXT 1851374 Pac <> Pack
SYMPTOM_TEXT 1840814 prescribe <> prescribed
SYMPTOM_TEXT 1870190 Dr <> doctor
SYMPTOM_TEXT 1843338 <> also experienced a of COVID-19
SYMPTOM_TEXT 1843642 tiredness <> was tired
SYMPTOM_TEXT 1857489 COVID <> COVID-19
SYMPTOM_TEXT 1860993 and have fatigue <> My having a fatigued
SYMPTOM_TEXT 1885846 go <> gone
SYMPTOM_TEXT 1864889 this <> was these
SYMPTOM_TEXT 1889883 48hours torodol benadyrl zofran i anti inflammatory pcp inflammatorty cyclobenzaprine meds mri neurologists gabapentin <> 48 hours They Benadryl Zofran anti-inflammatory PCP Cyclobenzaprine MRI neurologist He Gabapentin
SYMPTOM_TEXT 1858497 self managed doctors J bc <> self-managed doctor's J&J because
SYMPTOM_TEXT 1894136 am pains <> pain
SYMPTOM_TEXT 1885427 doctors covid <> doctor's COVID-19
SYMPTOM_TEXT 1890132 Covid <> COVID-19
SYMPTOM_TEXT 1843320 apt <> apartment
SYMPTOM_TEXT 1865672 nauseas affection <> nauseous infection
SYMPTOM_TEXT 1880379 <> or an was
SYMPTOM_TEXT 1893912 diarrheic <> diarrhea
SYMPTOM_TEXT 21/30 columns 400/896 rows
SYMPTOM_TEXT 1858396 sincerity that <> sensitivity hat
SYMPTOM_TEXT 1877564 abdomin <> abdomen Went to doctor's clinic sent me the ER from visit gave a couple different shots Don't know what types of made sleepy but no longer felt after CT scan drink for Normal
SYMPTOM_TEXT 1873813 I Nov <> It November
SYMPTOM_TEXT 1858132 serve <> severe
SYMPTOM_TEXT 2266085 Covid <> COVID-19
SYMPTOM_TEXT 1889845 serve see <> severe seen
SYMPTOM_TEXT 1854511 serve ratio not intext can worst get <> severe radiated no index can't worse
SYMPTOM_TEXT 1843043 30Oct2021 covid nov2021 <> 30 October 2021 COVID-19 November
SYMPTOM_TEXT 2263236 Covid <> COVID-19
SYMPTOM_TEXT 1897818 Covid <> COVID-19
SYMPTOM_TEXT 1846734 fatigue presentation <> fatigued had an prescriptions did
SYMPTOM_TEXT 2265922 Covid <> COVID-19
SYMPTOM_TEXT 1894676 really when <> The Doctor
SYMPTOM_TEXT 1877447 3 4th has <> three fourth have
SYMPTOM_TEXT 1897260 Covid <> COVID-19
SYMPTOM_TEXT 1861593 that a antiitch <> than an anti-itch
SYMPTOM_TEXT 1843598 symptom <> symptoms
SYMPTOM_TEXT 1843470 and <>
SYMPTOM_TEXT 1854921 TV <> Telehealth
SYMPTOM_TEXT 1843486 am <> have
SYMPTOM_TEXT 2265951 COIVD-19 <> COVID-19
SYMPTOM_TEXT 2267443 covid <> COVID-19
SYMPTOM_TEXT 1893696 can use its <> cannot used it's
SYMPTOM_TEXT 1854718 COVID it <> COVID-19 It
SYMPTOM_TEXT 1853756 day <> days
SYMPTOM_TEXT 1857963 ITCHED REALLY <> itched
SYMPTOM_TEXT 1881205 over night stand blood work <> overnight stood bloodwork
SYMPTOM_TEXT 1890205 IT be haven?t <> It haven't
SYMPTOM_TEXT 2264811 COVID <> COVID-19
SYMPTOM_TEXT 1861076 lbs <> pounds got
SYMPTOM_TEXT 1865512 mid April I noticed was having shortness of breath mild July <> mid-April
SYMPTOM_TEXT 1843438 the <>
SYMPTOM_TEXT 1888630 starting get around <> started Around
SYMPTOM_TEXT 1865673 than Appt awhile <> its then Apparently while
SYMPTOM_TEXT 1870204 COVID19 Dr <> COVID-19 doctor
SYMPTOM_TEXT 1890235 Dr <> Doctor
SYMPTOM_TEXT 1910265 come to the conclusion <> concluded
SYMPTOM_TEXT 1910089 <> to
SYMPTOM_TEXT 1897503 damaged Covid <> damage COVID-19
SYMPTOM_TEXT 1877562 Tues couldn?t didn?t PCP <> Tuesday couldn't didn't Primary Care Physician
SYMPTOM_TEXT 2264584 nauseas <> nauseous
SYMPTOM_TEXT 1901961 exp <> experiencing
SYMPTOM_TEXT 1853688 went <> gone
SYMPTOM_TEXT 1872839 look i <> looks I
SYMPTOM_TEXT 1843159 COVID <> COVID-19
SYMPTOM_TEXT 2264986 heavyness COVID Benedryl Delaudid <> heaviness COVID-19 Benadryl Dilaudid
SYMPTOM_TEXT 1857943 It light headed go Scan Dr order <> lightheaded scan orders an
SYMPTOM_TEXT 1890416 These <> This
SYMPTOM_TEXT 1865641 light headed non smoker COVID <> lightheaded nonsmoker COVID-19
SYMPTOM_TEXT 1888664 exp the recommend sessions.The dont <> experienced They get an recommended sessions The There's that don't
SYMPTOM_TEXT 1909606 Dr <> doctor
SYMPTOM_TEXT 1870149 I?m Dr He it?s <> I'm doctor it's
SYMPTOM_TEXT 1880719 like a 100.5 and 3rd <> having By 100.5F third
SYMPTOM_TEXT 1846853 appt Dr PT <> appointment Physical Therapy
SYMPTOM_TEXT 1884932 exercised <> exercise
SYMPTOM_TEXT 1843307 Covid <> COVID-19
SYMPTOM_TEXT 1853744 wasn't heart beat <> weren't heartbeat
SYMPTOM_TEXT 1860740 covid pretty <> COVID-19
SYMPTOM_TEXT 1893714 uterus its COVID <> an uterine it's COVID-19
SYMPTOM_TEXT 1843090 COVID <> COVID-19
SYMPTOM_TEXT 2267421 cam <> came
SYMPTOM_TEXT 2265976 fatigued Amoxycillin <> fatigue Amoxicillin
SYMPTOM_TEXT 1889684 zquill august Dr throbbing's join <> Z-Quill August doctor throbbing joint
SYMPTOM_TEXT 1894636 IT really 180/117 250 <> It 180/117.I 250mg
SYMPTOM_TEXT 2266519 covid <> COVID-19
SYMPTOM_TEXT 1858099 11/03 doctors 11/08 NP follow up 11/15 <> November 3rd doctor's 8th Nurse Practitioner follow-up 15th
SYMPTOM_TEXT 1885641 gotten they <> That My had The They
SYMPTOM_TEXT 1909211 Covid <> COVID-19
SYMPTOM_TEXT 2267357 covid <> COVID-19
SYMPTOM_TEXT 1865461 Dr Sept awhile appt <> Doctor doctor The while appointment those
SYMPTOM_TEXT 2266363 CovId scracthy my self aout CovID <> COVID scratchy myself about
SYMPTOM_TEXT 2264806 COVID Cutameous <> COVID-19 Cutaneous
SYMPTOM_TEXT 2264778 post prescribe <> postnasal prescribes
SYMPTOM_TEXT 2263572 Kaiser Permmente positve <> facility positive
SYMPTOM_TEXT 21/30 columns 500/896 rows
SYMPTOM_TEXT 1843311 a ear ache my can not <> earache me cannot
SYMPTOM_TEXT 1894580 24 hour a Echo cardio gram <> 24-hour an Echocardiogram
SYMPTOM_TEXT 1858105 on help <> helped
SYMPTOM_TEXT 1857618 pregnancy a ultra sound <> pregnant an ultrasound
SYMPTOM_TEXT 1840723 Increase <> to Increased the
SYMPTOM_TEXT 1890136 COVID <> COVID-19
SYMPTOM_TEXT 1894009 <> and
SYMPTOM_TEXT 1861402 covid form <> COVID-19 from
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SYMPTOM_TEXT 1858493 fatigue notice <> fatigued noticed On
SYMPTOM_TEXT 1850617 pretty I?ve on <> I've in
SYMPTOM_TEXT 1858218 test <> tests 19
SYMPTOM_TEXT 1881138 keep pale Ischemic <> kept white Ischemia
SYMPTOM_TEXT 1876823 a <> an
SYMPTOM_TEXT 1890734 17th up and coming <> 17 an upcoming
SYMPTOM_TEXT 1846869 every where lysime 200 mg ok 5pm 12.5 10 pm 11/02/2021-eyes 50 2:00 PM 11/04/2021-I <> everywhere Lysine 200mg okay 5PM 12.5mg 10PM 11/02/2021 50mg 2:00PM 11/04/2021
SYMPTOM_TEXT 1860899 went to it <> given
SYMPTOM_TEXT 1850666 a Waldenstrom <> Waldenstrom's macroglobulinemia bloodwork
SYMPTOM_TEXT 2264782 similar symptoms m on basis <> like symptom
SYMPTOM_TEXT 1905567 CHECK UP IN FEBRURAY <> check-up in February
SYMPTOM_TEXT 1877244 COVID <> COVID-19
SYMPTOM_TEXT 2264763 eyes <> eye
SYMPTOM_TEXT 1861876 check <> point checkup
SYMPTOM_TEXT 1858100 4 11/3 And 11/4 am really 11/5 PCP 11/6 Dr <> four November 3rd It 4th 5th Primary Care Physician 6th doctor
SYMPTOM_TEXT 1894894 that?s doctor?s really gonna still <> that's doctor's
SYMPTOM_TEXT 1846895 has <> have
SYMPTOM_TEXT 1857868 three have <> 3 must
SYMPTOM_TEXT 2263382 Covid <> COVID-19
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SYMPTOM_TEXT 2266067 COVID <> COVID-19
SYMPTOM_TEXT 1858220 <> 19
SYMPTOM_TEXT 1869799 wake <> woke
SYMPTOM_TEXT 1885835 Covid zpak is <> COVID-19 z-pack are
SYMPTOM_TEXT 1886181 On a <> It Once an
SYMPTOM_TEXT 1846362 bpm <> blood pressure
SYMPTOM_TEXT 1855098 cant emg <> can't ENG
SYMPTOM_TEXT 1889499 Covid <> COVID-19
SYMPTOM_TEXT 1894879 PCP <> Primary physician
SYMPTOM_TEXT 1881077 Covid <> Covid-19
SYMPTOM_TEXT 1889471 <> It
SYMPTOM_TEXT 1873767 Feb <> February
SYMPTOM_TEXT 1861257 a <> an
SYMPTOM_TEXT 1846098 June-August UTIs also Dr 0 atrophies Nov <> August UTI My doctor zero severe atrophy November
SYMPTOM_TEXT 1872942 covid hrs <> COVID-19 hours
SYMPTOM_TEXT 1846339 IN OCT AN APPT <> In October appointment
SYMPTOM_TEXT 2266022 Covid <> COVID-19
SYMPTOM_TEXT 1910084 will 15min 45min though after Dr <> In 15 min 45 thought After Doctor
SYMPTOM_TEXT 1870142 real has nerves <> really have nerve's
SYMPTOM_TEXT 1858161 of <>
SYMPTOM_TEXT 2267371 covid <> COVID-19
SYMPTOM_TEXT 1869864 Covid <> COVID-19
SYMPTOM_TEXT 1870186 col COVID <> cold COVID-19
SYMPTOM_TEXT 1843234 wed <> Wednesday
SYMPTOM_TEXT 2265929 COVID ARM <> COVID-19 arm
SYMPTOM_TEXT 1890348 ate <> eaten
SYMPTOM_TEXT 1843786 Dr <> doctor
SYMPTOM_TEXT 1865594 Nov <> November
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SYMPTOM_TEXT 1868446 everytime light headed workout i <> every time lightheaded work out too
SYMPTOM_TEXT 1864970 bc COVID <> because Covid-19
SYMPTOM_TEXT 1889987 and valecy colvir <> Valacyclovir am
SYMPTOM_TEXT 1894714 2 Into 4th in shattering Covid <> two On fourth chattering COVID-19
SYMPTOM_TEXT 1893878 have symptom <> had a symptoms
SYMPTOM_TEXT 1890593 GI <> gastrointestinal
SYMPTOM_TEXT 1890153 shape heart beat breathe <> sharp heartbeat breath
SYMPTOM_TEXT 2267403 occasionly anxuety <> occasionally anxiety
SYMPTOM_TEXT 1897156 left hand seems <> left-hand seemed
SYMPTOM_TEXT 1901941 exp <> experienced
SYMPTOM_TEXT 1894731 Sore then Then <> sore the was
SYMPTOM_TEXT 1847192 afib the course of <> A fib
SYMPTOM_TEXT 1869869 breathe notes Got real caritis Caridities <> breath nodes really carditis Carditis
SYMPTOM_TEXT 1843709 start ache does coloscopy <> starts stomachache do Colonoscopy
SYMPTOM_TEXT 1890615 mr GI pcp <> gastrointestinal primary care physician
SYMPTOM_TEXT 1898195 form <> from
SYMPTOM_TEXT 1890739 4PM Couldn?t 1AM I?ve won?t can?t <> 4:00 PM Couldn't 1:00 AM I've won't can't
SYMPTOM_TEXT 1890652 then in this cr me <> The Behind on This cream
SYMPTOM_TEXT 1861625 Its 10mgs <> It's 10mg
SYMPTOM_TEXT 2265921 Covid <> COVID-19
SYMPTOM_TEXT 2263357 COVID <> COVID-19
SYMPTOM_TEXT 1861127 06/16/2021 <> June 16 2021
SYMPTOM_TEXT 1880745 woke And 3 Sternum its 11/16 elevate released <> awake This three too November 16 2021 alleviate releaseded from hospital
SYMPTOM_TEXT 1844053 and <>
SYMPTOM_TEXT 2266103 qill <> NyQuil DayQuil
SYMPTOM_TEXT 21/30 columns 600/896 rows
SYMPTOM_TEXT 1860945 thigh and happen it 2 <> thighs The It two
SYMPTOM_TEXT 1857595 <> too
SYMPTOM_TEXT 1873333 hey thats <> they that's
SYMPTOM_TEXT 1850887 <> 19
SYMPTOM_TEXT 1843884 but really didn't Doctor <> very Then did not doctor
SYMPTOM_TEXT 1858239 Cough <> I also had and cough
SYMPTOM_TEXT 2266146 600mg nauseas <> 600 mg nausea
SYMPTOM_TEXT 1868316 MY ARM <> My
SYMPTOM_TEXT 1858037 11/4/21 4 pm 36 11/11/2021 <> November 4th 2021 4pm thirty-six 11th
SYMPTOM_TEXT 1843261 a <> an
SYMPTOM_TEXT 1861630 low grade that <> low-grade those
SYMPTOM_TEXT 1854456 some <>
SYMPTOM_TEXT 1885486 after i I?m <> After I'm
SYMPTOM_TEXT 1885547 low grade school work Dr relaxer <> low-grade schoolwork an Doctor relaxers
SYMPTOM_TEXT 1846633 its a <> it's an
SYMPTOM_TEXT 1857922 COVID <> COVID-19
SYMPTOM_TEXT 1894044 seen rheumatologists <> see rheumatologist
SYMPTOM_TEXT 2263582 coarse <> course
SYMPTOM_TEXT 1861085 and for <> For
SYMPTOM_TEXT 1865211 couldn't <> could
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SYMPTOM_TEXT 1894931 he <> the
SYMPTOM_TEXT 2265926 COVID <> COVID-19
SYMPTOM_TEXT 1887970 Covid will headache|body in cause <> fever COVID-19 Still headache caused
SYMPTOM_TEXT 1888056 symptom <> symptoms I
SYMPTOM_TEXT 1843519 give chick <> an given has
SYMPTOM_TEXT 1894686 also <> Was
SYMPTOM_TEXT 1880864 bodyaches Nov2021 11/18/2021 Covid 19 Sep2020 <> body November 2021 18 Had COVID-19 in September 2020 but
SYMPTOM_TEXT 1872997 3nov xray <> x-ray
SYMPTOM_TEXT 1894525 extended a have <> extend having
SYMPTOM_TEXT 1846266 getting similar COVID <> given like COVID-19
SYMPTOM_TEXT 1889513 We walk in COVID From there started <> we walk-in COVID-19 did start
SYMPTOM_TEXT 1904031 real <> really
SYMPTOM_TEXT 1860922 2 Patient it seem worsen stereo but <> On second dose on I It seemed worsened
SYMPTOM_TEXT 1868297 a f <> A if
SYMPTOM_TEXT 1873533 break through So happen on <> On breakthrough was have happened
SYMPTOM_TEXT 1849070 test <> On Test
SYMPTOM_TEXT 2264712 ON <> On degrees
SYMPTOM_TEXT 1885260 <> and
SYMPTOM_TEXT 1853647 day still One <> days On
SYMPTOM_TEXT 1846264 Singulair <> Singular
SYMPTOM_TEXT 1894331 heart beat has C-19 <> heartbeat have COVID-19
SYMPTOM_TEXT 1853852 COVID <> COVID-19
SYMPTOM_TEXT 1885148 in COVID <> to COVID-19
SYMPTOM_TEXT 1846482 Covid <> COVID-19
SYMPTOM_TEXT 2264764 walked <> walk
SYMPTOM_TEXT 1843568 my <> I had
SYMPTOM_TEXT 1860913 So 3 That?s it?s 5 ultra sound includes And I?m Or don?t <> three That's it's Five My included The I'm If don't
SYMPTOM_TEXT 1890680 heart beat A beats <> heartbeat and a
SYMPTOM_TEXT 1893941 real of <> really
SYMPTOM_TEXT 1846188 also again <>
SYMPTOM_TEXT 1851180 taster bels <> taste Bells
SYMPTOM_TEXT 1893738 Belle's <> Bell's
SYMPTOM_TEXT 1877501 really still <>
SYMPTOM_TEXT 1858545 covid <> COVID-19
SYMPTOM_TEXT 1850696 wasn't able to <> couldn't
SYMPTOM_TEXT 1861636 BP <> blood pressure
SYMPTOM_TEXT 1846863 Dr.'s 15 mg <> doctors 15mg
SYMPTOM_TEXT 1885464 81 mg Dr <> 81mg doctor
SYMPTOM_TEXT 2264534 4.26.2022 Covid <> 4/26/2022 COVID-19
SYMPTOM_TEXT 1865936 Dr stil prescribe <> Doctor still prescribed
SYMPTOM_TEXT 1873201 went friend?s who?s wasn?t half way also couldn?t after effects <> gone friend's who's wasn't halfway couldn't aftereffects
SYMPTOM_TEXT 1890347 everyday <> every day I've
SYMPTOM_TEXT 1894646 with 10 fatigue The antibody <> within ten fatigued It that antibodies
SYMPTOM_TEXT 1843852 catherization 2 1 <> catheterization Two two one
SYMPTOM_TEXT 1864904 exp Covid <> had Covid-19
SYMPTOM_TEXT 1912784 wore covid actually describe dresser still <> COVID-19 prescribed hairdresser
SYMPTOM_TEXT 1910001 more dizzy went covid <> dizzier gone COVID-19
SYMPTOM_TEXT 1854223 light headed vertigo.The cause <> lightheaded vertigo The caused
SYMPTOM_TEXT 1910247 COVID 11/22/2021|I And <> COVID-19 11/22/2021
SYMPTOM_TEXT 2264730 stuff <> stuffy
SYMPTOM_TEXT 1873355 9pm 1nov chilsl 7Nov couldnt Covid 10Nov2021 14Nov endoedima cant <> On November 01 at 09:00PM chills 7 couldn't Covid-19 10 2021 14 Angioedema can't
SYMPTOM_TEXT 1869945 pretty pregnancy <>
SYMPTOM_TEXT 1873559 Sept oct 24-28th 500mg 200mgs Nothing further seems come every months so will see if that happens again vie <> September get October 24th 28th 500 mg 200 I've
SYMPTOM_TEXT 1865468 covid <> COVID-19
SYMPTOM_TEXT 1848901 fiend me.(I has doctor <> friend were doctor's and
SYMPTOM_TEXT 1876522 real <> really
SYMPTOM_TEXT 1893823 sill <>
SYMPTOM_TEXT 1870237 on 12 advise <> On 12th advised
SYMPTOM_TEXT 1850363 zpack 20mg 50mg started DOCTOR'S PCP'S VISIT <> Z Pack 20 mg 50 start Doctor PCP Visit
SYMPTOM_TEXT 1861488 on i crapping clothing Ct bleed <> cramping clotting CT scanned bled
SYMPTOM_TEXT 1890226 30st <> 30th
SYMPTOM_TEXT 21/30 columns 700/896 rows
SYMPTOM_TEXT 1851327 COVID <> COVID-19
SYMPTOM_TEXT 2266028 COVID <> COVID-19
SYMPTOM_TEXT 1890219 post nasal 15Nov2021 <> On a post-nasal 15 Nov 2021
SYMPTOM_TEXT 1877421 1 left hand 2nd 1st a <> One left-hand second first an
SYMPTOM_TEXT 2263587 <> number
SYMPTOM_TEXT 1849334 <> a
SYMPTOM_TEXT 1851098 <> and
SYMPTOM_TEXT 1865136 Participant <> an with
SYMPTOM_TEXT 1851145 <> and
SYMPTOM_TEXT 1886443 appointments And PB 2 <> HBP appointment half see He two
SYMPTOM_TEXT 1886524 anti anxiety don?t it?s <> percent and a half quarter of antianxiety don't it's
SYMPTOM_TEXT 1873496 sting <> string
SYMPTOM_TEXT 1877186 <> it
SYMPTOM_TEXT 1846767 antibiotic <> antibiotics
SYMPTOM_TEXT 2265930 COVID <> COVID-19
SYMPTOM_TEXT 1864792 INCHS <> inches
SYMPTOM_TEXT 1861519 seat missing blood work Echo cardio gram <> sat messing bloodwork echocardiogram
SYMPTOM_TEXT 1894831 Doctor effect <> doctor affect
SYMPTOM_TEXT 1877534 di <> did
SYMPTOM_TEXT 1889524 8sep2021 covid 14sep My really 17sep2021 <> Sept 8|2021 COVID-19 14 17|2021
SYMPTOM_TEXT 1846830 covid 1CD <> COVID-19 ICD
SYMPTOM_TEXT 1872996 SEVER <> Severe
SYMPTOM_TEXT 1843892 cots <> clots
SYMPTOM_TEXT 1850832 spreaded <> spread
SYMPTOM_TEXT 1885850 taken UTIs Baxstrom <> Taken UTI's Backstrom
SYMPTOM_TEXT 1880428 into doctors <> the because on to doctor it with
SYMPTOM_TEXT 1857737 <> is
SYMPTOM_TEXT 1857716 also i <> I
SYMPTOM_TEXT 1843729 Epstein rbr 1xday 2xday <> Epstein-Barr 1 time a day 2 times
SYMPTOM_TEXT 1843690 <> they me
SYMPTOM_TEXT 1888941 slight diareahha july2021 <> Slight diarrhea of July 2021
SYMPTOM_TEXT 1880663 3 <> Three
SYMPTOM_TEXT 1873587 last <> lasted
SYMPTOM_TEXT 1843051 <> and
SYMPTOM_TEXT 1873080 BUTTOX CHILLS <> buttock and chills
SYMPTOM_TEXT 1846317 i heart beat <> I heartbeat an
SYMPTOM_TEXT 1910222 join paint <> joint pain
SYMPTOM_TEXT 1846170 Starting <> Started
SYMPTOM_TEXT 1877228 6mo <> 6 months
SYMPTOM_TEXT 1880734 Blood CoVid <> I blood COVID-19
SYMPTOM_TEXT 1865599 you <>
SYMPTOM_TEXT 1870119 i Its its to <> I It's it's
SYMPTOM_TEXT 1889874 hx break through <> history breakthrough
SYMPTOM_TEXT 1877711 12pm light headed appetite|but alittle 3:20pm short Sore Wednesay open|sore enery 12th13th 15h <> 12PM lightheaded appetite but little 3:20PM shortness with sore Wednesday open energy 12th 13th 15th
SYMPTOM_TEXT 1882615 <> tear
SYMPTOM_TEXT 2264567 Covid <> COVID-19
SYMPTOM_TEXT 1853896 wen though Coronona notice <> went thought Corona noticed
SYMPTOM_TEXT 1843834 also <>
SYMPTOM_TEXT 1854783 covid Nov poloymyxin <> COVID-19 November Polymyxin
SYMPTOM_TEXT 1894454 wake contact <> woke contacted
SYMPTOM_TEXT 1888059 and it?s <> it's
SYMPTOM_TEXT 1843826 really <>
SYMPTOM_TEXT 1846132 in really <> on were
SYMPTOM_TEXT 1888731 all of sudden BP ER til they test <> suddenly Blood Pressure Emergency Room until tests
SYMPTOM_TEXT 1909974 23 afib out ablazion <> 23rd AFIB ablation
SYMPTOM_TEXT 1880681 4 Covid Dr an performed <> four COVID-19 doctor A done my
SYMPTOM_TEXT 1890618 went of <> gone
SYMPTOM_TEXT 1886121 flue they <> flu They
SYMPTOM_TEXT 1858488 form <> from
SYMPTOM_TEXT 1894104 my is <> me are
SYMPTOM_TEXT 1904299 7 <> 7-day Z-pack at
SYMPTOM_TEXT 1869654 had <> at
SYMPTOM_TEXT 1880817 pecked was't Day get <> picked in not They wake
SYMPTOM_TEXT 1851120 they <>
SYMPTOM_TEXT 1861647 Covid <> Covid-19
SYMPTOM_TEXT 1850932 doze <> dose
SYMPTOM_TEXT 2264649 cuz order mid July levels <> because orders were mid-July level
SYMPTOM_TEXT 1843195 So kinda loosing <> kind of My losing He
SYMPTOM_TEXT 1870421 up <>
SYMPTOM_TEXT 1840597 PCP <> primary care physician
SYMPTOM_TEXT 1843873 1/2 <> and a half at ET
SYMPTOM_TEXT 1864926 hung COVID <> night get Covid-19
SYMPTOM_TEXT 1890423 through out brand new al 1 foot <> throughout brand-new 1-foot
SYMPTOM_TEXT 1885904 thirty ultra sound 24 hour <> thirsty ultrasound 24-hour
SYMPTOM_TEXT 21/30 columns 800/896 rows
SYMPTOM_TEXT 1843741 clampy <> clammy
SYMPTOM_TEXT 1860991 THAT'S WHEN COMTACTED THAT <> the After That is when that
SYMPTOM_TEXT 1888021 100.2 <> rate 100.2F
SYMPTOM_TEXT 2266017 covid <> COVID-19
SYMPTOM_TEXT 1860942 wouldn't didn't don't <> not did
SYMPTOM_TEXT 1843204 3 day week covid breathe the <> 3-day 3-week COVID-19 Two breath The
SYMPTOM_TEXT 1864797 sledge hammer really of is worry <> sledgehammer worried it
SYMPTOM_TEXT 1897683 arms muscles exercise couldnt <> The arm muscle exercises couldn't
SYMPTOM_TEXT 1909463 reduce <> reduced
SYMPTOM_TEXT 1869203 givens <> given
SYMPTOM_TEXT 1867543 AN MEDICINES <> medicine
SYMPTOM_TEXT 1877319 affects the most was <> effects
SYMPTOM_TEXT 1890658 Dr <> they doctor
SYMPTOM_TEXT 1854955 27Jun2021 <> on June 27 2021
SYMPTOM_TEXT 1857803 stomach ache really have COVID <> stomachache must COVID-19
SYMPTOM_TEXT 2230201 CoV <> SARS-CoV
SYMPTOM_TEXT 2230223 Induction robust cellular and humoral immunity against SARS-CoV <>
SYMPTOM_TEXT 2277612 BNT162b2 11Nov2021 as 3 Lot number years covid-19 immunisation coviD-19 VACCINE 1 were following was DRUG INEFFECTIVE described tested COVID are <> 3rd Pfizer-BioNTech Nov 11 2021 immunization Vaccination 1st 2nd experienced COVID-19/tested with did receive
SYMPTOM_TEXT 2277587 Batch/Lot number covid-19 immunisation Covid-19 DOSE 1 MANUFACTURER UNKNOWN 2 3 following information was non-serious AXILLARY PAIN all described as Swelling MYALGIA ARTHRALGIA muscle has been if when <> dose the 3rd booster of manufacturer 2nd 1st patient experienced axillary myalgia arthralgia/muscle with if/when
SYMPTOM_TEXT 2275496 authhority 03Jan2022 as Lot number covid-19 patient's relevant were Covid-19 DOSE 2 following information was ANGINA PECTORIS 06Jan2022 described event heart Reporter Comment <> authority batch/lot Jan 2022 1st 2nd experienced angina pectoris/heart 6 Reporter's comments
SYMPTOM_TEXT 2275488 09Dec2021 as 3 number at years Dose 1 Single UNKNOWN immunization 2 following information was SITE HYPOAESTHESIA described Application PAIN non-serious 10Dec2021 application PRURITUS WARMTH Numbness <> 3rd Dec 9 2021 1st 2nd experienced hypoesthesia/application pain/application pruritus/application warmth/application hypoesthesia/numbness 10
SYMPTOM_TEXT 2275500 Clinical course Medical History and Concurrent Conditions None <>
SYMPTOM_TEXT 2275502 22Jan2022 as 3 Lot number covid-19 patient's relevant were Covid-19 DOSE 1 following information was non-serious 31Jan2022 PECTORIS described since <> 3rd of batch/lot Jan 22 2022 1st 2nd experienced pectoris/since 31
SYMPTOM_TEXT 2275499 as 3 number patient's relevant were DOSE 1 UNKOWN immunization 2 following information was with 24Dec2020 outcome recovered 2022 non-serious <> the 3rd of 1st 2nd patient experienced Dec 24 2020
SYMPTOM_TEXT 2276102 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB RA 21May2021 as 1 Lot 02Jul2021 all intramuscular covid-19 patient's relevant were following was 06Nov2021 described DRUG Positive Unknown.The are Report(s <> via authority 2nd of batch/lot intramuscularly Jul 2021 1st May 21 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 6 variant Unknown
SYMPTOM_TEXT 2276103 Drug SARS-CoV-2 reporter(s Physician Agency Regulatory Authority-WEB number RA 02May2021 as 1 Lot 13Jun2021 FD0168F all intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 05Nov2021 described are Comments Report(s Same <> physician via regulatory authority 2nd of batch/lot FD0168 intramuscularly Jun 13 2021 1st May both Medical experienced drug COVID-19/SARS-CoV-2 Nov 5 comments same
SYMPTOM_TEXT 2276105 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 01Jul2021 as Lot 05Aug2021 2 all intramuscular covid-19 patient's relevant were following was 06Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Aug 5 2021 1st Jul both experienced COVID-19/SARS-CoV-2 Nov 6
SYMPTOM_TEXT 2276107 Drug SARS-CoV-2 reporter(s Physician Agency Regulatory Authority-WEB number RA 24May2021 as 1 Lot 06Jul2021 2 all intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 08Nov2021 described are Comments Report(s <> physician via regulatory authority 2nd of batch/lot intramuscularly Jul 6 2021 1st May 24 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 8 comments
SYMPTOM_TEXT 2276108 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 21May2021 as 1 Lot 02Jul2021 years all intramuscular covid-19 patient's relevant were following was 06Nov2021 described DRUG Positive are Report(s Same <> via authority 2nd batch/lot intramuscularly Jul 2021 1st May 21 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 6 variant same
SYMPTOM_TEXT 2276110 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 19Jul2021 as 1 Lot was 09Aug2021 2 all intramuscular covid-19 patient's relevant were following 05Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Aug 9 2021 1st Jul 19 both experienced COVID-19/SARS-CoV-2 Nov 5
SYMPTOM_TEXT 2276111 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 30May2021 as 1 Lot 11Jul2021 2 all intramuscular covid-19 patient's relevant were following was 08Nov2021 described DRUG POSITIVE are Report(s <> via authority 2nd of batch/lot intramuscularly Jul 11 2021 1st May 30 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 8 variant
SYMPTOM_TEXT 2276113 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 07Jun2021 as 1 Lot 12Jul2021 2 all intramuscular covid-19 patient's relevant were following was 05Nov2021 unknown described FAILURE Positive are <> via authority 2nd of batch/lot intramuscularly Jul 12 2021 1st Jun 7 both experienced COVID-19/SARS-CoV-2 Nov 5 variant
SYMPTOM_TEXT 2276114 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 06May2021 as 1 Lot 09Jun2021 2 all intramuscular covid-19 patient's relevant were following was 05Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jun 9 2021 1st May 6 both experienced COVID-19/SARS-CoV-2 Nov 5
SYMPTOM_TEXT 2276115 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB RA 12Jun2021 as 1 Lot 24Jul2021 2 all intramuscular covid-19 patient's relevant were following was 08Nov2021 described DRUG N/A are Report(s <> via authority 2nd of batch/lot Jul 24 2021 intramuscularly 1st Jun 12 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 8 variant n.a
SYMPTOM_TEXT 2276116 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 20May2021 as Lot 01Jul2021 2 all intramuscular covid-19 patient's relevant were following was 07Nov2021 described DRUG are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jul 2021 1st May 20 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 7 variant same
SYMPTOM_TEXT 2276117 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 13Jul2021 as 1 Lot 17Aug2021 2 all intramuscular covid-19 patient's relevant were following was 05Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Aug 17 2021 1st Jul 13 both experienced COVID-19/SARS-CoV-2 Nov 5
SYMPTOM_TEXT 2276118 Drug SARS-CoV-2 infection Delta reporter(s Agency Authority-WEB number RA 20Apr2021 as 1 Lot 02Jun2021 FC 2473 all intramuscular covid-19 patient's relevant were following was DRUG INEFFECTIVE 07Nov2021 described are Report(s patient/product different <> via authority 2nd of batch/lot FC2473 intramuscularly Jun 2021 1st Apr 20 both experienced drug/vaccination failure COVID-19/SARS-CoV-2 infection/Delta variant Nov 7 patient/product/different
SYMPTOM_TEXT 2276279 were <>
SYMPTOM_TEXT 2276303 fpatient <> patient
SYMPTOM_TEXT 2276340 SARS-CoV-2 reporter(s number 29Jun2021 as 1 Lot 27Jul2021 2 all intramuscular covid-19 patient's relevant were following was 06Nov2021 unknown described FAILURE are <> via 2nd of batch/lot intramuscularly Jul 27 2021 1st Jun 29 both experienced COVID-19/SARS-CoV-2 Nov 6 variant
SYMPTOM_TEXT 2276382 information immunization <> date immunisation
SYMPTOM_TEXT 2277528 BNT162b2 1 number 3 years covid-19 immunisation patient's relevant was There no following information DRUG INEFFECTIVE SUSPECTED all described Treatment Anti-viral <> 3rd Pfizer-BioNTech vaccine immunization Vaccination included 1st 2nd both No patient experienced COVID-19/treatment with Antiviral
SYMPTOM_TEXT 2277573 BNT162b2 18Mar2021 as 1 Lot number 08Apr2021 2 11Oct2021 3 in 06Apr2022 4 years covid-19 immunisation patient's relevant were following information was DRUG INEFFECTIVE described <> 4th Pfizer-BioNTech vaccine batch/lot Apr 6 2022 immunization Vaccination 3rd Oct 11 2021 2nd 8 1st Mar 18 experienced ineffective drug with
SYMPTOM_TEXT 2277565 non HCP reporter BNT162b2 27Jan2021 as 1 Lot number 17Feb2021 04Oct2021 3 in 05Apr2022 years covid-19 immunisation patient's relevant was medication(s 12Jun2019 following described COVID 19 includes Brand 28Apr2022 02May2022 <> non-HCP 4th Pfizer-BioNTech vaccine batch/lot Apr 5 2022 immunization Vaccination 3rd Oct 2021 2nd Feb 17 1st Jan 27 medication Jun 12 2019 experienced with treatment 28 May
SYMPTOM_TEXT 2277574 4 Batch/Lot covid-19 immunisation coviD-19 VACCINE 1 2 3 patient's relevant Sulfa medications following was DRUG INEFFECTIVE described COVID 19 BNT162b2 has been when <> 4th immunization Vaccination 3rd 2nd 1st sulfonamide(unspecified medication patient experienced COVID-19/COVID-19 with if/when
SYMPTOM_TEXT 2277597 non HCP BNT162b2 26Jan2021 1 Lot years in immunisation medication(s following reported FLUSHING described were not ages both 16Feb2021 Dose 19Nov2021 says already provided way more details than should need do when <> non-HCP Pfizer-BioNTech Jan 26 2021 immunization medication experienced flushing/she with No Feb 16 Nov 19 if/when
SYMPTOM_TEXT 2277639 BNT162b2 14Jan2021 as 1 Lot number 02Feb2021 in Aug2021 3 covid-19 immunisation medication(s following information was all 09May2022 described positive <> 3rd of Pfizer-BioNTech vaccine batch/lot Aug 2021 immunization Vaccination 2nd Feb 1st Jan 14 both medication experienced COVID-19/positive May 9 2022
SYMPTOM_TEXT 2277443 was Dose has been experienced <> post-punctured
SYMPTOM_TEXT 1885759 appointments <> appointment
SYMPTOM_TEXT 1880634 3 10day Cant Bad COVID Nov <> Three three For ten two COVID-19 November
SYMPTOM_TEXT 2263195 3 2 they <> Three Two They
SYMPTOM_TEXT 1857778 on11/5/2021 of full blown <> 11/5/2021 have full-blown
SYMPTOM_TEXT 1846031 yr 2nd 24 hrs ache Sep2021 5Sep2021 Bells palsy paralysed spams <> Twenty fours second earache Sept 2021 September 05 Bell's Palsy paralyzed spasms
SYMPTOM_TEXT 1888050 24 2nd That?s wasn?t through <> Twenty-four second That's wasn't though
SYMPTOM_TEXT 1854642 down didn?t wasn?t second with symptoms not Delayed Light headed <> didn't wasn't Lightheaded
SYMPTOM_TEXT 1846750 experience they a upper raspatory on i've <> an Upper Respiratory I've
SYMPTOM_TEXT 1877328 2 3 covid lost everyday <> Two three COVID-19 loss every day
SYMPTOM_TEXT 1846332 usually had <> usual have
SYMPTOM_TEXT 1906014 set the Sept has thrust <> were sat September had Thrust
SYMPTOM_TEXT 2264814 Covid <> COVID-19
SYMPTOM_TEXT 1873168 the day <> The
SYMPTOM_TEXT 1880571 arm pit its <> armpit is
SYMPTOM_TEXT 1067819 Medicines Agency MA <>
SYMPTOM_TEXT 1857793 couldn?t Dr didn?t I?m it?s there?s <> couldn't doctor didn't I'm it's there
SYMPTOM_TEXT 1870100 firs <> first
SYMPTOM_TEXT 2264616 effecting <> affecting
SYMPTOM_TEXT 1869731 was <> were
SYMPTOM_TEXT 1843560 real <> really
SYMPTOM_TEXT 1845954 AND THEY DID CHEST XRAY A DIDN'T GO AWAY PEDIATRIAN TAKE TO ER PEDIATRIC BLOODWORK CHECK FUNCTIONING HEAR WASN'T RELIEVED MEDS WERENT <> they did a chest x-ray and They not go away It pediatrician to take emergency room Pediatric Emergency Room bloodwork check functioning relieved She The were still
SYMPTOM_TEXT 1854332 a symptoms(sagging jnees <> an symptoms sagging knees
SYMPTOM_TEXT 1888090 <> Prescribed Antibiotic for the Diarrhea
SYMPTOM_TEXT 1860892 The Doctor COVID Thursday-Sunday some park <> not My doctor COVID-19 Thursday through On also sometimes three part
SYMPTOM_TEXT 1840682 <> and
SYMPTOM_TEXT 1843723 really slow appt COVID <> slowly appointment COVID-19
SYMPTOM_TEXT 1886193 Feb CoVid Tues <> got February COVID-19 Tuesday
SYMPTOM_TEXT 1486309 black <>
SYMPTOM_TEXT 1846522 limpnodes <> lymph nodes
SYMPTOM_TEXT 1010705 FDA EUA <>
SYMPTOM_TEXT 2253527 Ben <>
VAX_DOSE_SERIES 2264806 1|2 <> 2
2 VAX_DOSE_SERIES 2 <> 3 [1890160, 2277528]
VAX_DOSE_SERIES 2267398 3 <> 1|3
VAX_DOSE_SERIES 1843902 3 <> 3|1|2
VAX_DOSE_SERIES 1894357 3 <> UNK|3
VAX_DOSE_SERIES 1906286 UNK <> 2
VAX_DOSE_SERIES 1910222 UNK <> 3
VAX_LOT 5 cells of trivial non-letter differences ignored
VAX_LOT 2266006 ??9798 (unsure <> []
VAX_LOT 1868325 Doesn't have lo <> []
VAX_LOT 1877703 I do not have l <> []
VAX_LOT 1851037 no lot <> []
VAX_LOT 2266046 unknown <> []
VAX_LOT 2263501 [] <> 048L21A
VAX_LOT 1898195 [] <> 088021A
VAX_LOT 1880393 000000 <> 091D21A
VAX_LOT 1843902 30135BA <> 30135BA|EN620|EN6204
VAX_LOT 1843642 [] <> 939905
VAX_LOT 2264806 ER8731|EW0173 <> EW0173
VAX_LOT 2276103 FD0168F <> FD0168
VAX_LOT 1861804 SH8027 <> FH8027
VAX_LOT 2266068 [] <> FK9729
VAX_LOT 1899969 [] <> MA2149
VAX_LOT 1899979 [] <> MA4567
VAX_MANU 2264806 Pfizer-BionT|Pfizer-BionT <> Pfizer-BionT
VAX_MANU 1894357 Moderna <> Unknown|Moderna
VAX_MANU 2267398 Pfizer-BionT <> Sanofi|Pfizer-BionT
VAX_MANU 1843902 Pfizer-BionT <> Pfizer-BionT|Pfizer-BionT|Pfizer-BionT
VAX_NAME 1894357 C19 <> Flu SEASONAL NO BRAND NAME|C19
VAX_NAME 2267398 C19 <> Flu SEASONAL FLUZONE|C19
VAX_NAME 1843902 C19 Pfizer-BionT <> C19 Pfizer-BionT|C19 Pfizer-BionT|C19 Pfizer-BionT
VAX_NAME 2264806 C19 Pfizer-BionT|C19 Pfizer-BionT <> C19 Pfizer-BionT
VAX_ROUTE 2264806 IM|IM <> IM
14 VAX_ROUTE OT <> IM [2276102, 2276103, 2276105, 2276107, 2276108, 2276110, 2276111, 2276113, 2276114, 2276115, 2276116, 2276117, 2276118, 2276340]
VAX_ROUTE 1894357 IM <> IM|IM
VAX_ROUTE 1843902 IM <> IM|IM|IM
VAX_ROUTE 1905626 SYR <> IN
VAX_ROUTE 2267398 SYR <> SYR|SYR
2 VAX_ROUTE [] <> UN [1843209, 1858514]
VAX_ROUTE 1885858 JET <> UN
VAX_SITE 2264806 RA|LA <> LA
2 VAX_SITE LA <> LA|LA [1894357, 2267398]
VAX_SITE 1843902 LA <> LA|UN|UN
VAX_SITE 1905626 LA <> NS
VAX_SITE 1858514 [] <> UN
VAX_TYPE 2264806 COVID19|COVID19 <> COVID19
VAX_TYPE 1843902 COVID19 <> COVID19|COVID19|COVID19
VAX_TYPE 2267398 COVID19 <> FLU3|COVID19
VAX_TYPE 1894357 COVID19 <> FLUX|COVID19
V_ADMINBY 1858239 UNK <> PVT
V_ADMINBY 1851098 WRK <> MIL
symptom_entries 1038900 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1039950 _|_Cerebrovascular accident_|_ <>
symptom_entries 1031226 _|_Musculoskeletal disorder_|_ <>
symptom_entries 1039750 _|_Inappropriate schedule of product administration_|_Off label use_|_ <>
symptom_entries 1037420 _|_Flushing_|_ <>
symptom_entries 1057496 _|_Off label use_|_Product use issue_|_ <>
symptom_entries 1021577 _|_Cerebrovascular accident_|_ <>
symptom_entries 1040480 _|_Disease recurrence_|_ <>
symptom_entries 1045344 _|_Overdose_|_ <>
symptom_entries 1057482 _|_Product administered to patient of inappropriate age_|_ <>
symptom_entries 1037694 _|_Loss of personal independence in daily activities_|_ <>
symptom_entries 1016455 _|_Guillain-Barre syndrome_|_ <>
symptom_entries 1018335 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1056155 _|_Renal failure_|_ <>
symptom_entries 1018329 _|_Product prescribing error_|_ <>
30 columns altered
18125 modified reports on 2022-05-27
Writing ... vaers_changes/2022-05-27_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 896, 'OTHER_MEDS': 834, 'LAB_DATA': 733, 'ALLERGIES': 685, 'HISTORY': 673, 'CUR_ILL': 521, 'PRIOR_VAX': 121, 'VAX_LOT': 49, 'VAX_ROUTE': 22, 'symptom_entries': 15, 'SPLTTYPE': 10, 'STATE': 10, 'VAX_DOSE_SERIES': 8, 'AGE_YRS': 8, 'VAX_SITE': 6, 'VAX_TYPE': 4, 'VAX_MANU': 4, 'VAX_NAME': 4, 'HOSPITAL': 2, 'RECOVD': 2, 'V_ADMINBY': 2, 'DIED': 2, 'ER_ED_VISIT': 1, 'BIRTH_DEFECT': 1, 'NUMDAYS': 1, 'SEX': 1, 'OFC_VISIT': 1, 'HOSPDAYS': 1, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'CAGE_YR': 0, 'DISABLE': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
11 delayed/late/gapfill
1228 deleted
0 restored
918 cell edits trivial not printed
4617 cell edits significant
486 cells emptied entirely
896 writeups changed
All time
534372 delayed/late/gapfill
17928 deleted
6 restored
20172977 cell edits trivial not printed
19480 cell edits significant
845 cells emptied entirely
3945 writeups changed
23328 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2298509, 2298510, 2298511, 2298512, 2298513, 2298514, 2298515, 2298516]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-06-03
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-06-03_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2308167
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2308168
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2308167
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2308168
3836 exact duplicates dropped in concatenated files, now 1627000 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2308167
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2308168
133365 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1368251 reports to work with (unique VAERS_IDs)
72922 dropped in df_data due to no covid VAX_TYPE involved in the report
90602 dropped in df_vax due to no covid VAX_TYPE involved in the report
90134 dropped in df_syms due to no covid VAX_TYPE involved in the report
1295329 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
25484 SYMPTOM_TEXT field repeat sentences deduped in 3409 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1349106 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1349106 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-06-03_VAERS_CONSOLIDATED.csv
Consolidation of 2022-06-03 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1295329 rows in df_vax_flat
Merging DATA into VAX flattened
1295329 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-06-03_VAERS_FLATTENED.csv
1295329 rows in vaers_flattened/2022-06-03_VAERS_FLATTENED.csv
Flattening of 2022-06-03 done
Using flat 2022-05-27 already in memory, 1287595 rows
Using flat 2022-06-03 already in memory, 1295329 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-05-27 already in memory
Comparing
2022-05-27 v. 2022-06-03
1295329 this drop total covid
1287595 previous total covid
158886 identical set aside
1136443 this drop to work with
1128709 previous to work with
7734 difference
8443 new in 2022-06-03
445 delayed this week
1154 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 1829442 38.0 <> 28.0
AGE_YRS 2268075 62.0 <> 61.0
ALLERGIES 75434 cells of trivial non-letter differences ignored
ALLERGIES 2111093 [] <> Acetylcholine Aminoglycosides Apple Bacitracin Droperidol Echothiophate Emetine Erythromycin Ethosuximide Gallamine Gallium (radioactive Isotope) Haloperidol Hydromorphone Lidocaine Lincomycin Penicillins Phenytoin Sulfa Antibiotics
ALLERGIES 1801224 MEDICINES <> medications
ALLERGIES 1808147 ANTIBOTICS MOLD AND SHELLFISH <> Antibiotics Mold Shellfish
ALLERGIES 1804859 and <>
ALLERGIES 1846366 glue sulphur <> Glue Sulfur
ALLERGIES 1833549 Allergic <>
ALLERGIES 1821236 Allergic to <>
ALLERGIES 1837190 Allergies to <>
ALLERGIES 1837133 Alleve-naproxen <> Aleve Naproxen
ALLERGIES 2268790 and <>
ALLERGIES 2268906 Efedrin <> Ephedrine
ALLERGIES 2265993 and <>
2 ALLERGIES Amoxocillin <> Amoxicillin [1825040, 1825062]
ALLERGIES 1869530 mild reaction and <>
ALLERGIES 2265997 and <>
ALLERGIES 1833186 Asprin and <> Aspirin
ALLERGIES 1818777 coffee and msg <> Coffee Msg
ALLERGIES 1818888 Asprin and sage <> Aspirin Sage
ALLERGIES 1840948 and <>
ALLERGIES 1840980 and <>
ALLERGIES 1818254 Bee's Leziquin and <> Bees Levaquin
ALLERGIES 2269342 CODIENE <> Codeine
ALLERGIES 1850607 Can't take or any anti-inflammatory OTC like <>
ALLERGIES 1817957 and <>
ALLERGIES 1828897 QuaterSteriods gluten <> Quarter Steriods Gluten
ALLERGIES 1818728 Ciprol and Amoxicillin <> Ciprol Amoxicillin
ALLERGIES 1840358 and <>
ALLERGIES 1813258 and <>
ALLERGIES 1840163 Pseudodophedrine contain <> Pseudoephedrine containing
ALLERGIES 1836788 Laytex <> Latex
ALLERGIES 1801140 Codine to <> Codeine
ALLERGIES 1840098 Reglan and <> Eglan
ALLERGIES 1828738 Diropam <> Ditropan
ALLERGIES 2266220 and Novocain <> Novocaine
ALLERGIES 1828682 soy diary gluten I have thrown up <> Soy Dairy Gluten Upset Stomach
ALLERGIES 2267630 and cats <> Cats
ALLERGIES 1797695 Had a bad reaction to recently <>
ALLERGIES 1829404 I am <>
ALLERGIES 1846733 I am allergic to <>
ALLERGIES 1833682 I am allergic to a lot of and sensitivity <>
ALLERGIES 1842794 I am allergic to bees. <> Bees
ALLERGIES 1848777 I am allergic to fish <> Fish
ALLERGIES 1801501 I am allergic to flaygl. <> Flagyl
ALLERGIES 2267903 and <>
ALLERGIES 1829672 I am allergic to iodine and <> Iodine
ALLERGIES 2271033 I am allergic to and <>
ALLERGIES 1821338 morphin <> morphine
ALLERGIES 2/30 columns 100/367 rows
ALLERGIES 1833656 I am allergic to used have <>
ALLERGIES 1828939 I am allergic to and have celiac disease <>
ALLERGIES 1825877 and <>
ALLERGIES 1825849 and <>
ALLERGIES 1833582 I am allergic to sulfa. <> Sulfur
ALLERGIES 1832834 antibiotics I and <> antibiotics-I
ALLERGIES 1836823 I can't take <>
ALLERGIES 1804404 I cannot take and Cat allergy as well <> Cats
2 ALLERGIES I do not have any allergies. <> [] [1814701, 1814819]
ALLERGIES 1850422 I do not have any allergies. <> No
ALLERGIES 1818882 I'm allergic Cipro and coffee <> Cipro Coffee
ALLERGIES 1840151 also <> and
ALLERGIES 1834209 I'm allergic to and weeds <> Weeds
ALLERGIES 1821764 its create cant allerigc <> creates can't
ALLERGIES 1805970 and <>
ALLERGIES 2267681 and <>
ALLERGIES 1833260 and Flow Naz <> Flonase
ALLERGIES 1804257 Keflex bacterium ibuphrophen <> Keflex Bactrim Ibuprofen
ALLERGIES 1833901 and <>
ALLERGIES 1857995 Azarithramizin <> Azithromycin
2 ALLERGIES and Baktrim <> Bactrim [1865796, 1865801]
ALLERGIES 1826058 or <>
ALLERGIES 1815906 <> Allergic to
ALLERGIES 1829010 Some medications like <>
ALLERGIES 2265987 and <>
ALLERGIES 1797700 N/a <> []
ALLERGIES 1807779 NK <> []
2 ALLERGIES NKA <> [] [1840620, 2271013]
ALLERGIES 1815216 NKA <> Neurokinin A
ALLERGIES 1894849 NONE <> []
9 ALLERGIES No <> [] [1808433, 1814640, 1814705, 1814744, 1815198, 1821522, 1836706, 1836753, 1836756]
ALLERGIES 1804280 No allergies to medication| food or other products <> No
ALLERGIES 1833449 No. <> []
17 ALLERGIES None <> [] [1801183, 1801267, 1808261, 1808382, 1821536, 1821604, 1821685, 1821748, 1821766, 1829451, 1829509, 1829674, 1836697, 1836776, 1836799, 1851593, 2268802]
ALLERGIES 2268801 None I know of <> []
ALLERGIES 1821737 None known <> []
ALLERGIES 1808401 None to report <> []
3 ALLERGIES None. <> [] [1815125, 1829442, 1847361]
ALLERGIES 1828880 None <>
ALLERGIES 1821897 Nothing <> None
ALLERGIES 1828709 CEPHALEXID <> Cephalexin
ALLERGIES 1865944 Sulfur <> Sulfa
ALLERGIES 1833416 Sulphur drugs <> Sulfur Drugs
ALLERGIES 2266363 and <>
ALLERGIES 1840642 and <>
ALLERGIES 2268116 and <>
ALLERGIES 1825180 and <>
ALLERGIES 2268051 and zpac <> Z-Pak
ALLERGIES 1840110 get an to sting <> Sting
ALLERGIES 2268940 Eggs <>
ALLERGIES 2267490 and <>
ALLERGIES 2/30 columns 200/367 rows
ALLERGIES 2267502 and <>
ALLERGIES 1808747 and <>
ALLERGIES 1801265 Robatussin and <> Robitussin
ALLERGIES 1833431 Penisillin Sulphur drugs <> Penicillin Sulfur Drugs
ALLERGIES 1804796 and <>
ALLERGIES 1801970 allergic to latex <> Latex
ALLERGIES 2266208 and <>
ALLERGIES 2268889 LEVOQUIN <> Levaquin
ALLERGIES 1864830 PENICILIUM ASPERTILLIS <> Penicillium Aspergillosis
ALLERGIES 1804871 SKIN ALLERGY TO NICKEL <> Nickel
ALLERGIES 1880502 SULFA DRUGS <> Sulfur Drugs
ALLERGIES 1833669 Sulfa <> Sulfur
2 ALLERGIES and <> [2267540, 2267557]
ALLERGIES 1804394 Shrimp and sulfights <> Shrimp Sulfights
ALLERGIES 1836650 Sofia cendomincine <> Sulfa Endomincine
ALLERGIES 1840144 and <>
ALLERGIES 1818186 Sulfa <> Sulfur
ALLERGIES 1801465 are the worst I'm allergic to a <> A
ALLERGIES 1833094 Sulfa <> Sulfur
ALLERGIES 1840347 garlic <>
ALLERGIES 1821709 and <>
ALLERGIES 2267570 and <>
ALLERGIES 1849392 Sulfur <> Sulfa
ALLERGIES 1804378 Sulfur <> Sulfa
2 ALLERGIES Sulpha <> Sulfa [2268874, 2271029]
ALLERGIES 1820979 Sulphur and <> Sulfa
ALLERGIES 1833663 Sulphur anitbiotics <> Sulfur Antibiotics
ALLERGIES 1808622 it <>
ALLERGIES 1814678 Tetracycline and <>
ALLERGIES 1836819 strength coding Novocain <> Codeine Novocaine
ALLERGIES 1814810 Viacadin <> Vicodin
ALLERGIES 1820971 YES DIARY AND GLUTEN <> Dairy Gluten
ALLERGIES 1828817 Yes I am allergic to anything that has in it <>
ALLERGIES 1821115 Yes <>
ALLERGIES 1825664 Zythromax and <> Zithromax
ALLERGIES 1833454 celflex <> Kelflex
ALLERGIES 1846662 any kind of <>
ALLERGIES 1804876 zofran zoloft <> Zfran Zoloft
ALLERGIES 1850533 cillins Sulphur drugs <> Penicillin Amoxicillin Sulfa
ALLERGIES 1833908 Levoquin <> Levaquin
ALLERGIES 2/30 columns 300/367 rows
ALLERGIES 1828692 contract dye <> Contrast Dye
ALLERGIES 1822012 eggs and milk <> Eggs Milk
ALLERGIES 2267867 trazadone <> Trazodone
ALLERGIES 1807810 makes me depressed <>
12 ALLERGIES no <> [] [1801307, 1808180, 1813716, 1815145, 1818188, 1821428, 1829445, 1829481, 1833654, 1836725, 1846983, 1851392]
ALLERGIES 1804116 no <> None
ALLERGIES 1801216 none <> []
ALLERGIES 1837169 penecillin erythmythro cethlaspoin base anesthsia <> Penicillin Erythromycin Cephalosporin Base Anesthesia
ALLERGIES 1833597 sulfas <> Sulfur
ALLERGIES 1829148 papstram alot <> Pastrami A lot
ALLERGIES 1828856 rag weed type stuff <> Ragweed
ALLERGIES 1836702 when I was younger <>
ALLERGIES 1829466 sofia drugs <> Sulfur Drugs
ALLERGIES 1829408 sofia <> Sulfur
ALLERGIES 1837012 Flagyl <> Metronidazole
ALLERGIES 1833443 had it in 2008 pine sulfa antibiotics <> Pine Sulfur Antibiotics
ALLERGIES 1801196 invocana medication <> Invokana
CAGE_YR 1829442 38.0 <> 28.0
CUR_ILL 23069 cells of trivial non-letter differences ignored
CUR_ILL 1905352 [] <> No
CUR_ILL 2267527 [] <> None
CUR_ILL 1829208 [] <> None.
CUR_ILL 1833609 Beginning of September unknown origin <>
CUR_ILL 1821709 and <>
CUR_ILL 1834209 By level pat and this <> Bilevel PAP
CUR_ILL 1828798 COVID Positive 07/05/2021 <> No
CUR_ILL 1807965 COVID <> COVID-19
CUR_ILL 1804066 COVID <> COVID-19
CUR_ILL 1825062 COVID <> COVID-19
CUR_ILL 1825040 COVID <> COVID-19
CUR_ILL 1808754 Coranary <> Coronary
CUR_ILL 1833789 Covid <> COVID-19
CUR_ILL 1804859 Dealing with and <>
CUR_ILL 1818254 and <>
CUR_ILL 1804404 CEREBRPAULSY I HAVE KROHNS SORIATIC DISK ENDOMETRYOSIS <> Cerebral Palsy Crohn's Psoriatic Disc Endometriosis
CUR_ILL 1825856 than approve 09/2021 L_cernitine <> Than approved 09/2021.I L cernitine
CUR_ILL 1801604 P-enca also Have <> P-Anca and
CUR_ILL 1833389 I was having and more severe pain around May <>
CUR_ILL 1807810 I was having some <>
CUR_ILL 1833682 I was not experiencing any illness <> []
CUR_ILL 1836819 I was not experiencing any illness at the time. <> []
7 CUR_ILL I was not experiencing any illness. <> [] [1814701, 1814819, 1832834, 1833582, 1833656, 1836494, 1842794]
CUR_ILL 1850422 I was not experiencing any illness. <> No
CUR_ILL 2268790 COVID <> COVID-19
CUR_ILL 1836650 holler systems <> Hauler Symptoms
CUR_ILL 1801140 and about getting vaccinated <>
CUR_ILL 1809003 My elbow swelled up <> Swollen Elbow
CUR_ILL 2111093 Myasthenia gravis| rheumatoid arthritis| sleep apnea| new amputee <> []
CUR_ILL 1842976 N/ <> []
4 CUR_ILL N/a <> [] [1797700, 1807868, 2267866, 2269137]
CUR_ILL 1821444 NO <> []
4 CUR_ILL NONE <> [] [1798209, 1801224, 1808147, 1894849]
34 CUR_ILL No <> [] [1801411, 1801465, 1801495, 1801551, 1801587, 1801606, 1801770, 1808258, 1808261, 1808356, 1808357, 1808372, 1808433, 1814705, 1814744, 1815198, 1821522, 1821737, 1829519, 1832936, 1832946, 1833454, 1836517, 1836541, 1836609, 1836624, 1836666, 1836706, 1836756, 1836788, 1851592, 2268801, 2268816, 2268850]
2 CUR_ILL No <> None [1804078, 1804148]
CUR_ILL 1833285 COVID long term <> COVID-19 long-term
CUR_ILL 1848777 No other illnesses <> []
CUR_ILL 1804280 No other illnesses <> No
CUR_ILL 1801501 No other illnesses at the time of vaccination. <> []
CUR_ILL 1833449 No. <> []
34 CUR_ILL None <> [] [1801183, 1801267, 1801537, 1808166, 1808204, 1808223, 1808235, 1808293, 1815103, 1815216, 1821424, 1821511, 1821516, 1821536, 1821604, 1821766, 1825487, 1825532, 1825664, 1829451, 1829509, 1829674, 1836697, 1836776, 1836799, 1836846, 1840424, 1840437, 1851402, 1851593, 1861660, 2268791, 2268835, 2268843]
CUR_ILL 2271017 None <> No
CUR_ILL 2268802 None none <> []
6 CUR_ILL None. <> [] [1815125, 1829442, 1829490, 1829495, 1847361, 1847378]
CUR_ILL 1818172 No| but did have health issue with no diagnosis <> []
CUR_ILL 1864970 COVID <> COVID-19
CUR_ILL 1818321 RSV; I was not symptomatic but may have been infected with Hand| foot and mouth at time of vaccination <> RSV
CUR_ILL 1814640 Yes <>
34 CUR_ILL no <> [] [1801186, 1801196, 1801262, 1801265, 1801307, 1801375, 1808180, 1813716, 1814810, 1815145, 1818188, 1818261, 1821327, 1821338, 1821399, 1821438, 1821520, 1821686, 1829445, 1829481, 1829494, 1829532, 1829552, 1829656, 1832920, 1833532, 1833534, 1833597, 1833654, 1836725, 1836730, 1846983, 1851381, 1897573]
2 CUR_ILL no <> None [1804070, 1804116]
8 CUR_ILL none <> [] [1801563, 1808331, 1808359, 1808401, 1829448, 1836702, 1836803, 1840620]
CUR_ILL 1825068 she gets her <> I get my
2 ER_ED_VISIT [] <> Y [1828939, 2111093]
HISTORY 120864 cells of trivial non-letter differences ignored
2 HISTORY [] <> None [2267547, 2268749]
HISTORY 1869590 Accerated <> Ulcerative
HISTORY 1804378 hypo-thyroid <> Hypothyroidism
HISTORY 1801216 Afib| <> AFib
HISTORY 2268941 and <>
HISTORY 1825664 and high <> High
HISTORY 1829188 w <> with
HISTORY 1818888 Arthurites Gerd and WPW <> Arthritis Gerd WPW
HISTORY 1840144 Asthma and Hypothyroidism <> Asthma Hypothyroidism
HISTORY 1840112 Asthma and hypothyroid <> Asthma Hypothyroidism
HISTORY 1850759 Asthma Shine injury <> Asthma Shin Injury
HISTORY 1836846 I had a stroke <> Stroke
HISTORY 1805970 Asthmas <> Asthma
HISTORY 1825180 and <>
HISTORY 1818003 and <>
HISTORY 1825152 Asthma Syncopie episodes <> Asthma Syncope Episodes
HISTORY 1804380 Asthma high bp and glaucoma <> Asthma Hypertension Glaucoma
HISTORY 1833789 not on medication for it because only time I need to take anything is if get a cold <>
HISTORY 1857995 COPD A-Fib Hyper Thyroidism and <> Chronic Obstructive Pulmonary Disease Atrial Fibrillation Hyperthyroidism
HISTORY 1828785 bull A <> Bulls Atrial
HISTORY 1833148 aneurism <> Aneurysm
HISTORY 1833389 during summer of 2021 <>
HISTORY 2266208 Pre Diabetes Auto Immunse <> Prediabetes Autoimmune
HISTORY 2268838 and slow <> Slow
HISTORY 1836847 Pains/Damage <> Pain/Damage
HISTORY 1815125 and hip <> Hip
HISTORY 1837145 and <>
HISTORY 1808754 Coranary <> Coronary
HISTORY 1821255 <> was
HISTORY 2268881 AFIB <> Atrial Fibrillation
HISTORY 1818899 and <>
HISTORY 2268897 Hashimito's <> Hashimoto's
HISTORY 1804482 Diabetic and epileptic controlled by medicine <> Diabetes Epilepsy
HISTORY 1801606 taken care of by medication <>
HISTORY 1801587 taken care of by medication <>
HISTORY 1839964 Thorasis <> Thoracic
HISTORY 1833016 Gastro Persis <> Gastroparesis
HISTORY 2265993 Hashimito's <> Hashimoto's
HISTORY 6/30 columns 100/355 rows
HISTORY 1821050 high blood pressure <> Hypertension
HISTORY 1836803 BP and <> Blood Pressure
HISTORY 2268817 heard <> heart
HISTORY 1829448 and high Triglicerides <> High Triglycerides
HISTORY 1821277 High blood pressure <> Hypertension
HISTORY 2266145 and <>
2 HISTORY and <> [1865796, 1865801]
HISTORY 2271573 Hx hx <> History
HISTORY 1808622 Hypo thyroid <> Hypothyroidism
HISTORY 1836956 Hypotyroidism <> Hypothyroidism
HISTORY 1864830 HAVE A NUREOULOGICAL SCARUM <> have neurological Sacrum a
HISTORY 1804404 I HAVE KROHNS SORIATIC DISK ENDOMETRYOSIS PNEMONIA <> Crohn's Psoriatic Disc Endometriosis pneumonia me and
HISTORY 1842794 I do not have any chronic or long-standing health conditions. <> []
HISTORY 1804796 I factor <>
HISTORY 1825877 and <>
HISTORY 1814819 I had a and have <>
HISTORY 1836997 I have and DVT <>
HISTORY 1836494 I have had a <>
HISTORY 1848777 I have COPD <> COPD
HISTORY 1818777 I have Gert and wpw I have arthurites <> I have GERD I have arthritis
HISTORY 1833656 I have and <>
HISTORY 1833582 I have <>
HISTORY 1828817 I have a heart and <>
HISTORY 2267678 and <>
HISTORY 1836799 I have asthma <> Asthma
HISTORY 1825795 and <>
HISTORY 1828939 I have <>
HISTORY 2267903 and a <>
HISTORY 1818186 I have had many my ears a <> Ears
HISTORY 1833737 I have hives on and off also <> Hives
HISTORY 1829404 I have <>
HISTORY 1850422 I have <>
HISTORY 2271033 and <>
HISTORY 1814701 and <>
HISTORY 1804345 I have and <>
HISTORY 1832834 I have <>
HISTORY 1804280 I have ulcerative-colitis <> Ulcerative Colitis
HISTORY 1834209 I just have and asthma also thyroid <> Asthma Thyroid
HISTORY 1801501 I suffered a stroke 5 years ago. <> Stroke
HISTORY 1869496 I was diagnosed with in March 2021 <>
HISTORY 1829454 every once a while <> occasionally
HISTORY 1804856 Just <>
HISTORY 2268800 stint <> Stent
HISTORY 1828738 affecting my reproductive and renal don't have cervix had <>
HISTORY 2271188 Dystonomia <> Dysautonomia
HISTORY 1840002 Digeneration <> Degeneration
HISTORY 1840985 COVID <> COVID-19
HISTORY 1840098 and <>
HISTORY 1836788 and <>
HISTORY 1839981 Grabis A-Fib <> Gravis Atrial Fibrillation
HISTORY 2111093 <> Diabetes Mellitus type 2 Rheumatoid Arthritis Obstructive Sleep Apnea
HISTORY 6/30 columns 200/355 rows
HISTORY 2269137 N/a <> []
HISTORY 1808147 NONE <> []
8 HISTORY No <> [] [1808223, 1808258, 1808261, 1815198, 1833454, 1836609, 1836624, 1836753]
HISTORY 1804078 No <> None
10 HISTORY None <> [] [1801183, 1801267, 1808166, 1808204, 1821604, 1825487, 1829451, 1851402, 1851593, 2268802]
2 HISTORY None. <> [] [1829442, 1847361]
2 HISTORY COVID <> COVID-19 [1840424, 1840437]
HISTORY 1829011 and <>
HISTORY 2267630 and spring <> Spring
HISTORY 1821690 RA and asthma <> RA Asthma
HISTORY 1804255 RUMETOID CHRONIS <> Rheumatoid Chronic
HISTORY 1825865 of <>
HISTORY 2267696 Rhemotoid <> Rheumatoid
HISTORY 2268074 and gird <> GERD
HISTORY 1833186 and <>
HISTORY 1815687 and <>
HISTORY 1840151 Sordiac and cereuses I also have <> Psoriatic Psoriasis
HISTORY 1833673 my heart <> Heart
HISTORY 1833153 drippage <> droppages
HISTORY 2266363 and <>
HISTORY 1828798 naproxen as needed baby aspirin <>
HISTORY 1814744 and have put stents <> Stents
HISTORY 2266200 and <>
HISTORY 1829010 marks cancer <> Markers Cancer
HISTORY 1833597 in remission for <>
HISTORY 1829148 skeitol <> skatole
HISTORY 1801140 diabetic radiopalsy <> Diabetes Radial Palsy
HISTORY 1833443 January-renal it is now back to normal because of the antibiotics I was on When they found went Stage 3 but my blood work almost hypo thyroid 2008 <> Renal Hypothyroidism
HISTORY 1833908 asthma - I had it as a child but it's just an occasional thing - I don't have it all the time <> Asthma
HISTORY 1818261 controlled through medication and exercise asthma bells palsy bi-lateral from chemo 6 years ago <> Asthma Bell's Palsy Bilateral
HISTORY 6/30 columns 300/355 rows
HISTORY 1905468 ehlers-banlos potts <> Ehlers-Danlos Pott Disease
HISTORY 1818882 epstein-barr IVF|sibo ovarion Manapause <> Epstein Barr Virus IVF Sibo Ovarian Menopause
HISTORY 1837193 and acid digestive issues <> Acid/Digestive Issues
HISTORY 1833719 i have I didnt any at the time of my vaccination also <>
HISTORY 2269315 liachen <> Lichen
HISTORY 1833279 long covid <> Long COVID-19
HISTORY 1833329 long covid <> Long COVID-19
9 HISTORY no <> [] [1801262, 1801375, 1814810, 1829494, 1832920, 1833532, 1836725, 1851381, 1897573]
2 HISTORY no <> None [1804070, 1804116]
HISTORY 1833767 no other than what the medication is for <>
4 HISTORY none <> [] [1808359, 1808401, 1821520, 1836702]
HISTORY 1828880 and <>
HISTORY 1837236 <> Disease
HISTORY 1840322 <> Syndrome
HISTORY 1818172 yes hormone levels are being observed nothing is happening watching <>
HOSPDAYS 1821879 [] <> 1.0
HOSPITAL 1821879 [] <> Y
LAB_DATA 91959 cells of trivial non-letter differences ignored
LAB_DATA 2111093 [] <> CBC, CMP, Trop, ESR, CRP, CK, T4, ECG, Holter Monitor, Chest x-ray,
5 LAB_DATA [] <> None [2266160, 2267485, 2267586, 2268467, 2269070]
LAB_DATA 1814744 [] <> They did a Catheterization on my heart and 2 other tests, and prescribed Eliquis.
LAB_DATA 1840317 and <>
LAB_DATA 1836866 panel Pro time Also did a Covid Virus test and antibody GSH D <> Panel PT/PTT COVID-19 Test Swab Antibody TSH
LAB_DATA 2266156 COVID <> COVID-19
LAB_DATA 1836803 went to my primary-lab hormones-in had a <> Primary Physician for lab hormones in
LAB_DATA 1846383 COVID <> COVID-19
LAB_DATA 1833306 09/13/2021 test positive Corona showed <> 09/13/2021-COVID-19 test-positive test-showed
LAB_DATA 1833148 Covid <> COVID-19
LAB_DATA 1804380 Covid x-rays-enlarge 10/12/2021-Bloodwork-high scan-pneumonia <> COVID-19 test was x-rays showed enlarge Bloodwork high scan Pneumonia
LAB_DATA 1808018 <> COVID-19
LAB_DATA 1826061 10/13/2021-ultra sound blood work done normal <> 10/13/2021 Ultrasound Bloodwork Normal
LAB_DATA 1821843 Covid <> COVID-19
LAB_DATA 1836980 Covid <> COVID-19
LAB_DATA 1828763 10/24/2021| no medical test or laboratory done but was informed by the doctor to wait to see if it goes away. <> No
LAB_DATA 1825735 COVID <> COVID-19
LAB_DATA 1828785 x-rays first x-ray pneumothorax bull Covid <> X Rays First Ray Pneumothorax Bull's COVID-19
LAB_DATA 2267895 2 home covid tests positive <> 2 Home COVID-19 tests positive
LAB_DATA 1818003 covid Covid Xray <> COVID-19 X-ray
LAB_DATA 2273443 covid Covid <> COVID-19
LAB_DATA 1837092 w/COVID <> w/COVID-19
LAB_DATA 1797719 Lacy <>
LAB_DATA 1804345 a an and blood work <> Bloodwork
LAB_DATA 1869606 Abdominal pelvic 11/10/202 <> Abdominal/Pelvic 11/10/2022
LAB_DATA 1858019 COVID <> COVID-19
LAB_DATA 2265994 COVID <> COVID-19
LAB_DATA 2268930 COVID And <> COVID-19
LAB_DATA 2268887 Covid test <> COVID-19 Test
LAB_DATA 2271358 Covid <> COVID-19
LAB_DATA 2268881 covid test <> COVID-19 Test
LAB_DATA 1804848 covid <> COVID-19
LAB_DATA 1829451 covid Covid 19 <> covid-19 Covid-19
LAB_DATA 1880502 BIOPSY MAMAGRAM <> Biopsy Mammogram
LAB_DATA 1828709 BLOOD EKG FOLLOW UP WITH CARDIOLOGIST CHEST X-RAY <> Blood Test EKG Chest X Ray
LAB_DATA 1864830 EFFUFIONS <> Cardiologist Doctor Seen Effusions
LAB_DATA 1821936 and <>
LAB_DATA 1888050 checked 6 day medication to 7 <>
LAB_DATA 2268914 work <> Work results unremarkable
LAB_DATA 1798209 Blood work and scan <> Bloodwork Scan
LAB_DATA 1825838 was and also <> were
LAB_DATA 1801465 my Doctor In <>
LAB_DATA 1821288 Amolayse <> Amylase
LAB_DATA 1804257 CBC right X-Ray <> CBC Bilateral X-Ray
LAB_DATA 1801307 COVID rapid test and <> COVID-19 Rapid Test-Negative
LAB_DATA 1865751 COVID <> COVID-19
LAB_DATA 1829011 COVID <> COVID-19
LAB_DATA 2265937 COVID <> COVID-19
LAB_DATA 1821444 COVID 20Oct2021 <> COVID-19 20 Oct 2021
LAB_DATA 2271197 COVID <> COVID-19
LAB_DATA 2266198 COVID <> COVID-19
LAB_DATA 2268090 COVID <> COVID-19
3 LAB_DATA COVID Test <> COVID-19 Test [2267579, 2267923, 2268906]
LAB_DATA 2267714 COVID Test <> COVID-19 Test
LAB_DATA 2267552 COVID <> COVID-19
LAB_DATA 1840112 <> 19
LAB_DATA 2265971 COVID <> COVID-19
LAB_DATA 2267643 COVID <> COVID-19
LAB_DATA 2267656 COVID <> COVID-19
LAB_DATA 2271049 COVID <> COVID-19
LAB_DATA 2267459 COVID test positive negative <> COVID-19 test-positive COVID-19-negative
LAB_DATA 9/30 columns 100/475 rows
LAB_DATA 2267887 COVID <> COVID-19
LAB_DATA 2265961 COVID <> COVID-19
LAB_DATA 2267890 COVID <> COVID-19
LAB_DATA 2268802 COVID home testes <> COVID-19 home tests
3 LAB_DATA COVID test <> COVID-19 Test [1804078, 1807805, 1821157]
6 LAB_DATA COVID test <> COVID-19 test [1804245, 1821277, 1821295, 1829110, 1869590, 2267902]
LAB_DATA 1825775 COVID and they did a <> COVID-19
LAB_DATA 1850607 COVID <> COVID-19
LAB_DATA 1808763 COVID test Pikens <> COVID-19 Test Pickens
LAB_DATA 1808293 COVID <> COVID-19
LAB_DATA 1828691 COVID <> COVID-19
LAB_DATA 1815198 COVID <> COVID-19
LAB_DATA 1840354 <> 19
LAB_DATA 1829552 COVID <> COVID-19
LAB_DATA 2265976 COVID <> COVID-19
LAB_DATA 2263552 COVID <> COVID-19
LAB_DATA 1820917 COVID test <> COVID-19 test
2 LAB_DATA COVID <> COVID-19 [2267570, 2268054]
LAB_DATA 1869515 COVID <> COVID-19
LAB_DATA 1833153 COVID <> COVID-19
LAB_DATA 1833223 COVID <> COVID-19
LAB_DATA 1833101 COVID <> COVID-19
LAB_DATA 2266116 COVID Bloodwork <> COVID-19 Blood Work
LAB_DATA 1821737 COVID <> COVID-19
LAB_DATA 1833609 was <>
LAB_DATA 2268872 <> and
LAB_DATA 1804243 COVID-19-positive Lung X-ray-normal CBC <> COVID-19 was positive Lung X-ray was normal CBC
LAB_DATA 1833669 COVID. <> COVID-19
LAB_DATA 2267559 COVID <> COVID-19
LAB_DATA 1804451 chest)|Xray Blood work <> of chest X-rays and Bloodwork
LAB_DATA 2269157 then <>
LAB_DATA 1828798 Notoph no bleeding Blood transfusion <> Test No Toph Bleeding
LAB_DATA 1804859 and also had <>
LAB_DATA 1850470 Labwork <> Bloodwork
LAB_DATA 1833654 Did a swab of girl parts sample taken <> Vaginal Swab Sample
LAB_DATA 1821766 X Ray <>
LAB_DATA 2266383 echo cardio graham and blood <> Echocardiogram Blood
LAB_DATA 1804798 Covid <> COVID-19
LAB_DATA 2267498 and <>
LAB_DATA 2014311 361486497 361486498 361470030 Pheifer Emma 361469988 <>
LAB_DATA 1842905 Covid <> COVID-19
LAB_DATA 1865754 Covid <> COVID-19 Test
LAB_DATA 1821604 Covid <> Covid-19
LAB_DATA 1869420 Covid <> COVID-19
LAB_DATA 1825401 Covid 26Oct2021 <> COVID-19 26 Oct 2021
LAB_DATA 2268805 Covid <> COVID-19
LAB_DATA 2267651 Covid COVID <> COVID-19
LAB_DATA 2268817 Covid <> COVID-19
LAB_DATA 2273441 Covid <> COVID-19
LAB_DATA 1801468 Covid Test negative <> COVID-19 Test-Negative
LAB_DATA 1814655 Covid <> COVID-19
LAB_DATA 1797700 Covid Test <> COVID-19 Test
LAB_DATA 2268897 Covid <> COVID-19
LAB_DATA 1840571 Covid <> COVID-19
LAB_DATA 2268843 Covid 1/12/2022 <> COVID-19 01/12/2022
LAB_DATA 1833699 Covid <> COVID-19
LAB_DATA 2267592 Covid <> COVID-19
LAB_DATA 2268791 Covid <> COVID-19
2 LAB_DATA Covid test <> COVID-19 Test [1807816, 2268893]
2 LAB_DATA Covid test <> COVID-19 test [1821993, 2269142]
LAB_DATA 2267870 Covid <> COVID-19
LAB_DATA 2269355 Covid <> COVID-19
3 LAB_DATA Covid <> COVID-19 [2267671, 2268058, 2268097]
LAB_DATA 2267501 Covid <> COVID-19
LAB_DATA 2269350 Covid <> COVID-19
LAB_DATA 2271021 Covid <> COVID-19
LAB_DATA 1825487 Covid <> COVID-19
LAB_DATA 1840390 Covid <> COVID 19
LAB_DATA 2268111 Covid <> COVID-19
LAB_DATA 2271039 Covid <> COVID-19
LAB_DATA 2266169 Covid <> COVID-19
LAB_DATA 1804390 Covid <> COVID-19 was on
LAB_DATA 1828692 Covid-19 test <> COVID 19 Home Test COVID 19 PCR Test
LAB_DATA 1829408 <> Positive
LAB_DATA 9/30 columns 200/475 rows
LAB_DATA 2267648 Covid-positive <> COVID-19-positive
LAB_DATA 2273440 Covid19 and chest Covid <> COVID-19 Chest
LAB_DATA 1951224 356075445 1|110 356301153 356069556 356069548 <> 1,110
LAB_DATA 1828737 Diagnosed with mucinous carcinoma <> []
LAB_DATA 1833532 Doctor ordered to check for kidneys came back <>
LAB_DATA 1801262 Doctor ordered I did have some causing <> found
LAB_DATA 1828758 Blood Work Dose 1 03/25/2021 008B21A 2 04/22/2021 002C21A <> Bloodwork
LAB_DATA 1818254 also <>
LAB_DATA 1828651 EKG and MRI <> EKG MRI
LAB_DATA 1814810 scan <> hospital Scan
LAB_DATA 1804418 blood work they all except <> Bloodwork
LAB_DATA 1869441 EKG doctor work Dr <> EKG-doctor work-doctor Doctor
LAB_DATA 1846983 COVID <> COVID-19
LAB_DATA 2268801 test Dr <> Test Doctor
LAB_DATA 1836350 covid strep tests Blood work Covid antibody test <> Test COVID-19 Strep Bloodwork Antibody
LAB_DATA 1836995 Holter <> halter
LAB_DATA 1825856 and <>
LAB_DATA 1833597 I had a lipase came back normal except my which were both in the And then kidneys was at The only negative that from tests else <> Lipase Normal Negative Else
LAB_DATA 1857983 Covid Steriod-Prednisone 3x 2x day <> COVID-19 Steroid-Prednisone three times twice
LAB_DATA 1833534 different types of blood work culture to see if I had any autoimmune disease that was not aware <> Bloodwork Blood Culture
LAB_DATA 2271008 COVD and <> COVID-19
LAB_DATA 2267494 COVID <> COVID-19
LAB_DATA 2266208 COVID <> COVID-19
LAB_DATA 2266363 COVID <> COVID-19
LAB_DATA 2266145 Home COVID test <> Home COVID-19 test
LAB_DATA 2265947 Home COVID test <> Home COVID-19 test
LAB_DATA 2269126 Covid <> COVID-19
LAB_DATA 2269333 home <> COVID 19 COVID-19 test
LAB_DATA 2266217 Hometest rapid COVID test-positive <> Home test rapid COVID-19 test-positive
LAB_DATA 2269161 I did an had a done called <>
LAB_DATA 1829503 I did get labs done but I do not remember. <> []
LAB_DATA 1833094 and an <>
LAB_DATA 1833582 I had a performed was found on the scan <> Found
LAB_DATA 1814701 I had an blood drawn received and was hooked up to a A-Fib <> Bloodwork AFIB
LAB_DATA 1869542 I had an and completed <>
LAB_DATA 1832834 I had and a <>
LAB_DATA 1814819 I had blood work drawn scans and an a sonogram <> Bloodwork Scans Sonogram All tests show that there was not any blockage
LAB_DATA 1833656 I had blood work drawn an and x-rays completed The only thing that came back abnormal was my <> Bloodwork X-rays Abnormal
LAB_DATA 1818882 I had my regular lab work on before my booster ... ~125 more <> []
LAB_DATA 1818731 I had my regular labs with and also xray two <> x-ray
LAB_DATA 2267561 COVID <> COVID-19
LAB_DATA 2267903 MRI's <> Multiple MRIs
LAB_DATA 2267630 I started with a dry cough which was unusual ... ~523 more <> []
LAB_DATA 1804481 <> it came
LAB_DATA 1828911 I wasn't feeling to good to know which labs I had done but I do know I did get blood drawn <> Bloodwork
LAB_DATA 2267690 Igenix <> Igenex
LAB_DATA 2264650 and <>
LAB_DATA 1808166 Ive test <> I've tests
LAB_DATA 1821327 COVID <> COVID-19
LAB_DATA 2076028 365615177 1|460 365615178 365615176 <> 1,460
LAB_DATA 1828880 was normal They just find <> Normal Detected
LAB_DATA 1818906 Labs for my liver and kidneys Everything <> Kidney labs Liver
LAB_DATA 1851392 and a <> A an
LAB_DATA 1801186 X-rays on July first Ultrasound later 2 clot <> X-rays-July First Ultrasound-1 later-2 clots
LAB_DATA 2265993 and <>
LAB_DATA 1818186 my <>
LAB_DATA 1808235 XRAY torn arthirtis <> X-Ray Torn Arthritis
LAB_DATA 9/30 columns 300/475 rows
LAB_DATA 1833162 MRI CT scans <> MRI CT Scan
LAB_DATA 1829655 scans blood everyday spine tap and <> Sans Blood every Spine taps
LAB_DATA 2267532 MRI blood work and ultrasound <> MRI Bloodwork Ultrasound
LAB_DATA 1804394 White count All results <>
LAB_DATA 1821236 PC I Covid Both tests were positive <> PCR COVID-19
LAB_DATA 1836855 COVID <> COVID-19
LAB_DATA 1829286 My GP blood test and they saw that its elevated whats goin <> what's going
LAB_DATA 1821952 N/A. <> []
2 LAB_DATA N/a <> [] [1821021, 2269137]
6 LAB_DATA No <> [] [1801587, 1801606, 1821522, 1832946, 1836541, 1836624]
LAB_DATA 1804148 No <> None
LAB_DATA 1804280 No medical test. <> No
LAB_DATA 1801501 No medical tests. <> []
LAB_DATA 1833449 No. <> []
15 LAB_DATA None <> [] [1801537, 1801770, 1808204, 1808372, 1808382, 1821536, 1825532, 1829404, 1836697, 1836776, 1836846, 1840424, 1840437, 1897573, 2268827]
LAB_DATA 1846366 None because of telehealth <> None
2 LAB_DATA None. <> [] [1801267, 1829442]
LAB_DATA 1818899 Not applicable <> []
LAB_DATA 1808034 Not applicable. <> []
LAB_DATA 1821933 COVID <> COVID-19
LAB_DATA 1828817 On Aug 31st| 2021| I teste positive for ... ~114 more <> []
LAB_DATA 2266150 lime dieses and <> lyme disease
LAB_DATA 1828939 On October 27| 2021| I went to the ER and ... ~383 more <> []
LAB_DATA 1836799 test prescribe <> tested prescribed
LAB_DATA 1578726 212110094LP-198922 NASOPHARYNX(181200003 <> NASOPHARYNX
LAB_DATA 1829490 Other than the no test <>
LAB_DATA 1808223 rapid COVID <> Rapid COVID-19
LAB_DATA 2267920 covid <> COVID-19
LAB_DATA 2268721 Covid <> COVID-19
LAB_DATA 2269312 <> COVID-19
LAB_DATA 1817957 Pcr and <> PCR
LAB_DATA 1880794 Finding of <>
LAB_DATA 1582413 NMRL <> LAB
LAB_DATA 1805970 COVID <> COVID-19
LAB_DATA 1821400 COVID <> COVID-19
LAB_DATA 2268918 04/14/2022-positive <> on 04/14/2022 Positive
LAB_DATA 2267591 Covid <> COVID-19
LAB_DATA 1804825 Dr <> doctor
LAB_DATA 1825792 and Covid <> COVID-19
LAB_DATA 1833767 and <>
LAB_DATA 2276227 variants <> variant
LAB_DATA 2288197 20211107 PCR based not applicable <> 11/07/2021 PCR-based n.a Variant
LAB_DATA 2288195 20211107 PCR base n/a unknonw <> 11/07/2021 PCR-based n.a Variant unknown
LAB_DATA 2288206 20211107 no answer <> 11/07/2021 n.a
LAB_DATA 2288199 20211107 <> 11/07/2021
LAB_DATA 2288181 20211107 information <> 11/07/2021 variant n.a
LAB_DATA 2288203 20211107 n A <> 11/07/2021 variant n.a
LAB_DATA 2288201 20211107 no answer <> 11/07/2021 variant n.a
LAB_DATA 2288191 20211107 Not applicable <> 11/07/2021 variant n.a
LAB_DATA 2288193 20211107 no answer <> 11/07/2021 variant n.a
LAB_DATA 2288198 20211107 no answer <> 11/07/2021 variant n.a
LAB_DATA 2288196 20211107 <> 11/07/2021
LAB_DATA 2288194 20211108 PCR based no answer <> 11/08/2021 PCR-based n.a Variant
LAB_DATA 2288182 20211108 PCR based no answer <> 11/08/2021 PCR-based n.a Variant
LAB_DATA 2288188 20211108 PCR based no answer <> 11/08/2021 PCR-based n.a Variant
LAB_DATA 2288180 20211108 No answer <> 11/08/2021 variant n.a
LAB_DATA 2288179 20211108 <> 11/08/2021 variant
LAB_DATA 2288190 20211108 not applicable <> 11/08/2021 variant n.a
LAB_DATA 2288183 20211109 PCR based no answer <> 11/09/2021 PCR-based n.a Variant
LAB_DATA 2288186 20211109 no answer <> 11/09/2021 variant n.a
LAB_DATA 2288184 20211109 no information <> 11/09/2021 variant n.a
LAB_DATA 2288189 20211109 not applicable N501y <> 11/09/2021 variant n.a n501y
LAB_DATA 1825707 COVID <> COVID-19
LAB_DATA 1821516 COVID <> COVID-19
LAB_DATA 1821915 COVID <> COVID-19
LAB_DATA 1829377 test <> tests
LAB_DATA 1834209 They did a my <>
LAB_DATA 1833908 They did every test ER and the last time I was there they gave me a body out my gall bladder everything could do My primary has all those reports She sent to an endocrinologist who is following also <> gallbladder
LAB_DATA 1804856 <> is
LAB_DATA 1833682 They performed a and The results all came back good <> Good
LAB_DATA 1808020 and <>
LAB_DATA 1836725 else Care-Strep test-negative <> Wednesday Care Strep Test negative
LAB_DATA 1836715 Ultra sound <> Ultrasound of the soft tissue They diagnosed me with Salivary Gland Infection
LAB_DATA 1836830 <> of pelvic/abnormal and vaginal area results were normal
LAB_DATA 1828738 in Sep spline and Hydronephorisis kidneys <> September Spleen
LAB_DATA 1833186 and X-rays <> X-Rays
LAB_DATA 1825865 COVID <> COVID-19
LAB_DATA 9/30 columns 400/475 rows
LAB_DATA 1822173 COVID <> COVID-19
LAB_DATA 1836823 <> COVID-19
LAB_DATA 1836788 ex ray <> X-ray
LAB_DATA 1820979 and COVID test <> COVID-19
LAB_DATA 1815145 When I saw the doctor and mentioned chest pain <>
LAB_DATA 1836494 While there they performed a scan an <> Scan
LAB_DATA 1828897 left arm has osteopenia <>
LAB_DATA 1821154 <> on
LAB_DATA 1821709 COVID <> COVID-19
LAB_DATA 1829215 a mri <> A MRI an
LAB_DATA 1804482 blocked oil glands in right eye <> []
LAB_DATA 1828895 blood work XR modules found <> Bloodwork X Ray Nodules Found
LAB_DATA 1804152 blood work normal x-rays normal Covid test negative Flu test negative Strep throat positive <> Blood Work-Normal X-Rays-Normal COVID-19 Test-Negative Flu Test-Negative Strep Throat-Positive
LAB_DATA 1804244 blood urine and all kind of stuff <> Bloodwork Urinalysis
LAB_DATA 1801196 blookwork EKG <> Bloodwork EKG
LAB_DATA 1836758 blood <> normal abnormal Blood
LAB_DATA 1808331 Covid <> Covid-19
LAB_DATA 1818878 and <>
LAB_DATA 1804792 covid <> COVID-19
LAB_DATA 1836997 version out patient <> aversion outpatient
LAB_DATA 1817948 mouth xray Covid <> Mouth x-ray X-ray COVID-19
10 LAB_DATA no <> [] [1801265, 1801375, 1808180, 1818261, 1818321, 1821399, 1821438, 1829445, 1832920, 1851381]
LAB_DATA 1804116 no <> None
LAB_DATA 1801216 none <> []
LAB_DATA 1828856 ophthalmologist took pictures of it and I saw the that was busted <> Ophthalmic Photography Ruptured
LAB_DATA 2270983 and covid <> COVID-19
LAB_DATA 1818188 they didn't do an x-ray but I can't remember what they did <> X-Ray
LAB_DATA 1829148 mardules <> modules
2 NUMDAYS [] <> 0.0 [1850508, 2267586]
NUMDAYS 2111093 1.0 <> 10.0
3 OFC_VISIT [] <> Y [1840097, 1840114, 2111093]
OFC_VISIT 1840571 Y <> []
ONSET_DATE 3 cells of trivial non-letter differences ignored
OTHER_MEDS 150325 cells of trivial non-letter differences ignored
OTHER_MEDS 1829672 I not taking anything prior <> []
OTHER_MEDS 1808147 NONE <> []
7 OTHER_MEDS No <> [] [1801495, 1808223, 1808356, 1808433, 1814705, 1815198, 1836823]
7 OTHER_MEDS None <> [] [1801183, 1801267, 1821604, 1825487, 1829451, 1851402, 1851593]
OTHER_MEDS 1847361 None. <> []
3 OTHER_MEDS no <> [] [1829552, 1833654, 1836725]
4 OTHER_MEDS none <> [] [1808331, 1808359, 1829481, 1861660]
OTHER_MEDS 1804280 No prescriptions <> No
OTHER_MEDS 1804078 No <> None
OTHER_MEDS 1821897 Nothing <> None
OTHER_MEDS 1842942 none- I got off my medication for a couple of weeks prior to the vaccine. Because they say you won't have any reaction. <> None
OTHER_MEDS 1848777 I take Zocor <> Zocor
OTHER_MEDS 1833100 PRISTIQ <> Prestiq
OTHER_MEDS 2286484 [] <> PAXLOVID
OTHER_MEDS 1846383 for season allergies <>
OTHER_MEDS 1909379 Tamoxicin <> Tamoxifen
OTHER_MEDS 1869542 I was taking <>
OTHER_MEDS 2245364 [] <> ARIPIPRAZOL
OTHER_MEDS 1808154 atarvisstatin <> Atorvastatin
OTHER_MEDS 1829442 I was taking a prescription pill day <>
OTHER_MEDS 1821295 Yes Levetheroxzine <> Levothyroxine
OTHER_MEDS 1833901 I took my normal medication <>
OTHER_MEDS 1833260 and <>
OTHER_MEDS 1804116 I take Mir lax and <> MiraLAX
OTHER_MEDS 1801468 Adican HCT Zocore <> Atacand HCT Zocor
OTHER_MEDS 1840985 I took my normal medications and <>
OTHER_MEDS 1880663 meds <> Medication
OTHER_MEDS 1820971 VITIAMN D VITIAMN C <> Vitamin D Vitamin C
OTHER_MEDS 1828953 occasional <> As Needed
OTHER_MEDS 2269137 and <>
OTHER_MEDS 2271042 Vitamine <> Vitamin
OTHER_MEDS 2268694 and <>
OTHER_MEDS 1850747 <> 5mg
OTHER_MEDS 1829120 and <>
OTHER_MEDS 1801501 I was taking and vitamin's <> Vitamins
OTHER_MEDS 1825318 and <>
OTHER_MEDS 2267690 Prozac Prazalan Rhistasis <> Prozac Prazolan Restasis
OTHER_MEDS 1825849 was prescribtion <> prescriptions
OTHER_MEDS 1836702 I take and a <>
OTHER_MEDS 1851592 Lemictol <> Lamictal
OTHER_MEDS 1801140 dont want <> Does not wish
OTHER_MEDS 1825746 and <>
OTHER_MEDS 2270997 solpadeine <> Solpadine
OTHER_MEDS 13/30 columns 100/528 rows
OTHER_MEDS 1842794 I do not take any medications but a <>
OTHER_MEDS 1804255 OLMOSORTEN <> Olmesartan
OTHER_MEDS 1815145 GERD hair for PREP <>
OTHER_MEDS 2263928 and <>
OTHER_MEDS 1833673 and 10MG <> 10mg
OTHER_MEDS 1828737 for GERD multi vitamin <> Multivitamin
OTHER_MEDS 1850422 and <>
OTHER_MEDS 1804481 B12|D and <> B12 Vitamin D
OTHER_MEDS 1821428 Vit <> Vitamin
2 OTHER_MEDS and <> [2267540, 2267557]
OTHER_MEDS 1839963 Vit D3 Lamotramine and Liarozole <> Vitamin D3 Lamotrigine Liarozole
OTHER_MEDS 1837169 loloesterin claritan and <> Lo Loestrin Claritin
OTHER_MEDS 1804482 and <>
OTHER_MEDS 2269342 VITIAMIN <> Vitamin
OTHER_MEDS 1833582 I was taking pre-natal and <> Prenatal
OTHER_MEDS 1836980 or B12 multi vitamin <> B-12 Multi-Vitamin
OTHER_MEDS 1818906 I was taking daily of 20MG am <> 20mg
OTHER_MEDS 1828936 progestrone <> Progesterone
OTHER_MEDS 1818212 CINTHYROID FLOXATIN <> Synthyroid Fluoxetine
OTHER_MEDS 1807805 and <>
OTHER_MEDS 1828817 I take baby aspirins 1 and Pindoool <> Baby Aspirin Once Pindolol
OTHER_MEDS 1801265 I took Vit and <> Vitamin
OTHER_MEDS 1801307 Infusions every 6 weeks Entybio med at night sometimes to sleep <> Entyvio Medicine
OTHER_MEDS 2264958 and <>
OTHER_MEDS 1818261 basic meds and <> Medications
OTHER_MEDS 1829208 Vitamins and <> Vitamin
OTHER_MEDS 2263546 Multi <> Multivitamin
OTHER_MEDS 1828738 meds Ibuprofen after the vaccine <> Medication
OTHER_MEDS 1840114 shot <> Inj
OTHER_MEDS 1833244 10mg twice daily once a at night <>
OTHER_MEDS 1829106 Magnesia <> Magnesi
OTHER_MEDS 2266150 and <>
OTHER_MEDS 1804040 VitD dim <> Vitamin D Sim
OTHER_MEDS 1807810 od <> Once a day
OTHER_MEDS 2267592 Carbateal bysenepral <> Carbatrol By Nepal
OTHER_MEDS 1804345 I was taking and <>
OTHER_MEDS 1807981 Multi vitamin ZYRTEC <> Multivitamin Zyrtrec
OTHER_MEDS 2271013 and <>
OTHER_MEDS 1821050 medication <> medications
OTHER_MEDS 2268883 <> Vitamin
OTHER_MEDS 1842826 Yes <>
OTHER_MEDS 1801563 25mg once daily 1mg c-1000 mg <> C
OTHER_MEDS 2271172 liceneproil <> Lisinopril
OTHER_MEDS 1829532 prescription medication <>
OTHER_MEDS 1801537 and <>
OTHER_MEDS 1840598 yes <>
OTHER_MEDS 1804871 LASTARTIN FOR HIGH BLOOD PRESSURE GABAPITIN <> Losartan Gabapentin
OTHER_MEDS 1820917 Yes <>
OTHER_MEDS 1801465 Lemictol <> Lamictal
OTHER_MEDS 13/30 columns 200/528 rows
OTHER_MEDS 1850607 Vit <> Vitamin
OTHER_MEDS 1836541 Vit <> Vitamin
OTHER_MEDS 1833549 Sync 40MG everything once a day <> Zinc 40mg
OTHER_MEDS 2267681 Propololono and <> Propranolol
OTHER_MEDS 1850376 Atorvastain Carvedelol Kalor'con Losgin Metotrexte <> Atorvastatin Carvedilol Klor-con Losgin Methotrexate
OTHER_MEDS 1808763 Thyroid medicine B12 Vit <> Vitamin B-12
OTHER_MEDS 1818200 <> Vitamin
OTHER_MEDS 2265965 and <>
OTHER_MEDS 1909400 Flow nasal <> Flonase
OTHER_MEDS 1837016 Floxin <> Ofloxacin
OTHER_MEDS 1801443 <> Vitamin
OTHER_MEDS 1881040 HSABOX 12 <> HSA 230/21 2 pumps
OTHER_MEDS 1804390 injects <>
OTHER_MEDS 2268090 and <>
OTHER_MEDS 1828785 2 <> Two
OTHER_MEDS 2267895 Vitamins Omaga3 <> Vitamin Omega 3
OTHER_MEDS 1801604 a month prior Over the counter and <>
OTHER_MEDS 2267520 metphormin alubutren <> Metformin Albuterol
OTHER_MEDS 1833396 preznosie Atorvastatin80mg <> Prednisone Atorvastatin 80mg
OTHER_MEDS 1814850 I took my normal medications and supplements a <>
OTHER_MEDS 2267696 zyrtec benedryl actemera <> Zyrtec Benadryl Actemra
OTHER_MEDS 2267890 Zrytech Prozac10mg and <> Zyrtec Prozac
OTHER_MEDS 1818172 <> Vitamin
OTHER_MEDS 1880971 Flaxseed <>
OTHER_MEDS 1814640 Yes w <> with
OTHER_MEDS 2267672 Pantrapocole|vit <> Pantoprazole Vit
OTHER_MEDS 1829674 CLARITAN <> Claritin
OTHER_MEDS 1840179 vitamin prebiotic <> Probiotic
OTHER_MEDS 1833153 multi-vitamins and dietary supplements Vit <> Multivitamins Vitamin
OTHER_MEDS 1894831 Singular <> Singulair
OTHER_MEDS 1865738 od <> Once Daily
OTHER_MEDS 1840097 microgram 20mg <> mcg 20 mg
OTHER_MEDS 1829227 Vit and <> Vitamin
OTHER_MEDS 1833223 and maybe <>
OTHER_MEDS 2269160 lotine <> Lodine
OTHER_MEDS 1836346 magnums <> Magnesium
OTHER_MEDS 1825180 Cingular and <> Singular
OTHER_MEDS 2271185 and <>
OTHER_MEDS 1815103 Colcrys <> Cloris
OTHER_MEDS 1825532 Tumeric <> Turmeric
OTHER_MEDS 1842884 Vit <> Vitamin
OTHER_MEDS 2268950 5|000 <> 5,000
OTHER_MEDS 1833908 Blood pressure medicine it was very low <>
OTHER_MEDS 1833656 I was taking and <>
OTHER_MEDS 1833389 I take <>
OTHER_MEDS 1814655 30MG 75McG 20mg <> 30 mg 75 mcg 20
OTHER_MEDS 13/30 columns 300/528 rows
OTHER_MEDS 1801587 Doctor's prescriptions 500mg/2xday 40mg/1xday 5mg/1xday 20mg/1xday 5%/1 drop per eye 4000 unit/day b12 1000mg/day <>
OTHER_MEDS 1818899 and <>
OTHER_MEDS 2267870 Vorapamil <> Verapamil
OTHER_MEDS 1813716 tablet <>
OTHER_MEDS 2266189 Latanaprost Dorzolomide Timol <> Latanoprost Dorzolamide Timolol
OTHER_MEDS 1837012 alieve <> Aleve
OTHER_MEDS 1814819 I was taking 25mg and <> 25 mg
OTHER_MEDS 2266358 Trazadone <> Trazodone
OTHER_MEDS 2268930 Vitamins supplements <> Vitamin 3
OTHER_MEDS 1818254 Chlordiaz Ibesartan Temazetam and <> Chlordiazepoxide Irbesartan Temazepam
OTHER_MEDS 1842830 Vit <> Vitamin
OTHER_MEDS 1808180 Atoravastin <> Atorvastatin
OTHER_MEDS 1821196 <> but
OTHER_MEDS 1826061 <> Vitamin
OTHER_MEDS 1840110 several vitamins Vit <> Vitamin
OTHER_MEDS 2267630 FLEXURAL <> Flexeril
OTHER_MEDS 1797695 Yes <>
OTHER_MEDS 1840112 Levothyorxine <> Levothyroxine
OTHER_MEDS 1825664 Ambereren Suphedrinepe and <> Amberene Suphedrine Pe
OTHER_MEDS 1865736 and <>
OTHER_MEDS 1821438 I was taking <>
OTHER_MEDS 1825559 50 mg vitamic <> 50MG Vitamin
OTHER_MEDS 1825396 vitamic c <> Vitamin C
OTHER_MEDS 1828614 75mg 1 xday 175mg 20mg 10mg <> 75 mg 1x 175 20 10
OTHER_MEDS 1821737 vit <> Vitamin
OTHER_MEDS 1836855 Vit <> Vitamin
OTHER_MEDS 1818321 Vit <> Vitamin
OTHER_MEDS 1804380 I was taking Advar VitD Vit b12 <> Advair Vitamin D B12
OTHER_MEDS 1801606 Doctor's prescriptions 500mg/2xday 40mg/1xday 5mg/1xday 20mg/1xday 5%/1 drop per eye 4000 unit/day b12 1000mg/day <> B12
OTHER_MEDS 1808622 CITRACAL <> Citrucel
OTHER_MEDS 1833597 40 mg of 300 plus vit B Complex <> 40mg 300mg Vitamin B-Complex
OTHER_MEDS 1864830 Quciapina alegra vit allieve <> Quetiapine Allegra Vitamin Aleve
OTHER_MEDS 1833534 10 mg od 100 40 150 epi pen 15 <> 10mg 100mg 40mg 150mg Epi-Pen 0.15mg
OTHER_MEDS 2268899 and <>
OTHER_MEDS 2268802 olmesaratan <> Olmesartan
OTHER_MEDS 1829188 softner fiber <> softener Fiber
OTHER_MEDS 2271021 Zink <> Zinc
OTHER_MEDS 1833737 once and 100iu <> Once 100 IU
OTHER_MEDS 1832834 Influxa and <> Euflexxa
OTHER_MEDS 1833719 and 100iu <> 100 IU
OTHER_MEDS 1840144 Cingular and <> Singulair
OTHER_MEDS 2267559 Multi i Vitamin <> Multivitamin
OTHER_MEDS 2271033 I was taking of and <>
OTHER_MEDS 1829215 day|coque10 and a <> day Coque10
OTHER_MEDS 1821748 I take <>
OTHER_MEDS 2268881 Ca Multi-vitamin <> Calcium Vitamin Multivitamin
OTHER_MEDS 1833708 Vit <> Vitamin
OTHER_MEDS 2266363 Finisteride and Clartin <> Finasteride Claritin
OTHER_MEDS 2266220 Qvair <> Qvar
OTHER_MEDS 2268918 supplement and Multi-vitamin <> Multivitamin
OTHER_MEDS 2268940 <> Vitamin
2 OTHER_MEDS Prevacid 20mg <> [1840424, 1840437]
OTHER_MEDS 1860913 Valacyclovir <> Valaciclovir
OTHER_MEDS 2271030 Vit <> Vitamin
OTHER_MEDS 2266208 Zinic and <> Zinc
OTHER_MEDS 1804856 I take they're soft gels once <> Once
OTHER_MEDS 1839891 1200 mg spray/2x a and <> 1200mg spray twice
OTHER_MEDS 13/30 columns 400/528 rows
2 OTHER_MEDS <> Vitamin [2269159, 2269312]
OTHER_MEDS 2270983 hctv inhaler <> HCTZ
OTHER_MEDS 1828897 supplements <> Supplement
OTHER_MEDS 2267902 Multi <> Multivitamin
OTHER_MEDS 1833593 Tumoric <> Vitamin Turmeric
OTHER_MEDS 1804324 0 500milligrams 30mg.chorolphyn <> 500milligram 30mg Chorolphyn
OTHER_MEDS 1814701 and <>
OTHER_MEDS 1836866 D3 <> Vitamin-D3
OTHER_MEDS 2268054 and <>
OTHER_MEDS 1836517 LAMICTAL VIIBYRD Vit IMVEXXY <> Lamictial 300 mg Viibryd 40 05 patch 125 micrograms Vitamin 100 Invexxy 10
OTHER_MEDS 1804451 Vit <> Vitamin
OTHER_MEDS 1821399 Vit day <> Vitamin Day
OTHER_MEDS 1818005 hydrochlorzide <> Hydrochlorothiazide
OTHER_MEDS 1807848 Vit <> Vitamin
OTHER_MEDS 1833454 Yes <> Vitamin
OTHER_MEDS 2267903 and <>
OTHER_MEDS 1821255 <> Vitamin
OTHER_MEDS 1836847 Lisinopril|Vitamin 10mg(as <> Lisinopril Vitamin 10mg as
OTHER_MEDS 1700491 Lisinop <> Lisinopril Mag Ox Metoprolol Mycophenolate mofetil Prednisone Tacrolimus Vit D3
OTHER_MEDS 2267651 Aminosidine <> Amizone
OTHER_MEDS 1825012 <> and
OTHER_MEDS 2268116 Guafinesin and <> Guaifenesin
OTHER_MEDS 2268077 <> Vitamin
OTHER_MEDS 1850524 Fosinopril <> Lisinopril
OTHER_MEDS 1807927 od Allertec allergy <> Once a day Zyrtec-allergy
OTHER_MEDS 1829519 I also took some supplements <>
OTHER_MEDS 1804796 I was taking for the symptoms take and daily also a <>
OTHER_MEDS 1869575 Trimederine Jardians Lantis <> Triamterene Jardiance Lantus
OTHER_MEDS 2268827 Simvacor <> Symbicort
OTHER_MEDS 1836803 I was taking Vit <> Vitamin
OTHER_MEDS 1834209 and once a day 20mg 0.5mg 5mg sleep 200mcg/25mcg 2.5mcg 50mcg of centroid all them <> 20 mg 0.5 5 Sleep 200 mcg/25 mcg 2.5 Centroid 50
OTHER_MEDS 1833279 50|000 <> 50,000
OTHER_MEDS 1821709 and <>
OTHER_MEDS 2268895 Co Qu 10 and <> CoQ10
OTHER_MEDS 1821288 Fexofidine Vit <> Fexofenadine Vitamin
OTHER_MEDS 1821049 D-3 vit <> D3
OTHER_MEDS 1857983 1x Catalotram 1/2 B|C|D|E and zinc <> one Citalopram half the B C D E Zinc
OTHER_MEDS 2267875 and <>
OTHER_MEDS 1869606 ribo <> Lipo
OTHER_MEDS 2267611 alpunerol atorvastatine avanvia soduim terpinafine toprol tragenta bentlin <> Allopurinol Atorvastatin Aviva Sodium Terbinafine Toprol Tradjenta Ventolin
OTHER_MEDS 1805970 I took my normal medications and Fl <> Flovent puffs 2x per day
OTHER_MEDS 1825135 Doxetin <> Doxepin
OTHER_MEDS 2267715 treximy <> Treximet
OTHER_MEDS 1857995 Flavix sustain and Triam <> Plavix P Systain Triamcinolone
OTHER_MEDS 1869482 2|000MG citracal vitamin <> 2000MG da Citrucel
OTHER_MEDS 1825118 omega3 fish vitamin <> 5mg Once A Day 10mg 75mcg 600mg 400mg 2000mg Omega 3 Fish 760mg Vitamin 10mcg
OTHER_MEDS 1821764 Its its e <> it's It's Ev
OTHER_MEDS 1818777 t <> that I
OTHER_MEDS 2268892 b-complex cler 240 <> B Complex Chloride 2400mcg
OTHER_MEDS 2273456 omega 3 billi <> Omega-3 billion CFU
OTHER_MEDS 1829448 Metropolol Atorvasatin Turmeic Leucot <> Metoprolol Atorvastatin Turmeric Leucotomies
OTHER_MEDS 1821690 m <> mgs
OTHER_MEDS 1829011 Carbidopa-levodopa 25-100 <> Carbidopa levodopa 25 100 200 1
OTHER_MEDS 1825143 Hydralazine Hydrocodone with acetaminophen Labetalol Lisinopril Lupron Nexium Ondansetron Prednisone Sertraline Sodium chloride Tandem <> 3 1 mg capsule bd 360 375 10 od 2 injections once a month nasal spray 4 or day as needed 24000 units capsules after each meals
OTHER_MEDS 2268096 l <> Latanoprost
OTHER_MEDS 1833443 62.5 500 mg bd 450 250 oscal 81 20 po <> 62.5mg 500mg 450mg 250mcg Os-Cal 81mg 20mg Potassi
OTHER_MEDS 1833306 wellnes <> Wellness
OTHER_MEDS 2111093 [] <> acetaminophen (generic for TYLENOL) 325mg tablet albuterol HFA (ProAir HFA) 108 (90 BASE)mcg/act inhaler 18 g Calcium Carb-Cholecalciferol 500-400 MG-UNIT chewable tablet cetirizine (generic for ZyrTEC) 10mg tablet clonazePAM (generic f
OTHER_MEDS 1829311 <> complex once daily
OTHER_MEDS 1833609 1000 iu <> 1000IU Vitamins Calc
OTHER_MEDS 2267490 inject <> injection every two
OTHER_MEDS 1869592 da <> Daily Omega
OTHER_MEDS 2271358 2.5%Finaste <> 2.5 Finast
OTHER_MEDS 13/30 columns 500/528 rows
OTHER_MEDS 2268817 o <> Oil Ecotr
OTHER_MEDS 2264665 Symb <> Symbicort Artificial t
OTHER_MEDS 1833232 <> a day Dox
OTHER_MEDS 1821685 x 3xday neede <> 1x 3x needed Zanax Al
OTHER_MEDS 1833101 Basigla <> Basaglar Injectio
OTHER_MEDS 1804404 I have several over 20 supplements prescriptions etc RX inje <> injection once weekly 10mg Flexxero PRN 8mg Zofran Norco/Hydrocodo
OTHER_MEDS 1804859 I was taking <> once daily Que
OTHER_MEDS 1808754 Cloanzpam Atorvastaein Hydrochlorotaizide Cl <> Clonazepam Atorvastatin Hydrochlorothiazide C
OTHER_MEDS 1837445 Vit Replenix <> Vitamin Replen
OTHER_MEDS 1837145 Toviav protonix Vit Ajo <> Toviaz protonic Vitamin Ajovy
OTHER_MEDS 1865796 I take suppleme <> Supplement with Zin
OTHER_MEDS 1865801 Lipodor 40mg daily Nevothyroxin Hydrocloroxiozide I take <> Lipitor 40miligram Daily Levothyroxine Hydrochlorothiazide
OTHER_MEDS 1829535 ti <> times a da
OTHER_MEDS 2267897 <> Tablet a
OTHER_MEDS 2265993 <> Chondroi
OTHER_MEDS 1865576 3|000 1|500 <> 3,000 1,500 Lactase 230mg
OTHER_MEDS 2267873 Trazadone o <> Trazodone once da
OTHER_MEDS 1846983 regi <> Regimen of O
OTHER_MEDS 1829429 55 year olds <> 55-year-old Melatonin CoQ
OTHER_MEDS 1807813 Duooxetone Foracid susy Maoodipine Besylate <> Duloxetine Folic acid Sulfate Amlodipine B
OTHER_MEDS 1840231 TOUJEO SOLOSTAR OZEMPIC Montelukast Glipizide oil MIRALAX <> Toujeo Solo Star 20IU Ozempic 5mg 20mg 10mg 100mg 2000IU 120mg 5000mcg Oil 1000mg 200mg Mir
OTHER_MEDS 1839964 20 mg 550 40 400 180 1 3 10 25 <> 20mg 550mg 40mg 400mg 180mg one three 10mg 25mg half
OTHER_MEDS 2267567 Centur <> Centurium silve
OTHER_MEDS 1869530 od hctz bd meqer pioglitazone 15 metformin 500 with meals vitamin D-3 200 <> Once Daily and Hydrochlorothiazide at D
OTHER_MEDS 1837133 <> Cal
OTHER_MEDS 1828856 bd od over the counter <> Twice a Daily Once Ove
OTHER_MEDS 1833248 <> Wel
PRIOR_VAX 14934 cells of trivial non-letter differences ignored
PRIOR_VAX 2269342 FLU DIDNT <> Flu Did not
PRIOR_VAX 1804481 <> I was
PRIOR_VAX 1897573 flu shots on Oct2021 <> Flu shot in October 2021
PRIOR_VAX 2263940 COVID <> COVID-19
PRIOR_VAX 1818765 <> and
PRIOR_VAX 2268835 <> and
PRIOR_VAX 2268838 yrs <> years
PRIOR_VAX 1820979 <> with
PRIOR_VAX 1804451 Flu vaccine(soreness at the site day 1 or 2 <> Flu vaccine I had soreness at the injection site for1 or 2 days
PRIOR_VAX 1818777 are <> arm
PRIOR_VAX 2268821 Covid <> COVID-19
PRIOR_VAX 1840035 Covid <> COVID-19
PRIOR_VAX 1825849 COVID <> COVID-19
PRIOR_VAX 1836776 Covid <> COVID-19
PRIOR_VAX 2265994 COVID <> COVID-19
PRIOR_VAX 1850524 covid <> COVID-19
PRIOR_VAX 1833908 COVID <> COVID-19
PRIOR_VAX 1833329 Covid <> COVID-19
PRIOR_VAX 2269312 lasted <> Dose
PRIOR_VAX 2268950 covid kidney s <> COVID-19 kidne
PRIOR_VAX 1822148 t <> two
PRIOR_VAX 1825068 yrs polio al itc <> years Polio a it
PRIOR_VAX 2267897 COVID smell <> COVID-19
PRIOR_VAX 1851392 <> bad flu
PRIOR_VAX 1833708 COVID Migraine laste <> COVID-19 Migra
PRIOR_VAX 1829227 COVID <> COVID-19 for
PRIOR_VAX 1833279 Covid nauses missed <> COVID-19 Nausea miss
PRIOR_VAX 1840598 COVID days <> COVID-19 d
PRIOR_VAX 1821327 <> 14 2
PRIOR_VAX 1821306 shinrix <> Shingrix
PRIOR_VAX 1829377 2 <> 20
PRIOR_VAX 1825865 Pertussis I <> Pertussis-I a
PRIOR_VAX 1818709 stuf <> stuff
3 RECOVD [] <> U [1807927, 1828939, 1833937]
RECOVD 2111093 U <> N
RECVDATE 1 cell of trivial non-letter differences ignored
2 SEX [] <> F [1846366, 2268859]
SEX 1836753 F <> M
SPLTTYPE 175798 cells of trivial non-letter differences ignored
5 SPLTTYPE [] <> vsafe [1825180, 1833260, 1840980, 1880684, 1909363]
STATE 1821777 CA <> CO
STATE 1836725 IA <> ID
STATE 1850372 MS <> MO
STATE 2269136 NC <> SC
STATE 1820979 [] <> VT
SYMPTOM_TEXT 1067658 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1840317 3/16/2021)Around <> 3/16/2021 Around I 19
SYMPTOM_TEXT 2021293 Life stream First baptist <> facility
SYMPTOM_TEXT 1848777 elevating Keep <> that elevated Kept given
SYMPTOM_TEXT 1821438 diareahha <> diarrhea
SYMPTOM_TEXT 1836788 awaken her n she Participant verg Caridiologist Say up gage <> awakened me my then until I verge Saw ups gaging
SYMPTOM_TEXT 1825735 COVID low grade it's Non specific <> COVID-19 low-grade its Nonspecific
SYMPTOM_TEXT 2266217 COVID <> COVID-19
SYMPTOM_TEXT 2268932 an RX covid <> prescription
SYMPTOM_TEXT 1836803 cycles <> cycle
SYMPTOM_TEXT 2267459 COVID <> COVID-19
SYMPTOM_TEXT 2267559 COVID <> COVID-19
SYMPTOM_TEXT 1814744 getup catherization test from <> get up Catheterization tests
SYMPTOM_TEXT 1869530 Anaphcon A head ache lense Dr <> Naphcon-A headache lens
SYMPTOM_TEXT 1894441 Doctor's <>
SYMPTOM_TEXT 1833260 nauseas anti nausea Metoclotramide doctor advised going <> Nauseous was anti-nausea Metoclopramide doctor/advised ongoing
SYMPTOM_TEXT 1828763 prism <> prisms No medical or laboratory test done was informed by the doctor to wait see if it goes away
SYMPTOM_TEXT 1836702 all those till Oct <> The experienced which until On October
SYMPTOM_TEXT 2266145 brought tele health praxlovid <> bought telehealth Paxlovid
SYMPTOM_TEXT 2268790 notes <> nodes Cortisol an
SYMPTOM_TEXT 2271049 COVID <> COVID-19
SYMPTOM_TEXT 1822159 fatigure <> fatigue
SYMPTOM_TEXT 1801537 occured <> occurred
SYMPTOM_TEXT 2021453 White <>
SYMPTOM_TEXT 2270989 vibrations accept <> vibration except
SYMPTOM_TEXT 1840437 didn?t COVID <> The didn't
SYMPTOM_TEXT 1840424 didn?t COVID <> didn't
SYMPTOM_TEXT 1808258 9Aug2021 loss my autoimmune Its <> 9 Aug 2021 Loss by auto-immune It's
SYMPTOM_TEXT 1850533 11;15PM flooters pheripicals Diareahha because <> 11:15PM floaters peripherals Diarrhea
SYMPTOM_TEXT 1813716 <> were
SYMPTOM_TEXT 1821690 COVID <> The COVID-19
SYMPTOM_TEXT 2266116 COVID <> COVID-19
SYMPTOM_TEXT 1804395 <> dose was
SYMPTOM_TEXT 1833016 begin cause herpes its <> begun caused Herpes it's
SYMPTOM_TEXT 1836776 seem <> is seemed
SYMPTOM_TEXT 1829260 breath <> breathe
SYMPTOM_TEXT 1821288 slowering <> slowing
SYMPTOM_TEXT 1836541 2hrs d/t just but now since has <> 2 Now
SYMPTOM_TEXT 1836517 medication arrhythmias has <> medications arrhythmia
SYMPTOM_TEXT 1840002 short term 2 their <> short-term two they're
SYMPTOM_TEXT 1807810 od <> once day
SYMPTOM_TEXT 1842884 days COVID <> day COVID-19
SYMPTOM_TEXT 1825180 stated My an <> started my a
SYMPTOM_TEXT 2269142 Covid let know stomach/diarrhea <> COVID-19 told that stomach diarrhea
SYMPTOM_TEXT 1801468 MedExpress in Vero Beach <> Clinic
SYMPTOM_TEXT 2268051 covid <> COVID-19
SYMPTOM_TEXT 1808372 Everyday worst <> Every day worse
SYMPTOM_TEXT 2271037 and <>
SYMPTOM_TEXT 2268813 after <> After was
SYMPTOM_TEXT 1833282 Covid <> COVID-19
SYMPTOM_TEXT 1825151 tp <>
SYMPTOM_TEXT 2269317 along Bells <> Bell's
SYMPTOM_TEXT 1832834 COVID of <> COVID-19
SYMPTOM_TEXT 1822148 really two seven post nasal build up every once in awhile <> 7 postnasal buildup occasionally
SYMPTOM_TEXT 1836609 exist <> exists
SYMPTOM_TEXT 1814678 tow <> pain
SYMPTOM_TEXT 1833597 GERD appt affect <> Gerd appointment effect
SYMPTOM_TEXT 2268882 <> was by
SYMPTOM_TEXT 1825746 also <>
SYMPTOM_TEXT 2267494 COVID <> COVID-19
SYMPTOM_TEXT 2267650 COVID <> COVID-19
SYMPTOM_TEXT 1833776 oy <> my
SYMPTOM_TEXT 2265971 COVID <> COVID-19
SYMPTOM_TEXT 2270983 Covid doc covid <> COVID-19 doctor were
SYMPTOM_TEXT 1808331 covid center coivd 19 <> COVID-19 Center
SYMPTOM_TEXT 1825849 in 2021due <> on 2021 due
SYMPTOM_TEXT 1829377 test <> tests
SYMPTOM_TEXT 1828737 up <> out
SYMPTOM_TEXT 1840035 4 5 3 2 Covid flu <> four five three two to COVID-19 Test Flu
SYMPTOM_TEXT 1808433 covid Oct2021 21Oct2021 <> me COVID-19 Oct 2021 21
SYMPTOM_TEXT 1836980 Covid <> COVID-19
SYMPTOM_TEXT 1825068 emergencies nervers hurst Dr <> emergency room nerves Doctor
SYMPTOM_TEXT 1807813 COVID <> COVID-19
SYMPTOM_TEXT 2269331 Sore <> sore and
SYMPTOM_TEXT 2269139 have Dr min worst <> Then They doctor The minutes worse
SYMPTOM_TEXT 2264294 COVID <> COVID-19
SYMPTOM_TEXT 1825795 couldve a <> could've of
SYMPTOM_TEXT 2268838 <> a
SYMPTOM_TEXT 1828911 nausea Fever <> feeling nauseous feverish
SYMPTOM_TEXT 2266383 echocardio graham <> echocardiogram
SYMPTOM_TEXT 1825152 Dr stating d/t real <> doctor starting due really
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SYMPTOM_TEXT 2271197 COVID <> COVID-19
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SYMPTOM_TEXT 20/30 columns 100/657 rows
SYMPTOM_TEXT 1804345 GI's of anymore <> GIs any more
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SYMPTOM_TEXT 1804244 <> via
SYMPTOM_TEXT 1842942 for a while <>
SYMPTOM_TEXT 1828953 And any more <> anymore
SYMPTOM_TEXT 1828939 wear Oct Dr Then swelling again so prescribe <> them swelled Doctor prescribed
SYMPTOM_TEXT 1801183 5 <> 5:00
SYMPTOM_TEXT 1829124 ling anti-biotics wouldn?t <> long wouldn't
SYMPTOM_TEXT 2264715 COVID <> COVID-19
SYMPTOM_TEXT 1808622 cethalexin <> Cephalexin
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SYMPTOM_TEXT 1801196 delta covid july ppl i is august Dr complete <> Delta COVID-19 July people They saliva My August And The doctor That completely
SYMPTOM_TEXT 1829552 103 degree COVID <> 103-degree COVID-19
SYMPTOM_TEXT 1821327 COVID did <> COVID-19 but Vaccine Did
SYMPTOM_TEXT 2273452 Covid Methalprednisone antiobiotic <> COVID-19 Methylprednisolone antibiotic
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SYMPTOM_TEXT 2111093 small bumps appeared on right hand second day fatigue night sweats chills panic attacks and heart palpitations <> Chest pain
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SYMPTOM_TEXT 1828651 Participant states she sever head arches her participant Was took 7 turn find gave meds checked Nov <> I severe headaches my then had from 7PM medication In advised check will be November
SYMPTOM_TEXT 20/30 columns 200/657 rows
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SYMPTOM_TEXT 1837169 <> I had
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SYMPTOM_TEXT 1865796 24hour <> 24 hours
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SYMPTOM_TEXT 20/30 columns 300/657 rows
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SYMPTOM_TEXT 1837016 symptom <> symptoms
SYMPTOM_TEXT 1829429 zaggy Opthamalic anymore <> zag Ophthalmic any more
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SYMPTOM_TEXT 1821714 serve symptom <> severe symptoms
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SYMPTOM_TEXT 1836847 exp 18|2021 28|2021 26|2021 seen <> experiencing 18,2021 28 2021 26 saw
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SYMPTOM_TEXT 2267680 hematologists <> hematologist
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SYMPTOM_TEXT 2268914 05/01/2022-Is free falling med <> 05/01/2022 free-falling
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SYMPTOM_TEXT 2265976 COVID <> COVID-19
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SYMPTOM_TEXT 2267630 None stated <> I started with a dry cough which was unusual I was tired but more so than usual I tested myself around 06:00PM and it came back positive over the course of the evening my chest got heavy like I was getting a cold I was very sleepy I did a screening that night online and was able to get the Paxlovid prescription which I picked up the next morning I have had a sore throat on and off but the fatigue and coughing are the main issues I feel all little better I am home from work today I have not had a fever and I have had sweats and chills a little bit
SYMPTOM_TEXT 2268872 allergies <> allergy were
SYMPTOM_TEXT 2266363 COVID <> COVID-19
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SYMPTOM_TEXT 1821686 08/06/2021-COVID-10 <> 08/06/2021-COVID-19
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SYMPTOM_TEXT 1828798 Patient indicated she full dose Sick 10/1-3/2021 10/08/2021 10/10/2021 Bleed vacation right diagnosis Feratin at Internal Still Hobgoblin Iron Infusion test <> I from October 1st through 3rd 2021 got 8th Went to on 10th Right did bleed diagnosed my as Ferritin me have Hemoglobin internal am still very
SYMPTOM_TEXT 20/30 columns 400/657 rows
SYMPTOM_TEXT 2269350 covid <> COVID-19
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SYMPTOM_TEXT 1857995 7 Nov <> seven November
SYMPTOM_TEXT 1851593 <> the
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SYMPTOM_TEXT 1939988 PRIVACY <>
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SYMPTOM_TEXT 1826044 its teaching <> it's teach
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SYMPTOM_TEXT 2265997 COVID <> COVID-19
SYMPTOM_TEXT 1840093 benydral <> Benadryl
SYMPTOM_TEXT 2265994 COVID <> COVID-19
SYMPTOM_TEXT 1818882 happen <> happened I had my regular lab work on before booster shoot 09/17/2021 and haven't labs done since then Everything came back normal except Epstein Barr Virus panel
SYMPTOM_TEXT 1833669 COVID <> COVID-19
SYMPTOM_TEXT 1807868 24HRS <> Dr 24 hrs
SYMPTOM_TEXT 2265946 COVID <> COVID-19
SYMPTOM_TEXT 1818888 increased you notice <> increase in I noticed
SYMPTOM_TEXT 2268874 very <> an every
SYMPTOM_TEXT 1828880 and but Right <> Physician The
SYMPTOM_TEXT 1825040 time COVID 6mo joint <> times COVID-19 6 months joints
SYMPTOM_TEXT 1833789 covid <> COVID-19
SYMPTOM_TEXT 1837146 has breath <> had breathe
SYMPTOM_TEXT 1804257 COVID <> COVID-19
SYMPTOM_TEXT 1804243 Everyday COVID <> Every day COVID-19
SYMPTOM_TEXT 1837086 improve <> improved
SYMPTOM_TEXT 2267516 COVID 30|2022 <> COVID-19 30,2022
SYMPTOM_TEXT 1836348 in <> on
SYMPTOM_TEXT 1821656 advise clinic <> advised Clinic
SYMPTOM_TEXT 20/30 columns 600/657 rows
SYMPTOM_TEXT 1808166 Ventrical On <> Ventricle on
SYMPTOM_TEXT 2288196 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 09Jul2021 as 1 Lot FD6840 03Aug2021 2 all intramuscular covid-19 patient's relevant were following was 07Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Aug 3 2021 1st FD684 Jul 9 both experienced COVID-19/SARS-CoV-2 Nov 7
SYMPTOM_TEXT 2276312 are Report(s Same <> report same
SYMPTOM_TEXT 2288179 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 28May2021 as 1 Lot 02Jul2021 all intramuscular covid-19 patient's relevant were following was 08Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jul 2021 1st May 28 both experienced COVID-19/SARS-CoV-2 Nov 8
SYMPTOM_TEXT 2288180 Drug SARS-CoV-2 reporter(s Physician Agency Regulatory Authority-WEB number RA 30Apr2021 as 1 Lot 11Jun2021 2 intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 08Nov2021 described Positive answer are Comments Report(s product Different <> physician via regulatory authority 2nd of batch/lot intramuscularly Jun 11 2021 1st Apr 30 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 8 variant n.a comments product/different
SYMPTOM_TEXT 2288181 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 27Jun2021 as 1 Lot 27Jul2021 2 all intramuscular covid-19 patient's relevant were following was 07Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jul 27 2021 1st Jun both experienced COVID-19/SARS-CoV-2 Nov 7 variant n.a
SYMPTOM_TEXT 2288182 Vaccination SARS-CoV-2 reporter(s number 15May2021 as 1 Lot 26Jun2021 2 all intramuscular covid-19 patient's relevant were following was 08Nov2021 described DRUG Positive PCR based no answer are Report(s Same <> via 2nd of batch/lot intramuscularly Jun 26 2021 1st May 15 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 8 PCR-based n.a Variant same
SYMPTOM_TEXT 2288183 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 18Jun2021 as 1 Lot 29Jul2021 2 all intramuscular covid-19 patient's relevant were following was 09Nov2021 described FAILURE Positive PCR based no answer are <> via authority 2nd of batch/lot intramuscularly Jul 29 2021 1st Jun 18 both experienced COVID-19/SARS-CoV-2 Nov 9 PCR-based n.a Variant
SYMPTOM_TEXT 2288184 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 14Apr2021 as 1 Lot 28May2021 2 all intramuscular covid-19 patient's relevant were following was 09Nov2021 described DRUG no are Report(s Same <> via authority 2nd of batch/lot intramuscularly May 28 2021 1st Apr 14 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 9 variant n.a same
SYMPTOM_TEXT 2288186 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 22May2021 as 1 Lot 03Jul2021 2 all intramuscular covid-19 patient's relevant were following was 09Nov2021 described DRUG no answer are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jul 3 2021 1st May 22 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 9 variant n.a same
SYMPTOM_TEXT 2288188 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 15May2021 as 1 Lot 26Jun2021 2 all intramuscular covid-19 patient's relevant following was 08Nov2021 described DRUG PCR based no answer are Report(s Same drug Different <> via authority 2nd of batch/lot intramuscularly Jun 26 2021 1st May 15 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 8 PCR-based n.a Variant same drug/different
SYMPTOM_TEXT 2288189 SARS-CoV-2 Vaccination reporter(s Agency Authority-WEB number RA 09Jun2021 as 1 Lot 23Jul2021 2 all intramuscular covid-19 patient's relevant were following was 09Nov2021 described DRUG Positive applicableVariant applicable N501y are Comments Report(s SAME PATIENT AND PRODUCT DIFFERENT DOSE <> via authority 2nd of batch/lot intramuscularly Jul 23 2021 1st Jun 9 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov variant n.a n501y comments same product/different
SYMPTOM_TEXT 2288190 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 12Jun2021 as 1 Lot 10Jul2021 2 all intramuscular covid-19 patient's relevant were following was 08Nov2021 unknown described FAILURE applicable are <> via authority 2nd of batch/lot intramuscularly Jul 10 2021 1st Jun 12 both experienced COVID-19/SARS-CoV-2 Nov 8 variant n.a
SYMPTOM_TEXT 2288191 Vaccination SARS-CoV-2 reporter(s number 17Apr2021 as 1 Lot 29May2021 2 all intramuscular covid-19 patient's relevant were following was 07Nov2021 unknown described VACCINATION FAILURE Positive Not applicable are Report(s Same product different <> via 2nd of batch/lot intramuscularly May 29 2021 1st Apr 17 both experienced ineffective drug/vaccination COVID-19/SARS-CoV-2 Nov 7 variant n.a same product/different
SYMPTOM_TEXT 2288193 Vaccination SARS-CoV-2 reporter(s Authority-WEB number 21Apr2021 as 1 Lot 02Jun2021 all intramuscular covid-19 patient's relevant were following was 07Nov2021 described DRUG no answer are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jun 2021 1st Apr 21 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 7 n.a same
SYMPTOM_TEXT 2288194 Vaccination SARS-CoV-2 reporter(s Authority-WEB number 28May2021 as 1 Lot 10Jul2021 2 all intramuscular covid-19 patient's relevant were following was 08Nov2021 described DRUG Positive PCR based no answer are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jul 10 2021 1st May 28 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 8 PCR-based n.a Variant same
SYMPTOM_TEXT 2288195 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 27Apr2021 as 1 Lot 08Jun2021 2 all intramuscular covid-19 patient's relevant were following was 07Nov2021 described DRUG PCR base n/a unknonw are Report(s <> via authority 2nd of batch/lot intramuscularly Jun 8 2021 1st Apr 27 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 7 PCR-based n.a Variant
SYMPTOM_TEXT 2288197 SARS-CoV-2 reporter(s number 14Jun2021 as 1 Lot 09Jul2021 2 all intramuscular covid-19 patient's relevant were following was 07Nov2021 unknown described FAILURE PCR based applicable-Sequenced applicable are <> via 2nd of batch/lot intramuscularly Jul 9 2021 1st Jun 14 both experienced COVID-19/SARS-CoV-2 Nov 7 PCR-based n.a Variant sequenced
SYMPTOM_TEXT 2288198 SARS-CoV-2 reporter(s Authority-WEB number 16May2021 as 1 Lot 20Jun2021 2 all intramuscular covid-19 patient's relevant were following was 07Nov2021 unknown described VACCINATION FAILURE no answer are <> via authority 2nd of batch/lot intramuscularly Jun 20 2021 1st May 16 both experienced COVID-19/SARS-CoV-2 Nov 7 variant n.a
SYMPTOM_TEXT 2288199 Vaccination SARS-CoV-2 reporter(s Authority-WEB number 23Apr2021 as 1 Lot 04Jun2021 2 all intramuscular covid-19 patient's relevant were following was 07Nov2021 described DRUG are Report(s Same different <> via authority 2nd of batch/lot intramuscularly Jun 4 2021 1st Apr 23 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 7 same patient/different
SYMPTOM_TEXT 2288201 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 11Jun2021 as 1 Lot 02Jul2021 all intramuscular covid-19 patient's relevant were following was 07Nov2021 unknown described FAILURE Positive no answer are <> via authority 2nd of batch/lot intramuscularly Jul 2021 1st Jun 11 both experienced COVID-19/SARS-CoV-2 Nov 7 variant n.a
SYMPTOM_TEXT 2288203 SARS-CoV-2 reporter(s number 23Apr2021 as 1 Lot 02Jun2021 all intramuscular covid-19 patient's relevant were following was 07Nov2021 unknown described FAILURE n are <> via 2nd of batch/lot intramuscularly Jun 2021 1st Apr 23 both experienced COVID-19/SARS-CoV-2 Nov 7 variant n.a
SYMPTOM_TEXT 2288206 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 01Jul2021 as Lot 22Jul2021 2 all intramuscular covid-19 patient's relevant were following was 07Nov2021 unknown described FAILURE no answer are <> via authority 2nd of batch/lot intramuscularly Jul 22 2021 1st both experienced COVID-19/SARS-CoV-2 Nov 7 Variant n.a
SYMPTOM_TEXT 1587181 <> This is a pleasant 93-year-old female with hypertension chronic GERD diabetes advanced age kidney disease nursing home resident patient was diagnosed COVID-19 infection 2 days ago at the facility she brought into emergency department today due to worsening hypoxia and hypothermia Patient initially required non-rebreather mask in high-flow oxygen via nasal cannula however continued have therefore currently requiring CPAP treatment reports mild improvement of her shortness breath therapy denies any chest pain has nonproductive cough She Bair Hugger place temperature improving alert oriented x3 DNR code status but agreeable for noninvasive mechanical ventilation Nothing seems improve or worsen symptoms nausea vomiting sweats headache syncope received 1 L IV fluid bolus per blood cultures obtained empiric antibiotics hemodynamically stable normotensive
SYMPTOM_TEXT 2089732 Hispanic or Latino <>
SYMPTOM_TEXT 1825172 sclerosus <> sclerosis
SYMPTOM_TEXT 1897573 7pm 2AM chest.2am its <> 7 PM On at 2 AM they it is
SYMPTOM_TEXT 1836756 Immediately vaccine Physicals <> I Physical
SYMPTOM_TEXT 1836823 COVID <> COVID-19
SYMPTOM_TEXT 1869515 three year old COVID tele health appt <> three-year-old COVID-19 telehealth appointment
SYMPTOM_TEXT 1821536 didn?t couldn?t <> and Ibuprofen didn't couldn't
SYMPTOM_TEXT 1858028 24/48 3 I <> Twenty-four to forty-eight three is
SYMPTOM_TEXT 1833244 didn?t august couldn?t life long lymphedema Sjogren?s Non-Hodgkin?s wasn?t it?s still <> didn't sometime August couldn't lifelong Lymphedema Sjogren's Non-Hodgkin's wasn't it's Still
SYMPTOM_TEXT 1905468 contacts Dr <> contacted a doctor
SYMPTOM_TEXT 2271030 <> an were
SYMPTOM_TEXT 1820979 Covid Sinus hrs GI <> COVID-19 with sinus hours gastrointestinal
SYMPTOM_TEXT 1839981 Grabis Grooping <> Gravis an Drooping
SYMPTOM_TEXT 1807794 aug2021 covid <> August 2021 COVID-19
SYMPTOM_TEXT 1818709 Basically weak pretty <> Weak
SYMPTOM_TEXT 1880494 2 of anti viral fe <> two anti-viral
SYMPTOM_TEXT 1840948 synopsis <> Stenosis
SYMPTOM_TEXT 1814666 COVID <> COVID-19
SYMPTOM_TEXT 1888090 I?ve I?m that?s <> I've I'm
SYMPTOM_TEXT 1821520 Covid <> COVID-19
SYMPTOM_TEXT 1828614 but ever this day <> Ever
SYMPTOM_TEXT 1909402 WITHING <> Within
SYMPTOM_TEXT 1869517 6mths 6mth <> 6 months 6-month
SYMPTOM_TEXT 1828738 within fatigue Headache am 2 Jul2021 Aug diareahha Cramping aug2021 meds 5aug2021 side mind exposed covid mar2020 spine Apr Jul2020 trouble its got <> Within an fatigued headache morning Two two July 2021 August diarrhea cramping on medication inside mild Exposed COVID-19 March 2020 Spleen April through Trouble is
SYMPTOM_TEXT 1821777 pretty an <> a
TODAYS_DATE 2 cells of trivial non-letter differences ignored
VAX_DOSE_SERIES 2288191 1 <> 2
4 VAX_DOSE_SERIES 1|2 <> 2|1 [1036170, 1749322, 1853993, 1942274]
3 VAX_DOSE_SERIES 3 <> 1|3 [1808754, 1821243, 2267895]
VAX_DOSE_SERIES 1821288 3 <> UNK|3
VAX_DOSE_SERIES 2245364 UNK|3 <> 3
VAX_DOSE_SERIES 2286484 UNK|4 <> 4
VAX_LOT 412 cells of trivial non-letter differences ignored
VAX_LOT 1836847 Doesn't have lo <> []
VAX_LOT 1821840 no lot <> []
VAX_LOT 2267472 unknown <> []
VAX_LOT 1036170 011J20A||042L20A <> 042L20A|011J20A
VAX_LOT 1942274 MRNA|BNT162B2(P||BNT162B2(PF 3 <> BNT162B2(PF 3|MRNA,BNT162B2(P
VAX_LOT 1749322 Eh989plp||ECO192 <> ECO192|Eh989plp
VAX_LOT 1804245 [] <> 001C21A
VAX_LOT 1808220 [] <> 0213B21A
VAX_LOT 1808372 [] <> 037F21A
VAX_LOT 1829286 [] <> 30125BA
VAX_LOT 1804280 [] <> ER8727
VAX_LOT 2288191 EW2246 <> FC2473
VAX_LOT 2288203 EW4815 <> FC2473
VAX_LOT 2267557 FK9729/TJ5682 <> TJ5682
VAX_MANU 6 cells of trivial non-letter differences ignored
VAX_MANU 2286484 Unknown|Moderna <> Moderna
VAX_MANU 2245364 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_MANU 1821288 Pfizer-BionT <> Sanofi|Pfizer-BionT
3 VAX_MANU Pfizer-BionT <> Seqirus|Pfizer-BionT [1808754, 1821243, 2267895]
VAX_NAME 38 cells of trivial non-letter differences ignored
VAX_NAME 2267895 C19 <> Flu SEASONAL FLUAD QUADRIVALENT|C19
2 VAX_NAME C19 <> Flu SEASONAL AFLURIA QUADRIVALENT|C19 [1808754, 1821243]
VAX_NAME 1821288 C19 <> Flu SEASONAL FLUZONE QUADRIVALENT|C19
VAX_NAME 2286484 Not Specified NO BRAND NAME|C19 <> C19
VAX_NAME 2245364 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 2 cells of trivial non-letter differences ignored
VAX_ROUTE 2286484 OT| <> []
VAX_ROUTE 2111093 [] <> IM
21 VAX_ROUTE OT <> IM [2288179, 2288180, 2288181, 2288182, 2288183, 2288184, 2288186, 2288188, 2288189, 2288190, 2288191, 2288193, 2288194, 2288195, 2288196, 2288197, 2288198, 2288199, 2288201, 2288203, 2288206]
VAX_ROUTE 2267895 IM <> IM|IM
VAX_ROUTE 1808609 [] <> SYR
VAX_ROUTE 1828614 |IM <> SYR|IM
2 VAX_ROUTE SYR <> SYR|SYR [1808754, 1821243]
VAX_ROUTE 2267484 [] <> UN
VAX_SITE 3 cells of trivial non-letter differences ignored
VAX_SITE 2111093 RA <> LA
VAX_SITE 2267895 LA <> LA|LA
VAX_SITE 1808754 RA <> LA|RA
VAX_SITE 1821243 LA <> RA|LA
VAX_SITE 2267494 [] <> UN
2 VAX_TYPE UNK|COVID19 <> COVID19 [2245364, 2286484]
3 VAX_TYPE COVID19 <> FLU4|COVID19 [1808754, 1821243, 1821288]
VAX_TYPE 2267895 COVID19 <> FLUA4|COVID19
V_ADMINBY 1836715 OTH <> PUB
symptom_entries 1766 cells of trivial non-letter differences ignored
symptom_entries 1166021 _|_Ageusia_|_Anosmia_|_SARS-CoV-2 antibody test_|_ <>
symptom_entries 1475907 _|_Hallucinations| mixed_|_Hallucination| visual_|_ <> _|_Hallucination, visual_|_Hallucinations, mixed_|_
symptom_entries 1106228 _|_Injection site pain_|_Injection site swelling_|_ <>
symptom_entries 1030105 _|_Drug ineffective_|_ <>
symptom_entries 1070380 _|_Eye ulcer_|_ <>
symptom_entries 1192788 _|_Vaccination site pain_|_ <>
symptom_entries 1100285 _|_Ear discomfort_|_ <>
symptom_entries 1216756 _|_Hypertension_|_Pain_|_SARS-CoV-2 test_|_ <>
symptom_entries 1061598 _|_Pain_|_ <>
symptom_entries 2111093 _|_Chills_|_Fatigue_|_Night sweats_|_Palpitations_|_Panic attack_|_Rash_|_ <> _|_Blood creatine phosphokinase_|_C-reactive protein_|_Chest X-ray_|_Chest pain_|_Electrocardiogram_|_Electrocardiogram ambulatory_|_Full blood count_|_Metabolic function test_|_Red blood cell sedimentation rate_|_Thyroxine_|_Troponin_|_
symptom_entries 1176835 _|_Injection site pain_|_ <>
symptom_entries 1150851 _|_SARS-CoV-2 test_|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1216928 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1125081 _|_Pain in extremity_|_ <>
symptom_entries 1075169 _|_Nasopharyngitis_|_ <>
symptom_entries 1070210 _|_SARS-CoV-2 test_|_ <>
30 columns altered
1145477 modified reports on 2022-06-03
Writing ... vaers_changes/2022-06-03_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 657, 'OTHER_MEDS': 573, 'LAB_DATA': 568, 'ALLERGIES': 465, 'HISTORY': 457, 'CUR_ILL': 333, 'PRIOR_VAX': 66, 'VAX_ROUTE': 29, 'VAX_LOT': 28, 'symptom_entries': 16, 'VAX_DOSE_SERIES': 11, 'SPLTTYPE': 9, 'VAX_TYPE': 6, 'VAX_MANU': 6, 'VAX_NAME': 6, 'VAX_SITE': 5, 'STATE': 5, 'RECOVD': 4, 'OFC_VISIT': 4, 'NUMDAYS': 3, 'SEX': 3, 'ER_ED_VISIT': 2, 'AGE_YRS': 2, 'HOSPITAL': 1, 'CAGE_YR': 1, 'V_ADMINBY': 1, 'HOSPDAYS': 1, 'BIRTH_DEFECT': 0, 'TODAYS_DATE': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DISABLE': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'DIED': 0, 'L_THREAT': 0, 'X_STAY': 0, 'RECVDATE': 0, 'ONSET_DATE': 0, 'DATEDIED': 0}
This week
445 delayed/late/gapfill
1154 deleted
0 restored
1722274 cell edits trivial not printed
3262 cell edits significant
307 cells emptied entirely
657 writeups changed
All time
534817 delayed/late/gapfill
19082 deleted
6 restored
21895251 cell edits trivial not printed
22742 cell edits significant
1152 cells emptied entirely
4602 writeups changed
23566 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2308003, 2308005, 2308006, 2308008, 2308031, 2308126, 2308165, 2308166]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-06-10
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-06-10_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2315275
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2315179
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2315275
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2315179
3847 exact duplicates dropped in concatenated files, now 1634367 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2315275
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2315179
133365 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1374889 reports to work with (unique VAERS_IDs)
73533 dropped in df_data due to no covid VAX_TYPE involved in the report
91384 dropped in df_vax due to no covid VAX_TYPE involved in the report
90967 dropped in df_syms due to no covid VAX_TYPE involved in the report
1301356 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
14811 SYMPTOM_TEXT field repeat sentences deduped in 2042 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1355691 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1355691 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-06-10_VAERS_CONSOLIDATED.csv
Consolidation of 2022-06-10 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1301356 rows in df_vax_flat
Merging DATA into VAX flattened
1301356 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-06-10_VAERS_FLATTENED.csv
1301356 rows in vaers_flattened/2022-06-10_VAERS_FLATTENED.csv
Flattening of 2022-06-10 done
Using flat 2022-06-03 already in memory, 1295329 rows
Using flat 2022-06-10 already in memory, 1301356 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-06-03 already in memory
Comparing
2022-06-03 v. 2022-06-10
1301356 this drop total covid
1295329 previous total covid
1294118 identical set aside
7238 this drop to work with
1211 previous to work with
6027 difference
7109 new in 2022-06-10
32 delayed this week
1114 deleted this week kept
0 restored this week
Column value changes
HISTORY 1270537 CMS/HCC <>
HISTORY 1062211 military service <>
LAB_DATA 1964443 359159588 357477582 A Waalkes 357477583 357412292 357406532 357406539 357406540 357477536 357412300 357412287 <>
LAB_DATA 1675312 Labor Day <>
LAB_DATA 1840693 LN LOINC)/7459134031 Accession Number 2021264003667001 Performing Facility:Community Med Cntr Facility ID:27D0666145 FI Xpert Xpress LOINC)/7140701041 <> 7459134031 7140701041
LAB_DATA 1872669 350796252 350796253 350796255 350796254 350796245 350796243 Part 5 Guideline http://www.kidney.org/professionals/kdoqi/guidelines_ckd/toc.htm Black African Americans non-White non-Caucasian american Indian Asian Hispanic mixed Caucasian 350796244 350796246 American Emerg Med 2018;71:e59-e109 Intern Med.2015;163:701-711 Adv 2018;2:3226 <> specific
NUMDAYS 926728 1.0 <> 0.0
ONSET_DATE 926728 12/18/2020 <> 01/05/2021
STATE 1313318 QM <> NY
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1166024 COVAX US Support <>
SYMPTOM_TEXT 1936289 African-American <>
SYMPTOM_TEXT 1980535 On 25-Jun-2021 on 25-JUN-2021 <>
SYMPTOM_TEXT 976932 Pfizer First Connect <>
SYMPTOM_TEXT 1927675 COVID 19 Vaccines Pregnancy Exposure Registry number C00103 On 12-OCT-2021 <>
SYMPTOM_TEXT 1113847 CIOMS Netherlands Pharmacovigilance Centre Lareb <> regulatory authority
SYMPTOM_TEXT 1064458 English <>
SYMPTOM_TEXT 2248009 Coleman <>
SYMPTOM_TEXT 1075436 BASGAGES <> RA
SYMPTOM_TEXT 1207248 PMI <>
SYMPTOM_TEXT 2058601 when in RI <>
SYMPTOM_TEXT 997399 pain PEI respiratory <> pain/RA respiratory/RA
SYMPTOM_TEXT 1068746 Spain <>
SYMPTOM_TEXT 1069413 Ministry of Health Agency WEB <> Regulatory Authority Authority-WEB
SYMPTOM_TEXT 1051048 Medicines Agency MA <> Regulatory Authority
SYMPTOM_TEXT 1856586 C-VIPER COVID 19 Vaccines International Pregnancy Exposure Registry <>
SYMPTOM_TEXT 1062211 disable war Military military service Enurse <>
SYMPTOM_TEXT 993201 English <>
SYMPTOM_TEXT 1912310 study COVID 19 Vaccines International Pregnancy Exposure Registryt number C01453).The On 20-JUL-2021 <> study.The
SYMPTOM_TEXT 1875741 C-VIPER COVID 19 Vaccines International Pregnancy Exposure Registry On 21-MAY-2021 <>
SYMPTOM_TEXT 1521956 on 24-May-2021 <>
SYMPTOM_TEXT 1925405 VAOS modernatx.com <> database
SYMPTOM_TEXT 1398826 <> Fever
SYMPTOM_TEXT 1228999 Good Trama <>
SYMPTOM_TEXT 1057595 AEMPS-746703 <> Regulatory Authority ES-AEMPS-746703
SYMPTOM_TEXT 2030949 Registry number C01283 <>
SYMPTOM_TEXT 1755735 On 30-Jul-2021 <>
SYMPTOM_TEXT 1064487 Medicines Agency MA PEI <> Authority
SYMPTOM_TEXT 2254214 Black or African American <>
SYMPTOM_TEXT 927496 IBCC Inbound Call Center for HCPs <>
SYMPTOM_TEXT 1061547 HA <> RA
SYMPTOM_TEXT 1067839 Medicines Agency MA <> RA
SYMPTOM_TEXT 978339 Agency-WEB <> Authority-WEB
SYMPTOM_TEXT 1010288 Medicines Agency MA <>
SYMPTOM_TEXT 1068087 Pfizer First Connect <>
SYMPTOM_TEXT 1162439 DSU <> Agency
SYMPTOM_TEXT 1143671 MT <>
SYMPTOM_TEXT 1995485 C-VIPER COVID 19 Vaccines Regulatory Authority C00432 <>
SYMPTOM_TEXT 2042515 C-VIPER COVID 19 Vaccines International Pregnancy Exposure Registry number C09119 On 07-OCT-2021 <>
SYMPTOM_TEXT 2195952 On 25-Nov-2021 on 25-NOV-2021 <>
SYMPTOM_TEXT 1021748 Medicines Agency EudraVigilance <> regulatory authority
SYMPTOM_TEXT 1086664 Official bulletin n 84/50 January 24 1985 40 111-8 <>
SYMPTOM_TEXT 1012108 Medicines Agency MA <>
SYMPTOM_TEXT 1048219 Medicines Agency MA <>
SYMPTOM_TEXT 1048107 authority EMA EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1162108 Vietnam Veteran and so <>
SYMPTOM_TEXT 1803532 on 19-Mar-2021 <>
SYMPTOM_TEXT 1048596 Medicines Agency MA <>
SYMPTOM_TEXT 1113991 Mrs PRIVACY <> Patient
SYMPTOM_TEXT 1031160 HA <> RA
SYMPTOM_TEXT 1042233 Medicines EMA EudraVigilance-WEB United Kingdom's Healthcare products European <> regulatory authority-WEB
SYMPTOM_TEXT 1072481 in privacy <>
SYMPTOM_TEXT 1119615 Medicines Healthcare Products <>
SYMPTOM_TEXT 990552 Pfizer First Connect <>
SYMPTOM_TEXT 1165954 COVAX Support <>
SYMPTOM_TEXT 1015661 Pfizer First Connect <>
VAX_DATE 926728 12/17/2020 <> 01/05/2021
VAX_DOSE_SERIES 1313318 UNK <> 1
VAX_LOT 1988720 MRN E1425153|MRN E1425153 <> |
symptom_entries 1022124 _|_Anosmia_|_Myalgia_|_Pyrexia_|_ <>
symptom_entries 1073625 _|_Aphthous ulcer_|_Stomatitis_|_ <>
symptom_entries 1722639 <> _|_Colitis_|_Haematoma_|_Inappropriate schedule of product administration_|_Lymphoma_|_Nervous system disorder_|_Peripheral artery stenosis_|_
symptom_entries 993217 _|_COVID-19_|_SARS-CoV-2 test_|_ <>
symptom_entries 1106113 _|_Mental fatigue_|_ <>
symptom_entries 1070237 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1140692 _|_Body temperature_|_ <>
symptom_entries 1120120 _|_Haemorrhagic disorder_|_ <>
symptom_entries 990645 _|_Body height_|_Hypoacusis_|_Vaccination site erythema_|_Vaccination site pain_|_ <>
symptom_entries 1183843 _|_Hyperpyrexia_|_ <>
symptom_entries 962090 _|_Body temperature_|_Vaccination site erythema_|_ <>
symptom_entries 1057595 _|_Body temperature_|_Product use issue_|_ <>
symptom_entries 1236344 _|_Body temperature_|_ <>
symptom_entries 1076519 _|_Body temperature_|_Hyperpyrexia_|_ <>
symptom_entries 990132 _|_Body temperature_|_Respiratory distress_|_ <>
symptom_entries 1100402 _|_Headache_|_Malaise_|_Nasal congestion_|_Sinusitis_|_ <>
2 symptom_entries _|_SARS-CoV-2 test_|_ <> [1045609, 1065407]
symptom_entries 1114342 _|_SARS-CoV-2 test_|_ <>
symptom_entries 990186 _|_Hyperaesthesia_|_SARS-CoV-2 test_|_ <>
symptom_entries 2096720 _|_SARS-CoV-2 RNA_|_SARS-CoV-2 test_|_ <>
symptom_entries 2190051 <> _|_Somnolence_|_
symptom_entries 984085 _|_Incorrect route of product administration_|_ <>
symptom_entries 1525142 _|_Off label use_|_ <>
symptom_entries 1081663 _|_Overdose_|_ <>
symptom_entries 961956 _|_Paralysis_|_ <>
symptom_entries 1070310 _|_Polymyalgia rheumatica_|_ <>
symptom_entries 1037830 _|_Limb injury_|_ <>
symptom_entries 1062096 _|_Vaccination site pain_|_ <>
symptom_entries 984263 _|_Headache_|_Nausea_|_SARS-CoV-2 test_|_ <>
symptom_entries 1107015 _|_Heart valve incompetence_|_ <>
symptom_entries 1119894 _|_Neoplasm_|_ <>
symptom_entries 1648790 _|_Off label use_|_Product use issue_|_ <>
10 columns altered
19173 modified reports on 2022-06-10
Writing ... vaers_changes/2022-06-10_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 57, 'symptom_entries': 33, 'LAB_DATA': 5, 'HISTORY': 2, 'VAX_DOSE_SERIES': 1, 'NUMDAYS': 1, 'VAX_DATE': 1, 'ONSET_DATE': 1, 'STATE': 1, 'VAX_LOT': 1, 'ER_ED_VISIT': 0, 'BIRTH_DEFECT': 0, 'VAX_TYPE': 0, 'HOSPITAL': 0, 'SPLTTYPE': 0, 'TODAYS_DATE': 0, 'VAX_MANU': 0, 'CAGE_MO': 0, 'V_FUNDBY': 0, 'PRIOR_VAX': 0, 'VAX_NAME': 0, 'RPT_DATE': 0, 'RECOVD': 0, 'SEX': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'ALLERGIES': 0, 'DISABLE': 0, 'V_ADMINBY': 0, 'CUR_ILL': 0, 'FORM_VERS': 0, 'HOSPDAYS': 0, 'VAX_SITE': 0, 'ER_VISIT': 0, 'DIED': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'OTHER_MEDS': 0, 'AGE_YRS': 0, 'X_STAY': 0, 'RECVDATE': 0, 'DATEDIED': 0}
This week
32 delayed/late/gapfill
1114 deleted
0 restored
1 cell edits trivial not printed
103 cell edits significant
0 cells emptied entirely
57 writeups changed
All time
534849 delayed/late/gapfill
20196 deleted
6 restored
21895252 cell edits trivial not printed
22845 cell edits significant
1152 cells emptied entirely
4659 writeups changed
22884 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2314328, 2314330, 2314341, 2314352, 2314355, 2314361, 2314366, 2314368]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-06-17
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-06-17_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2323010
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2323004
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2323010
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2323004
3906 exact duplicates dropped in concatenated files, now 1642507 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2247797
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2323010
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2323004
133365 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1382267 reports to work with (unique VAERS_IDs)
74339 dropped in df_data due to no covid VAX_TYPE involved in the report
92376 dropped in df_vax due to no covid VAX_TYPE involved in the report
91958 dropped in df_syms due to no covid VAX_TYPE involved in the report
1307928 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
12307 SYMPTOM_TEXT field repeat sentences deduped in 1998 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1362839 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1362839 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-06-17_VAERS_CONSOLIDATED.csv
Consolidation of 2022-06-17 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1307928 rows in df_vax_flat
Merging DATA into VAX flattened
1307928 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-06-17_VAERS_FLATTENED.csv
1307928 rows in vaers_flattened/2022-06-17_VAERS_FLATTENED.csv
Flattening of 2022-06-17 done
open vaers_flattened/2022-06-10_VAERS_FLATTENED.csv ... Highest VAERS_ID 2315275 Using flat 2022-06-17 already in memory, 1307928 rows
Previous changes file for changes, cell_edits and status columns
open vaers_changes/2022-06-10_VAERS_CHANGES.csv ... Highest VAERS_ID 2315275
Comparing
2022-06-10 v. 2022-06-17
1307928 this drop total covid
1301356 previous total covid
1300928 identical set aside
7000 this drop to work with
428 previous to work with
6572 difference
6744 new in 2022-06-17
157 delayed this week
329 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 1342678 40.0 <> 41.0
CUR_ILL 1843617 CMS/HCC <> HCC
DATEDIED 2 cells of trivial non-letter differences ignored
2 DIED [] <> Y [1211131, 1318918]
HISTORY 2 cells of trivial non-letter differences ignored
HISTORY 2308170 Comments: Kreuzimpfung, erste beiden Impfdosen waren Astra Zeneca <> []
HISTORY 1004070 Comments: List of non-encoded Patient Relevant History: Patient Other Relevant History 1: no <> []
HISTORY 1843617 CMS/HCC <> HCC
HISTORY 1108495 nursing home <> residential facility
3 OFC_VISIT [] <> Y [931247, 940267, 1342678]
OTHER_MEDS 1175546 vape(legal card in Illinois Tylenol,Colece comple <> vape Tylenol Colece complex C Benadryl Neu
SYMPTOM_TEXT 1012309 <> This is a spontaneous report from a contactable pharmacist downloaded from the Regulatory Authority- IT-MINISAL02-655414. A 62-year-old male patient received first dose of bnt162b2 (COMIRNATY, lot# EL1484, exp date 30Apr2021), intramuscularly on arm on 03Jan2021 at 30 ug, single dose in arm for COVID-19 immunisation. Medical history included COVID-19 from 20Oct2020 to an unknown date.
SYMPTOM_TEXT 1160189 benedrylmshits <> benedrylm shots
SYMPTOM_TEXT 1124944 Medicines EMA EudraVigilance-WEB <> regulatory RA)-WEB
SYMPTOM_TEXT 1113830 MHLW PMDA <> regulatory authority RA
SYMPTOM_TEXT 1114060 Therapie 1985; 40: 111-8 <>
SYMPTOM_TEXT 1035439 Medicines Agency MA <>
SYMPTOM_TEXT 1262593 Walgreens <> the pharmacy
SYMPTOM_TEXT 1012271 HALMED <> RA
SYMPTOM_TEXT 1165770 CEP 159558 <>
SYMPTOM_TEXT 1015093 MHRA <> RA
SYMPTOM_TEXT 1051080 Medicines Agency MA <>
SYMPTOM_TEXT 1150277 Pharmacovigilance Center <> regulatory authority
SYMPTOM_TEXT 1000269 Medicines Agency MA <> Regulatory Authority
SYMPTOM_TEXT 1108495 Lareb LRB nursing home <> RA residential facility
SYMPTOM_TEXT 1015469 MHRA <> Regulatory Authority
SYMPTOM_TEXT 1885878 NJ NY <>
SYMPTOM_TEXT 978493 Medicines Agency MA EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1048078 health HA <> regulatory RA
SYMPTOM_TEXT 2314702 <> then
SYMPTOM_TEXT 1072341 HA <> RA
SYMPTOM_TEXT 1105868 YELLOW CARD VACCINE MONITOR <>
SYMPTOM_TEXT 969580 Medicine Agency MA <>
SYMPTOM_TEXT 1035384 Italian health <> regulatory
SYMPTOM_TEXT 1061855 Medicines Agency MA authority WEB <> authority-WEB
SYMPTOM_TEXT 1061330 Hatzola <> Ambulance
SYMPTOM_TEXT 978321 Medicines Agency MA <>
SYMPTOM_TEXT 1051217 Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1128819 NMA <> RA
SYMPTOM_TEXT 1073546 Pfizer First Connect <>
SYMPTOM_TEXT 976498 MHRA <> RA
SYMPTOM_TEXT 1014992 Medicines and Healthcare products MHRA <> RA
SYMPTOM_TEXT 1132166 Therapeutic Goods Administration TGA <> regulatory authority RA
SYMPTOM_TEXT 1114742 EMA EudraVigilance-WEB HPRA <> Regulatory Authority-WEB RA
SYMPTOM_TEXT 1123001 EMA EudraVigilance-WEB NMA <> regulatory authority-WEB
SYMPTOM_TEXT 1146491 EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1122891 EMA EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 2307652 COMIRNATY 2 Lot number intramuscular patient's relevant medication(s following information was reported BELL'S PALSY hospitalization 01Nov2021 suspect product(s bell's palsy.Suspected ADR left side no when visited 15Dec2021 <> 2nd batch/lot intramuscularly medication 1st developed hospitalisation Nov 2021 vaccine Symptoms left-side symptoms No while Dec 15
SYMPTOM_TEXT 2308170 22Nov2021 3 Lot number covid-19 patient's relevant were Dose 1 Astra Zeneca 2 following was OF VACCINE described OFF LABEL USE SINUS ARRHYTHMIA 24Nov2021 14Feb2022 Sinus TACHYCARDIA non-serious Therapeutic there is either.No are Reporter's Comments Treatment side effect Both symptoms still occur until today either <> 3rd batch/lot Nov 22 2021 1st 2nd AstraZeneca experienced off-label use arrhythmia/sinus 24 Feb 14 2022 therapeutic arrhythmia/tachycardia
SYMPTOM_TEXT 2308171 14Dec2021 as 2 number covid-19 patient's relevant were Covid-19 DOSE 1 Unknown Immunization following information was DIZZINESS 23Dec2021 described Light <> the 2nd of Dec 14 2021 1st patient experienced dizziness/light 23
SYMPTOM_TEXT 2308173 30Nov2021 as 2 number covid-19 patient's relevant were Covid-19 Dose following information was 01Dec2021 physician at <> the 2nd Nov 30 2021 1st developed Dec a physician's
SYMPTOM_TEXT 2308179 08Oct2021 as 2 number covid-19 was There were administration date 15Sep2020 immunization following information RUPTURE 12Dec2021 described Tear IMMOBILE immobilisation rest <> 2nd Oct 8 2021 Sep 15 2020 experienced rupture/tear Dec 12 and immobile/immobilisation
SYMPTOM_TEXT 2288196 FD684 <> FD6840
SYMPTOM_TEXT 2309058 25Mar2022 as Lot Jan2022 Covid had passed in patient's were following information was NASOPHARYNGITIS described Cold SOMNOLENCE Drowsiness 2022).No <> of batch/lot Mar 25 Jan COVID-19 experienced nasopharyngitis/cold somnolence/drowsiness and No
SYMPTOM_TEXT 2309119 25May2021 as 1 0.3 ml Lot number information was non-serious 20Nov2021 DRUG INEFFECTIVE all described <> 1st of batch/lot May 25 2021 0.3mL experienced Nov 20 ineffective drug
SYMPTOM_TEXT 2307609 09Nov2021 as 2 covid-19 relevant patient's were Covid-19 DOSE 1 immunization.The following information was FACIAL PARALYSIS 11Nov2021 described Facial Bell smoker clinical type and he under <> 2nd of Nov 9 2021 1st experienced facial paralysis/facial paralysis/Bell's 11 non-smoker Bell's Treated
SYMPTOM_TEXT 2309143 16Jun2021 as 1 Lot number 27Dec2021 2 all intramuscular covid-19 patient's relevant were following was DRUG INEFFECTIVE 30Dec2021 described SARS-CoV-2 Positive are is Comments Report(s <> the 2nd of batch/lot intramuscularly Dec 27 2021 1st Jun 16 both experienced ineffective drug COVID-19/SARS-CoV-2 30 comments report
SYMPTOM_TEXT 2309151 reporter(s non HCP 08Dec2021 as booster Lot intramuscular covid-19 coviD-19 VACCINE 1 2 patient's relevant were following information 29Mar2022 DRUG INEFFECTIVE It that immunization <> non-HCP intramuscularly Dec 8 2021 experienced ineffective drug COVID-19/SARS-CoV-2 infection Mar 29 2022 Reportedly the series
SYMPTOM_TEXT 2309318 NO-NOMAADVRE-E2B_00073335).A 09Jun2021 as 2 number intramuscular covid-19 Covid-19 1 following information was reported HAEMORRHAGE 10Jun2021 described BLEEDING <> NO-NOMAADVRE-E2B_00073335 A the 2nd of intramuscularly Jun 9 2021 1st experienced hemorrhage/bleeding 10
SYMPTOM_TEXT 1161867 EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1086961 Pfizer First Connect <>
SYMPTOM_TEXT 1114156 in the SPC USPI and CDS <>
SYMPTOM_TEXT 2270453 Yang <>
SYMPTOM_TEXT 1427153 DSU 13-year-old on 20Jun2021 <> 13-year
SYMPTOM_TEXT 1050969 Agency-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 978503 Medicines Agency MA on WHO <> RA
SYMPTOM_TEXT 1255591 COVAX US Support PMI <>
SYMPTOM_TEXT 1082940 Pfizer First Connect <>
SYMPTOM_TEXT 1051154 Medicines and Healthcare products MHRA <> RA
SYMPTOM_TEXT 1042261 Medicines Agency MA WEB IT-MINISAL02-665957 <> Regulatory Authority-MINISAL02-665957
SYMPTOM_TEXT 993441 <> Regulatory
SYMPTOM_TEXT 1144574 urgent care <> clinic
SYMPTOM_TEXT 1150963 Pfizer.com General Company Information <>
SYMPTOM_TEXT 1128989 Health COFEPRIS <> regulatory RA
SYMPTOM_TEXT 2268348 white <> pale
SYMPTOM_TEXT 1037351 SE <>
SYMPTOM_TEXT 1255621 COVAX US Support <>
symptom_entries 1221667 _|_Erythema_|_Pruritus_|_ <>
symptom_entries 1165859 _|_Drug ineffective_|_Eye disorder_|_SARS-CoV-2 test_|_ <>
symptom_entries 1113208 _|_Apraxia_|_Eyelid oedema_|_Ocular hyperaemia_|_Ophthalmic herpes zoster_|_Rash vesicular_|_ <>
symptom_entries 1090050 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1221677 _|_Oxygen saturation_|_SARS-CoV-2 test_|_SARS-CoV-2 test negative_|_ <>
symptom_entries 990645 _|_Weight increased_|_ <> _|_Vaccination site pain_|_
symptom_entries 1136599 _|_Inappropriate schedule of product administration_|_ <>
symptom_entries 1224088 _|_Pruritus_|_ <>
symptom_entries 1188746 _|_Blood pressure measurement_|_SARS-CoV-2 test_|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1113706 _|_Periarthritis_|_ <>
symptom_entries 1153962 _|_SARS-CoV-2 antibody test_|_ <>
symptom_entries 1072559 _|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1148785 _|_Body temperature_|_Computerised tomogram_|_ <>
symptom_entries 2288772 _|_Chest pain_|_ <>
symptom_entries 1119387 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1133028 _|_Blood calcium increased_|_Blood creatine increased_|_Investigation_|_SARS-CoV-2 test_|_ <>
symptom_entries 1146510 _|_Pruritus_|_ <>
symptom_entries 993993 _|_Body temperature_|_Epiglottic oedema_|_Pharyngitis_|_ <>
symptom_entries 1113433 _|_Off label use_|_Product use issue_|_ <>
symptom_entries 1084893 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1131198 _|_Hepatic enzyme increased_|_ <>
symptom_entries 1056118 _|_White blood cell count_|_ <>
symptom_entries 1072691 _|_Arthralgia_|_ <>
symptom_entries 1217512 _|_Alanine aminotransferase_|_Alanine aminotransferase increased_|_Aspartate aminotransferase_|_Aspartate aminotransferase increased_|_Blood glucose_|_Blood glucose increased_|_ <>
symptom_entries 1133016 _|_Blood pressure measurement_|_Blood test_|_Body temperature_|_Investigation_|_SARS-CoV-2 test_|_Urine analysis_|_Weight_|_ <>
9 columns altered
20289 modified reports on 2022-06-17
Writing ... vaers_changes/2022-06-17_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
open stats.csv ... ok
column changes: {'SYMPTOM_TEXT': 66, 'symptom_entries': 25, 'HISTORY': 4, 'OFC_VISIT': 3, 'DIED': 2, 'OTHER_MEDS': 1, 'AGE_YRS': 1, 'CUR_ILL': 1, 'RECOVD': 0, 'PRIOR_VAX': 0, 'RECVDATE': 0, 'BIRTH_DEFECT': 0, 'VAX_NAME': 0, 'STATE': 0, 'LAB_DATA': 0, 'X_STAY': 0, 'ALLERGIES': 0, 'CAGE_YR': 0, 'SEX': 0, 'VAX_DATE': 0, 'VAX_SITE': 0, 'VAX_MANU': 0, 'V_FUNDBY': 0, 'VAX_ROUTE': 0, 'L_THREAT': 0, 'NUMDAYS': 0, 'SPLTTYPE': 0, 'FORM_VERS': 0, 'ER_ED_VISIT': 0, 'CAGE_MO': 0, 'DISABLE': 0, 'VAX_LOT': 0, 'ER_VISIT': 0, 'VAX_TYPE': 0, 'ONSET_DATE': 0, 'HOSPDAYS': 0, 'RPT_DATE': 0, 'VAX_DOSE_SERIES': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'DATEDIED': 0, 'HOSPITAL': 0}
This week
157 delayed/late/gapfill
329 deleted
0 restored
4 cell edits trivial not printed
103 cell edits significant
2 cells emptied entirely
66 writeups changed
All time
535006 delayed/late/gapfill
20525 deleted
6 restored
21895256 cell edits trivial not printed
22948 cell edits significant
1154 cells emptied entirely
4725 writeups changed
22909 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2322996, 2322997, 2322998, 2322999, 2323000, 2323001, 2323002, 2323003]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-06-24
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-06-24_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2331441
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2331407
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2331441
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2331407
3919 exact duplicates dropped in concatenated files, now 1650510 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2331441
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2331407
133365 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1389587 reports to work with (unique VAERS_IDs)
74993 dropped in df_data due to no covid VAX_TYPE involved in the report
93207 dropped in df_vax due to no covid VAX_TYPE involved in the report
92793 dropped in df_syms due to no covid VAX_TYPE involved in the report
1314594 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
7870 SYMPTOM_TEXT field repeat sentences deduped in 1180 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1370011 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1370011 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-06-24_VAERS_CONSOLIDATED.csv
Consolidation of 2022-06-24 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1314594 rows in df_vax_flat
Merging DATA into VAX flattened
1314594 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-06-24_VAERS_FLATTENED.csv
1314594 rows in vaers_flattened/2022-06-24_VAERS_FLATTENED.csv
Flattening of 2022-06-24 done
open vaers_flattened/2022-06-17_VAERS_FLATTENED.csv ... Highest VAERS_ID 2323010 Using flat 2022-06-24 already in memory, 1314594 rows
Previous changes file for changes, cell_edits and status columns
open vaers_changes/2022-06-17_VAERS_CHANGES.csv ... Highest VAERS_ID 2323010
Comparing
2022-06-17 v. 2022-06-24
1314594 this drop total covid
1307928 previous total covid
1307227 identical set aside
7367 this drop to work with
701 previous to work with
6666 difference
7268 new in 2022-06-24
0 delayed this week
603 deleted this week kept
1 restored this week 1376930
Column value changes
AGE_YRS 962726 56.0 <> 66.0
CAGE_YR 919663 26.0 <> 27.0
CAGE_YR 922787 29.0 <> 30.0
DIED 1202716 [] <> Y
ER_ED_VISIT 1695267 [] <> Y
HISTORY 4 cells of trivial non-letter differences ignored
LAB_DATA 1048429 Test <> 02/22/2021:Test
2 NUMDAYS 366.0 <> 0.0 [919663, 922787]
OFC_VISIT 1695267 Y <> []
OTHER_MEDS 2284585 [] <> PAXLOVID
8 SPLTTYPE [] <> vsafe [1518937, 2273395, 2278197, 2278415, 2294376, 2294402, 2305055, 2310313]
SPLTTYPE 2261978 vafe <> vsafe
SPLTTYPE 2270810 vsasfe <> vsafe
SYMPTOM_TEXT 4 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 983764 Sedgwick <>
SYMPTOM_TEXT 1974107 birthday 9/24/2015 2/23/2017 <> birthdate different
SYMPTOM_TEXT 2286608 005570 bullshit <> nonsense
SYMPTOM_TEXT 1193948 Ministry of Health <> Regulatory Authority
SYMPTOM_TEXT 1174559 Medicines Agency MA Database-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1189260 EudraVigilance <>
SYMPTOM_TEXT 1221969 CONS <>
SYMPTOM_TEXT 1174771 Medicines Agency MA <> Regulatory Authority RA
SYMPTOM_TEXT 1132970 CIOMS Citizen service BSN <> RA
SYMPTOM_TEXT 1172007 PEI <> RA
SYMPTOM_TEXT 1193908 Medicines and Healthcare products MHRA <> RA
SYMPTOM_TEXT 1278637 Easter <>
SYMPTOM_TEXT 2275417 Program ID 005570 <>
SYMPTOM_TEXT 971391 Medicines and Healthcare products MHRA <> RA
SYMPTOM_TEXT 1151709 EudraVigilance-WEB <> WEB
SYMPTOM_TEXT 1189319 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1042057 EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1173469 Agency WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1067906 National Centre for Communicable Diseases Surveillance and Control CNSCBT Bucharest AEFI <> Agency For RA The
SYMPTOM_TEXT 1255574 COVAX Support and Medical Information Team <>
SYMPTOM_TEXT 1278976 DSU MI <> agent
SYMPTOM_TEXT 1889301 rick <> risk
SYMPTOM_TEXT 1158484 UK-MHRA MHRA <> RA
SYMPTOM_TEXT 1048429 inculation The 05Feb performs 2 pfizer <> 02/22/2021 Follow up inculcation
SYMPTOM_TEXT 1463070 <> follow up echo in 3 weeks Her blood pressure was also elevated so she started on Metoprolol Colchicine prescribed for the pericardial effusion About two after that visit which would be early to mid May developed chest pain and shortness of breath severe 911 called went hospital It reported us her troponin transferred another Hospital There seen by a doctor inpatient cardiologist ACS Dr performed heart cath clean-pristine wording he used While there transesophageal done showed aortic insufficiency with vegetation th valve She had bilateral pleural effusions addition CV surgeon consulted At time presumptive diagnosis were related CHF from infective endocarditis However cultures negative underwent an open AVR 5/27/21 sent infectious disease culture Several more sets drained over 1L sac around during surgery The operation success uncomplicated stay 4 days except persistent anemia thrombocytopenia requiring multiple transfusions discharge episode resulted ER this different A large 1400cc bedside thoracentesis left lung repeat bioprosthetic functioning normally but again readmitted our insistence critical care medicine did thorough interview history concerned about possible vaccine reaction Hematology/Oncology Rheumatology Infectious Disease Internal Medicine Cardiology all following no one able determine cause or continued worsen window through VATS then right Medical treatment colchicine failed added Ivermectin steroids Eventually progressed tamponade cardiology placed drain output tubes diminished these removed however persisted DIC Initally platelet counts responded decadron prednisone increased 1mg/kg/day 60 mg Around July 1 told nothing could discharged is being followed hematology On 6 count 30K 40K at hemoglobin improved 10 Of note small opacity I think upper lobe will have looked later they do not feel contributing symptoms home now O2 NC 2L health physical therapy remains fatigued short
SYMPTOM_TEXT 1181213 PMDA <> RA
SYMPTOM_TEXT 1152937 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1812498 Asian <>
VAX_DATE 2 cells of trivial non-letter differences ignored
VAX_DOSE_SERIES 2284585 UNK|3 <> 3
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 2250072 FH8020 <> FF2590
VAX_MANU 2284585 Unknown|Moderna <> Moderna
VAX_NAME 2284585 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 2284585 OT|OT <> OT
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_TYPE 2284585 UNK|COVID19 <> COVID19
symptom_entries 1143488 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1151375 _|_Drug ineffective_|_SARS-CoV-2 antibody test_|_SARS-CoV-2 antibody test negative_|_ <>
symptom_entries 1087067 _|_Investigation_|_SARS-CoV-2 test_|_ <>
symptom_entries 1133780 _|_Liver function test_|_Liver injury_|_ <>
symptom_entries 1119854 _|_SARS-CoV-2 test_|_ <>
symptom_entries 976437 _|_Abdominal pain upper_|_Product administered to patient of inappropriate age_|_SARS-CoV-2 test_|_ <>
symptom_entries 1039811 _|_Incorrect route of product administration_|_ <>
symptom_entries 1153585 _|_Vaccination site paraesthesia_|_ <>
symptom_entries 1181124 _|_Injection site pain_|_ <>
20 columns altered
20616 modified reports on 2022-06-24
Writing ... vaers_changes/2022-06-24_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-07-01
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-07-01_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2347175
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2347095
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2347175
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2347095
3904 exact duplicates dropped in concatenated files, now 1665826 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2347175
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2347095
133365 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1404433 reports to work with (unique VAERS_IDs)
75448 dropped in df_data due to no covid VAX_TYPE involved in the report
93777 dropped in df_vax due to no covid VAX_TYPE involved in the report
93377 dropped in df_syms due to no covid VAX_TYPE involved in the report
1328985 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
14155 SYMPTOM_TEXT field repeat sentences deduped in 2136 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1384757 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1384757 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-07-01_VAERS_CONSOLIDATED.csv
Consolidation of 2022-07-01 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1328985 rows in df_vax_flat
Merging DATA into VAX flattened
1328985 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-07-01_VAERS_FLATTENED.csv
1328985 rows in vaers_flattened/2022-07-01_VAERS_FLATTENED.csv
Flattening of 2022-07-01 done
open vaers_flattened/2022-06-24_VAERS_FLATTENED.csv ... Highest VAERS_ID 2331441 Using flat 2022-07-01 already in memory, 1328985 rows
Previous changes file for changes, cell_edits and status columns
open vaers_changes/2022-06-24_VAERS_CHANGES.csv ... Highest VAERS_ID 2331441
Comparing
2022-06-24 v. 2022-07-01
1328985 this drop total covid
1314594 previous total covid
1314333 identical set aside
14652 this drop to work with
261 previous to work with
14391 difference
14638 new in 2022-07-01
2 delayed this week
249 deleted this week kept
0 restored this week
Column value changes
HISTORY 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1036873 DOB:06/26/2003 <>
SYMPTOM_TEXT 2327303 Baptist Forest Hill Family in Memphis TN <>
SYMPTOM_TEXT 2301104 McPherson <>
symptom_entries 1405997 _|_Product use issue_|_ <>
symptom_entries 1241088 _|_SARS-CoV-2 test_|_ <>
symptom_entries 965426 _|_Product administered to patient of inappropriate age_|_ <>
symptom_entries 1735248 _|_Echocardiogram_|_ <>
symptom_entries 1224110 _|_Anosmia_|_Nasopharyngitis_|_Rhinorrhoea_|_Sinusitis_|_ <>
symptom_entries 1227129 _|_Thrombosis_|_ <>
symptom_entries 1261495 _|_SARS-CoV-2 antibody test_|_ <>
symptom_entries 1254698 _|_Ultrasound scan_|_ <>
3 columns altered
21133 modified reports on 2022-07-01
Writing ... vaers_changes/2022-07-01_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'symptom_entries': 8, 'SYMPTOM_TEXT': 3, 'NUMDAYS': 0, 'VAX_DOSE_SERIES': 0, 'STATE': 0, 'OFC_VISIT': 0, 'VAX_MANU': 0, 'SPLTTYPE': 0, 'PRIOR_VAX': 0, 'CAGE_YR': 0, 'LAB_DATA': 0, 'V_FUNDBY': 0, 'HISTORY': 0, 'CUR_ILL': 0, 'L_THREAT': 0, 'VAX_SITE': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'VAX_TYPE': 0, 'DISABLE': 0, 'DIED': 0, 'AGE_YRS': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'VAX_ROUTE': 0, 'ALLERGIES': 0, 'VAX_LOT': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'VAX_NAME': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'OTHER_MEDS': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
2 delayed/late/gapfill
249 deleted
0 restored
1 cell edits trivial not printed
11 cell edits significant
0 cells emptied entirely
3 writeups changed
All time
535008 delayed/late/gapfill
21377 deleted
7 restored
21895269 cell edits trivial not printed
23058 cell edits significant
1155 cells emptied entirely
4756 writeups changed
24050 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2347161, 2347162, 2347163, 2347164, 2347165, 2347166, 2347167, 2347168]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-07-08
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-07-08_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2362453
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2362438
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2362453
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2362438
3919 exact duplicates dropped in concatenated files, now 1679937 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2362453
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2362438
133364 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1417750 reports to work with (unique VAERS_IDs)
76142 dropped in df_data due to no covid VAX_TYPE involved in the report
94614 dropped in df_vax due to no covid VAX_TYPE involved in the report
94173 dropped in df_syms due to no covid VAX_TYPE involved in the report
1341608 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
9884 SYMPTOM_TEXT field repeat sentences deduped in 1513 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1398032 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1398032 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-07-08_VAERS_CONSOLIDATED.csv
Consolidation of 2022-07-08 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1341608 rows in df_vax_flat
Merging DATA into VAX flattened
1341608 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-07-08_VAERS_FLATTENED.csv
1341608 rows in vaers_flattened/2022-07-08_VAERS_FLATTENED.csv
Flattening of 2022-07-08 done
Using flat 2022-07-01 already in memory, 1328985 rows
Using flat 2022-07-08 already in memory, 1341608 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-07-01 already in memory
Comparing
2022-07-01 v. 2022-07-08
1341608 this drop total covid
1328985 previous total covid
1328890 identical set aside
12718 this drop to work with
95 previous to work with
12623 difference
12660 new in 2022-07-08
0 delayed this week
37 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2306152 49.0 <> 48.0
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 2331610 20211119 <> 11/19/2021 variant
LAB_DATA 2331594 20211119 <> 11/19/2021 variant
LAB_DATA 2331608 20211120 <> 11/20/2021 variant
LAB_DATA 2331595 20211120 no answer <> 11/20/2021 variant n.a
2 LAB_DATA 20211120 <> 11/20/2021 variant [2331617, 2331619]
LAB_DATA 2331625 20211120 No Answer <> 11/20/2021 variant n.a
2 LAB_DATA 20211120 <> 11/20/2021 variant [2331609, 2331618]
LAB_DATA 2331605 20211120 <> 11/20/2021 variant
LAB_DATA 2331614 20211120 <> 11/20/2021 variant
LAB_DATA 2331627 20211120 N.A <> 11/20/2021 variant n.a
LAB_DATA 2331600 20211120 N.A <> 11/20/2021 variant n.a
LAB_DATA 2331624 20211120 <> 11/20/2021 variant
LAB_DATA 2331603 20211120 <> 11/20/2021 variant
LAB_DATA 2331621 20211120 no answer <> 11/20/2021 variant n.a
LAB_DATA 2331612 20211120 no answer <> 11/20/2021 variant n.a
LAB_DATA 2331611 20211120 <> 11/20/2021
LAB_DATA 2331616 20211121 <> 11/21/2021 variant
2 LAB_DATA 20211121 <> 11/21/2021 variant [2331601, 2331628]
2 LAB_DATA 20211121 <> 11/21/2021 variant [2331613, 2331615]
LAB_DATA 2331626 20211121 <> 11/21/2021 variant
LAB_DATA 2331598 20211121 n.a.(no answer <> 11/21/2021 variant
LAB_DATA 2331620 20211121 <> 11/21/2021 variant
LAB_DATA 2331623 20211121 <> 11/21/2021 variant
LAB_DATA 2331622 20211121 <> 11/21/2021 variant
LAB_DATA 2331599 20211121 <> 11/21/2021 variant
LAB_DATA 2331606 20211121 na <> 11/21/2021 variant n.a
SPLTTYPE 2326972 [] <> vsafe
2 SPLTTYPE vafe <> vsafe [2293168, 2303545]
SPLTTYPE 2308425 vasafe <> vsafe
SPLTTYPE 2296402 vsae <> vsafe
SYMPTOM_TEXT 2173365 Street CDT CST CSTOrder <>
SYMPTOM_TEXT 2319671 Caucasian white <>
SYMPTOM_TEXT 2331594 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 18Jun2021 as 1 Lot 07Jul2021 2 all intramuscular patient's relevant were following was 19Nov2021 unknown described FAILURE Positive are <> via authority 2nd of batch/lot intramuscularly Jul 7 2021 1st Jun 18 both experienced COVID-19/SARS-CoV-2 Nov 19 variant
SYMPTOM_TEXT 2331595 SARS-CoV-2 reporter(s authority-WEB Regulatory number 27May2021 as Lot 01Jul2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described FAILURE no answer are <> via authority 2nd of batch/lot intramuscularly Jul 2021 1st May 27 both experienced COVID-19/SARS-CoV-2 Nov 20 variant n.a
SYMPTOM_TEXT 2331598 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory number 04Jun2021 as 1 Lot Fd1921 16Jul2021 2 all intramuscular covid-19 patient's relevant medical were following was 21Nov2021 described DRUG INEFFECTIVE Positive n.a.(no answer are Comments Report(s <> via authority 2nd of batch/lot intramuscularly Jul 16 2021 1st FD1921 Jun 4 both Medical experienced ineffective drug/vaccination COVID-19/SARS-CoV-2 Nov 21 positive variant comments
SYMPTOM_TEXT 2331599 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory number 09May2021 as 1 Lot 20Jun2021 2 all intramuscular covid-19 patient's relevant were following was 21Nov2021 described DRUG are Report(s but/at risk <> via authority 2nd of batch/lot intramuscularly Jun 20 2021 1st May 9 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 21 patient/at-risk
SYMPTOM_TEXT 2331600 Drug SARS-CoV-2 reporter(s Physician Agency Regulatory Authority-WEB number RA 18Apr2021 as 1 Lot Ew4815 30May2021 2 all intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 20Nov2021 described Positive N.A are Comments Report(s Same Product Different Dose Event <> physician via regulatory authority 2nd of batch/lot intramuscularly May 30 2021 1st EW4815 Apr 18 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 20 positive variant n.a comments same product/different event
SYMPTOM_TEXT 2331601 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory number 18Apr2021 as 1 Lot 30May2021 2 all intramuscular covid-19 patient's relevant were following was 21Nov2021 described DRUG are Report(s Same <> via authority 2nd of batch/lot intramuscularly May 30 2021 1st Apr 18 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 21
SYMPTOM_TEXT 2331603 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory number 30Apr2021 as 1 Lot Ew2239 11Jun2021 2 FDO168 all intramuscular covid-19 patient's relevant medical were following was 20Nov2021 described DRUG INEFFECTIVE Variant are Comments Report(s product different <> via authority 2nd of batch/lot FD0168 intramuscularly Jun 11 2021 1st EW2239 Apr 30 both Medical experienced ineffective drug/vaccination COVID-19/SARS-CoV-2 Nov 20 variant comments product/different
SYMPTOM_TEXT 2331605 SARS-CoV-2 reporter(s authority-WEB Regulatory number 14Sep2021 as 1 Lot 05Oct2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Oct 5 2021 1st Sep 14 both experienced COVID-19/SARS-CoV-2 Nov 20
SYMPTOM_TEXT 2331606 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 23Apr2021 as Lot 04Jun2021 all intramuscular covid-19 patient's relevant were following was 21Nov2021 described DRUG na are Report(s Same drug/reporter <> via authority 2nd batch/lot intramuscularly Jun 4 2021 1st Apr 23 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 21 variant n.a same patient/product/reporter
SYMPTOM_TEXT 2331608 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory 19May2021 as 1 Lot FA 4598 30Jun2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 described DRUG are Report(s Same event inappropriate administered)/dose <> via authority 2nd batch/lot intramuscularly Jun 30 2021 1st FA4598 May 19 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 20 variant same event/inappropriate administered/dose
SYMPTOM_TEXT 2331609 SARS-CoV-2 reporter(s authority-WEB Regulatory number 14Jun2021 as 1 Lot 22Jul2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jul 22 2021 1st Jun 14 both experienced COVID-19/SARS-CoV-2 Nov 20
SYMPTOM_TEXT 2331610 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 24Apr2021 as 1 Lot 31May2021 2 all intramuscular covid-19 patient's relevant were following was 19Nov2021 unknown described VACCINATION FAILURE are <> via authority 2nd of batch/lot intramuscularly May 31 2021 1st Apr 24 both experienced ineffective drug/vaccination COVID-19/SARS-CoV-2 Nov 19 variant
SYMPTOM_TEXT 2331611 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory number 13May2021 as 1 Lot 05Jun2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described VACCINATION FAILURE are <> via authority 2nd of batch/lot intramuscularly Jun 5 2021 1st May 13 both experienced ineffective drug/vaccination COVID-19/SARS-CoV-2 Nov 20 variant
SYMPTOM_TEXT 2331612 Drug SARS-CoV-2 reporter(s Physician authority-WEB Regulatory number 22Jun2021 as 1 Lot 18Sep2021 2 all intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 20Nov2021 described Positive no answer are Comments Report(s <> physician via authority 2nd of batch/lot intramuscularly Sep 18 2021 1st Jun 22 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 20 positive variant n.a comments
SYMPTOM_TEXT 2331613 Drug SARS-CoV-2 reporter(s authority-WEB Regulatory number 28Apr2021 as 1 Lot 09Jun2021 2 all intramuscular covid-19 patient's relevant were following was DRUG INEFFECTIVE 21Nov2021 described are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jun 9 2021 1st Apr 28 both experienced drug/vaccination failure COVID-19/SARS-CoV-2 Nov 21 same
SYMPTOM_TEXT 2331614 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory number 27Jun2021 as 1 Lot 07Aug2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 described DRUG n.a.Variant are <> via authority 2nd of batch/lot intramuscularly Aug 7 2021 1st Jun 27 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 20 variant
SYMPTOM_TEXT 2331615 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 13Jun2021 as 1 Lot 03Jul2021 2 all intramuscular covid-19 patient's relevant were following was 21Nov2021 unknown described FAILURE Positive are <> via authority 2nd of batch/lot intramuscularly Jul 3 2021 1st Jun 13 both experienced COVID-19/SARS-CoV-2 Nov 21 variant
SYMPTOM_TEXT 2331616 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory 14Apr2021 as 1 Lot 26May2021 2 all intramuscular covid-19 patient's relevant were following was 21Nov2021 described DRUG are Report(s due to Same patient/Drug/Reporter <> via authority 2nd of batch/lot intramuscularly May 26 2021 1st Apr 14 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 21 variant same patient/product/reporter
SYMPTOM_TEXT 2331617 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 25May2021 as 1 Lot 29Jun2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described FAILURE <> via authority 2nd of batch/lot intramuscularly Jun 29 2021 1st May 25 both experienced COVID-19/SARS-CoV-2 Nov 20 variant
SYMPTOM_TEXT 2331618 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 12May2021 as 1 Lot 23Jun2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 described DRUG Positive are Report(s <> via authority 2nd of batch/lot intramuscularly Jun 23 2021 1st May 12 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 20 variant
SYMPTOM_TEXT 2331628 SARS-CoV-2 reporter(s Agency Authority-WEB number BASGAGES 04Jul2021 as DOSE SINGLE Lot 01Aug2021 2 all intramuscular patient's relevant medical were following was 21Nov2021 unknown described FAILURE Positive are <> via authority 2nd dose of batch/lot intramuscularly Aug 2021 1st Jul 4 both single Medical experienced COVID-19/SARS-CoV-2 Nov 21 variant
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 2331603 FDO168 <> FD0168
30 VAX_ROUTE OT <> IM [2331594, 2331595, 2331598, 2331599, 2331600, 2331601, 2331603, 2331605, 2331606, 2331608, 2331609, 2331610, 2331611, 2331612, 2331613, 2331614, 2331615, 2331616, 2331617, 2331618, 2331619, 2331620, 2331621, 2331622, 2331623, 2331624, 2331625, 2331626, 2331627, 2331628]
symptom_entries 2324084 _|_Dyspnoea exertional_|_ <>
7 columns altered
21428 modified reports on 2022-07-08
Writing ... vaers_changes/2022-07-08_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'LAB_DATA': 30, 'VAX_ROUTE': 30, 'SPLTTYPE': 23, 'SYMPTOM_TEXT': 23, 'AGE_YRS': 1, 'VAX_LOT': 1, 'symptom_entries': 1, 'NUMDAYS': 0, 'VAX_DOSE_SERIES': 0, 'STATE': 0, 'OFC_VISIT': 0, 'VAX_MANU': 0, 'PRIOR_VAX': 0, 'CAGE_YR': 0, 'V_FUNDBY': 0, 'HISTORY': 0, 'CUR_ILL': 0, 'L_THREAT': 0, 'VAX_SITE': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'VAX_TYPE': 0, 'DISABLE': 0, 'DIED': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'ALLERGIES': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'VAX_NAME': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'OTHER_MEDS': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
0 delayed/late/gapfill
37 deleted
0 restored
2 cell edits trivial not printed
109 cell edits significant
0 cells emptied entirely
23 writeups changed
All time
535008 delayed/late/gapfill
21414 deleted
7 restored
21895271 cell edits trivial not printed
23167 cell edits significant
1155 cells emptied entirely
4779 writeups changed
25970 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2362218, 2362276, 2362364, 2362419, 2362428, 2362429, 2362439, 2362440]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-07-15
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-07-15_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2370317
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2369849
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2370317
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2369849
3941 exact duplicates dropped in concatenated files, now 1691033 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2323017
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2370317
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2369849
133364 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1427883 reports to work with (unique VAERS_IDs)
76933 dropped in df_data due to no covid VAX_TYPE involved in the report
95632 dropped in df_vax due to no covid VAX_TYPE involved in the report
95223 dropped in df_syms due to no covid VAX_TYPE involved in the report
1350950 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
23678 SYMPTOM_TEXT field repeat sentences deduped in 2976 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1408110 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1408110 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-07-15_VAERS_CONSOLIDATED.csv
Consolidation of 2022-07-15 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1350950 rows in df_vax_flat
Merging DATA into VAX flattened
1350950 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-07-15_VAERS_FLATTENED.csv
1350950 rows in vaers_flattened/2022-07-15_VAERS_FLATTENED.csv
Flattening of 2022-07-15 done
Using flat 2022-07-08 already in memory, 1341608 rows
Using flat 2022-07-15 already in memory, 1350950 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-07-08 already in memory
Comparing
2022-07-08 v. 2022-07-15
1350950 this drop total covid
1341608 previous total covid
1341221 identical set aside
9729 this drop to work with
387 previous to work with
9342 difference
9648 new in 2022-07-15
36 delayed this week
342 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2290395 32.0 <> 33.0
CAGE_YR 2290395 32.0 <> []
DATEDIED 1 cell of trivial non-letter differences ignored
DIED 1425010 [] <> Y
DISABLE 2290395 Y <> []
HISTORY 1029987 nursing home <> a residential facility
HISTORY 2290395 idiopathic hand pain sinus/neck no clear diagnosis symptoms developed after severe case of EBV at age 25 <> Medical History/Concurrent Conditions syndrome Mononucleosis
LAB_DATA 2290395 [] <> Test Name: Blood pressure; Result Unstructured Data: Test Result:really high; Comments: my blood pressure in my arms and it was really high; Test Name: Blood pressure; Result Unstructured Data: Test Result:super high in my right arm; Comments: blood pressure was the same thing, super high in my right arm; Test Name: bloodwork; Result Unstructured Data: Test Result:Unknown results; Comments: stuff that suggests that i may have autoimmune disease but he has been unable to get a diagnosis of any kind, he is just very sick; Test Name: lot of borderline semi-positive tests; Result Unstructured Data: Test Result:Unknown results
NUMDAYS 2290395 1.0 <> []
OFC_VISIT 2290395 Y <> []
ONSET_DATE 1 cell of trivial non-letter differences ignored
OTHER_MEDS 1189498 [] <> HUMIRA
OTHER_MEDS 1174322 [] <> Premarin
OTHER_MEDS 1278669 [] <> SALONPAS PAIN RELIEVING PATCH
RECOVD 2290395 N <> U
RECVDATE 1 cell of trivial non-letter differences ignored
SPLTTYPE 2290395 [] <> USPFIZER INC202200756120
SYMPTOM_TEXT 1217124 Hirnblutung <>
SYMPTOM_TEXT 1193947 Ministry of Health <> Regulatory Authority
SYMPTOM_TEXT 1754227 an Alexa <> a smart
SYMPTOM_TEXT 1249274 Black Mexican White Hispanic or Latino <>
SYMPTOM_TEXT 1045456 the Medicines Agency MA <>
SYMPTOM_TEXT 2165401 medilodge Providence Park <> nursing care facility hospital
SYMPTOM_TEXT 1143436 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1061596 in PRIVACY <>
SYMPTOM_TEXT 955841 Medicines Agency MA Regional Pharmacovigilance Center <> Authority
SYMPTOM_TEXT 1161299 events PEI <> events/RA
SYMPTOM_TEXT 1158589 Health <> Regulatory
SYMPTOM_TEXT 1132280 Medical Devices Agency <> Regulatory Authority
SYMPTOM_TEXT 1100101 COVAES <> RA
SYMPTOM_TEXT 1377118 was 12/8/2008 12/8/2009 <> different
SYMPTOM_TEXT 1377131 12/8/2008 12/8/2009 <> different
SYMPTOM_TEXT 1029987 nursing home <> a residential facility
SYMPTOM_TEXT 2331617 are <>
SYMPTOM_TEXT 2331619 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory number 12May2021 as 1 Lot 23Jun2021 2 FD 4555 all intramuscular covid-19 patient's relevant were following was 20Nov2021 described DRUG are Report(s at risk <> via authority 2nd of batch/lot FD4555 intramuscularly Jun 23 2021 1st May 12 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 20 variant at-risk
SYMPTOM_TEXT 2331620 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory number 27May2021 as 1 Lot 08Jul2021 2 all intramuscular covid-19 patient's relevant were following was 21Nov2021 described DRUG are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jul 8 2021 1st May 27 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 21 same
SYMPTOM_TEXT 2331621 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory number 28May2021 as 1 Lot 09Jul2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 described DRUG no answer are <> via authority 2nd of batch/lot intramuscularly Jul 9 2021 1st May 28 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 20 variant n.a
SYMPTOM_TEXT 2331622 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory number 04Jul2021 as 1 Lot 24Jul2021 2 all intramuscular covid-19 patient's relevant were following was 21Nov2021 unknown described VACCINATION FAILURE are <> via authority 2nd of batch/lot intramuscularly Jul 24 2021 1st 4 both experienced ineffective drug/vaccination COVID-19/SARS-CoV-2 Nov 21 variant
SYMPTOM_TEXT 2331623 Vaccination SARS-CoV-2 reporter(s authority-WEB Regulatory 17Apr2021 as 1 Lot UNKNOWN 29May2021 2 all intramuscular covid-19 patient's relevant were following was 21Nov2021 described DRUG are lot/batch Report(s <> via authority 2nd of batch/lot intramuscularly May 29 2021 1st Apr 17 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 21 Information
SYMPTOM_TEXT 2331624 SARS-CoV-2 reporter(s authority-WEB Regulatory number 27Apr2021 as Lot 01Jun2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jun 2021 1st Apr 27 both experienced COVID-19/SARS-CoV-2 Nov 20 variant
SYMPTOM_TEXT 2331625 SARS-CoV-2 reporter(s authority-WEB Regulatory number 30Jun2021 as 1 Lot 24Jul2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described FAILURE Positive Answer are <> via authority 2nd of batch/lot intramuscularly Jul 24 2021 1st Jun 30 both experienced COVID-19/SARS-CoV-2 Nov 20 variant n.a
SYMPTOM_TEXT 2331626 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 28Apr2021 as Lot ET 3620 01Jun2021 2 all intramuscular covid-19 patient's relevant were following was 21Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jun 2021 1st ET3620 Apr 28 both experienced COVID-19/SARS-CoV-2 Nov 21
SYMPTOM_TEXT 2331627 SARS-CoV-2 reporter(s authority-WEB Regulatory number 14Jun2021 as 1 Lot 26Jul2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described FAILURE N.A are Comments Report(s Same patient/vaccine different <> via authority 2nd of batch/lot intramuscularly Jul 26 2021 1st Jun 14 both experienced COVID-19/SARS-CoV-2 Nov 20 variant n.a comments same patient/vaccine/different
SYMPTOM_TEXT 2306642 McPherson <>
SYMPTOM_TEXT 2290395 tingling pains started spread shoulders even Problems bladder constipation Shortness breath Pain times 120 mg locally sourced full spectrum CBD oil daily allowed am severely handicap receiving dependent cope <> autoimmune disorder have a lot pain my inaudible which can most closely describe as neuropathy severe predominately the like tingly kind mostly upper limbs forearms it shoots up into shoulder get calves got half doctors tell psychological just need see shrink sick,he very sick The flare-ups more intense less going now for 13-14 months haven't gotten any better blood pressure was really high It makes feel week sensitivity loss extremities This spontaneous report received from contactable reporter(s Consumer or other non HCP medical information team Program ID 005570 reporter patient A 34-year-old male BNT162b2 BNT162B2 08Apr2022 dose 1 single Lot number ER8734 age 33 years covid-19 immunisation patient's relevant history included mononucleosis unspecified if ongoing chronic fatigue syndrome concomitant medications were not reported Covid 19 Second His symptoms never resolved between shots so he noticed progression ER8735 NDC Expiry listed card Date 25Apr2022 following AUTOIMMUNE DISORDER medically significant outcome unknown NEUROPATHY PERIPHERAL described PAIN non-serious SOMATIC SYMPTOM ILLNESS CONDITION AGGRAVATED HYPERTENSION ASTHENIA SENSORY LOSS events required emergency room visit underwent laboratory tests procedures Blood measurement notes super arm same thing test Unknown results stuff that suggests i may disease been unable diagnosis borderline semi-positive Clinical course had experiencing his Pfizer 08Apr2022.The tried help via system largely ignored Without taking anything disabled date vaccination He an response does work say certainty there bloodwork There are cannot things be indicative possible no clear indication having one hunch doctor getting anywhere States needs scientist will look him want find answer put rest life trial-and-error seeing readcted They here drug wanted know what wrong before could decide try treat play trial error rather than you how react tired playing game working out well wants scientific approach where they failing doing their jobs opinion would why feeling way.He its hecannot do came 24 hours after first shot resided If did take bed pretty nowhere give At rate die beforehe answers then when real bad flare ups sometimes wass others primarily gets reason predominantly although definitely fell both sides When within actually decided check normal left go urgent care make sure nothing heart found sent ER said gonna home went buthe sincehe CBOL lots eases enough couldnot couldn't In mind diagnosis.He prior similar 25 struggling taken whole new level disability functioning good suspect maybe triggered amped somehow seem remission we understand reactive skin condition something pain.He knew happened friends who turned MS diagnosed until n issues Obviously beforehand also made sicker likely true cause much proving next impossible.He literally vaccinehe able 100 No follow-up attempts further expected
SYMPTOM_TEXT 1064474 Swissmedic <> The regulatory authority
SYMPTOM_TEXT 1153274 Covax Support <>
SYMPTOM_TEXT 1143438 Ethnic origin PRIVACY <>
SYMPTOM_TEXT 1132951 Regional Center of Pharmacovigilance <> Regulatory authority
SYMPTOM_TEXT 1021872 Medicines Agency EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1641840 saying 3/24/2009 it 3/24/2010 <> with year later than stated
SYMPTOM_TEXT 1641844 3/24/2009 3/24/2010 <> down a year later than stated
SYMPTOM_TEXT 1255509 to PMI HOO <>
SYMPTOM_TEXT 1224737 Profesional Medicines Healthcare products all Easter date.The <> Professional date
TODAYS_DATE 1 cell of trivial non-letter differences ignored
VAX_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 1174322 2|UNK <> 2
VAX_DOSE_SERIES 1278669 UNK|1 <> 1
VAX_DOSE_SERIES 1189498 UNK|UNK <> UNK
VAX_LOT 3 cells of trivial non-letter differences ignored
VAX_MANU 1189498 Janssen|Unknown <> Janssen
VAX_MANU 1174322 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_MANU 1278669 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 1189498 C19 Janssen|Not Specified NO BRAND NAME <> C19 Janssen
VAX_NAME 1174322 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_NAME 1278669 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 2 cells of trivial non-letter differences ignored
VAX_ROUTE 2290395 SYR <> []
VAX_ROUTE 1189498 |OT <> []
VAX_SITE 3 cells of trivial non-letter differences ignored
VAX_SITE 2290395 LA <> []
2 VAX_TYPE COVID19|UNK <> COVID19 [1174322, 1189498]
VAX_TYPE 1278669 UNK|COVID19 <> COVID19
V_ADMINBY 2290395 PHM <> UNK
symptom_entries 1016949 _|_Body temperature_|_Investigation_|_SARS-CoV-2 test_|_ <>
symptom_entries 1056286 _|_Back pain_|_SARS-CoV-2 test_|_Sleep disorder_|_Vomiting_|_ <>
symptom_entries 2290395 _|_Abdominal pain_|_Arthralgia_|_Bladder disorder_|_Constipation_|_Disability_|_Drug dependence_|_Dyspnoea_|_Mobility decreased_|_Pain in extremity_|_Paraesthesia_|_ <> _|_Asthenia_|_Autoimmune disorder_|_Blood pressure measurement_|_Blood test_|_Condition aggravated_|_Hypertension_|_Illness_|_Investigation_|_Neuropathy peripheral_|_Sensory loss_|_Somatic symptom disorder_|_
symptom_entries 1021449 _|_Drug ineffective_|_ <>
symptom_entries 1000505 _|_Off label use_|_Product use issue_|_ <>
26 columns altered
21452 modified reports on 2022-07-15
Writing ... vaers_changes/2022-07-15_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 37, 'symptom_entries': 5, 'VAX_DOSE_SERIES': 3, 'VAX_MANU': 3, 'VAX_TYPE': 3, 'VAX_NAME': 3, 'OTHER_MEDS': 3, 'LAB_DATA': 2, 'HISTORY': 2, 'VAX_ROUTE': 2, 'NUMDAYS': 1, 'OFC_VISIT': 1, 'SPLTTYPE': 1, 'CAGE_YR': 1, 'VAX_SITE': 1, 'DISABLE': 1, 'DIED': 1, 'AGE_YRS': 1, 'V_ADMINBY': 1, 'VAX_LOT': 1, 'RECOVD': 1, 'STATE': 0, 'PRIOR_VAX': 0, 'V_FUNDBY': 0, 'CUR_ILL': 0, 'L_THREAT': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'ALLERGIES': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0}
This week
36 delayed/late/gapfill
342 deleted
0 restored
13 cell edits trivial not printed
74 cell edits significant
7 cells emptied entirely
37 writeups changed
All time
535044 delayed/late/gapfill
21756 deleted
7 restored
21895284 cell edits trivial not printed
23241 cell edits significant
1162 cells emptied entirely
4816 writeups changed
23347 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2370308, 2370310, 2370311, 2370312, 2370313, 2370314, 2370315, 2370316]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-07-22
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-07-22_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2376159
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2378912
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2378904
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2376159
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2378912
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2378904
3948 exact duplicates dropped in concatenated files, now 1699388 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2376159
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2378912
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2378904
133355 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1435548 reports to work with (unique VAERS_IDs)
77608 dropped in df_data due to no covid VAX_TYPE involved in the report
96533 dropped in df_vax due to no covid VAX_TYPE involved in the report
96078 dropped in df_syms due to no covid VAX_TYPE involved in the report
1357940 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
3794 SYMPTOM_TEXT field repeat sentences deduped in 635 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1415582 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1415582 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-07-22_VAERS_CONSOLIDATED.csv
Consolidation of 2022-07-22 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1357940 rows in df_vax_flat
Merging DATA into VAX flattened
1357940 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-07-22_VAERS_FLATTENED.csv
1357940 rows in vaers_flattened/2022-07-22_VAERS_FLATTENED.csv
Flattening of 2022-07-22 done
Using flat 2022-07-15 already in memory, 1350950 rows
Using flat 2022-07-22 already in memory, 1357940 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-07-15 already in memory
Comparing
2022-07-15 v. 2022-07-22
1357940 this drop total covid
1350950 previous total covid
1350606 identical set aside
7334 this drop to work with
344 previous to work with
6990 difference
7244 new in 2022-07-22
40 delayed this week
294 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2189159 74.0 <> 72.0
ALLERGIES 1255678 [] <> Allergic reaction (allergic reaction to CAT scan contrast dye in the past).
HISTORY 1 cell of trivial non-letter differences ignored
HISTORY 1279280 Comments: List of non-encoded Patient Relevant History: Patient Other Relevant History 1: None <> []
HISTORY 2018731 Comments: List of non-encoded Patient Relevant ... ~84 more <> []
HISTORY 1255678 Medical History/Concurrent Conditions: Allergic ... ~74 more <> []
HISTORY 1215254 in <>
LAB_DATA 1051858 Nona <> None
LAB_DATA 1215254 20200412 d <> 04/12/2020 after 60 days with symptoms of medium severity
LAB_DATA 1218488 Koorts graden bevestigd met <>
LAB_DATA 1954249 Covid <> COVID-19
OTHER_MEDS 1224477 <> polymyxin B sulfate
2 SPLTTYPE [] <> vsafe [2336030, 2357882]
SYMPTOM_TEXT 1264393 white and not Hispanic or Latino <>
SYMPTOM_TEXT 1031430 URPL NCA <> RA
SYMPTOM_TEXT 1199899 EV MAH <> RA
SYMPTOM_TEXT 1218488 Koorts graden <>
SYMPTOM_TEXT 1067815 PRIVACY of <> HCP
SYMPTOM_TEXT 1250107 Medicines Healthcare products MHRA <> RA
SYMPTOM_TEXT 996818 Medicines Agency MA letal events PEI Unclassifiable <> lethal events/RA/Unclassifiable
SYMPTOM_TEXT 1305067 EST <>
SYMPTOM_TEXT 1146601 en <>
SYMPTOM_TEXT 1260205 Medicines Healthcare Products Agency <> Authority
SYMPTOM_TEXT 1189217 health <> regulatory
SYMPTOM_TEXT 1478246 on 8/21/2021 <>
SYMPTOM_TEXT 2223203 Promedica <> hospital
SYMPTOM_TEXT 1226631 United Kingdom's Medicines Healthcare products UK-MHRA HA <> RA
SYMPTOM_TEXT 1056708 FB <> social media
SYMPTOM_TEXT 2034099 White Not Hispanic or Latino <>
SYMPTOM_TEXT 1306180 COVAX US support <> RA
SYMPTOM_TEXT 1235863 health Reporter's Nach der Impfung wurde Ruhe gehalten auftretenden starken Schmerzen im kompletten Arm K hlung des Oberarms mit Eisbeutel <> regulatory
SYMPTOM_TEXT 1268498 UK-RA <> RA
SYMPTOM_TEXT 1236497 EMA EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1224991 Medicine Agency MA <>
SYMPTOM_TEXT 1236455 Reporter's Comments KOMMENTAR Weder in der schweizerischen noch amerikanischen Fachinformation von Covid-19 Impfung Moderna geh rt die dekompensierte Herzinsuffizienz zu den bekannten UAW 2 3 In WHO-Pharmakovigilanz-Datenbank finden sich im Zusammenhang mit Impfstoffe aktuell 442'485 F lle davon 39 akuter IC025 0.7 und 230 2.1 was f r beide Reaktion einem negativen Dysproportionalit tssignal resultiert 4 Angaben vom 07.04.2021 KAUSALIT T Bei zeitlichen wiederholtem Auftreten nach beiden Impfungen jedoch auch m glichen anderen Mit Ursachen nicht beschriebener stufen wir Urs chlichkeit Covid 19 das dekompensierten gem ss formalen Swissmedic-Kriterien zur Kausalit tsbeurteilung 1 als glich ein <>
SYMPTOM_TEXT 1250388 MHRA <> RA
SYMPTOM_TEXT 1175150 COVAX US Support <>
SYMPTOM_TEXT 1153528 COVAX US Support <>
SYMPTOM_TEXT 1100121 Regional Pharmacovigilance Centre <> regulatory authority
SYMPTOM_TEXT 1108479 Belgium <>
SYMPTOM_TEXT 1288274 COVAX US Support covax <> vax
SYMPTOM_TEXT 1191873 COVAX US Support <>
SYMPTOM_TEXT 1114592 Agency Agency-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1161866 Council for International Organizations of Medical Sciences critera Netherlands Pharmacovigilance Centre Lareb <> regulatory authority
SYMPTOM_TEXT 2325334 159558 <>
VAX_DOSE_SERIES 1592028 1|2 <> 2
VAX_DOSE_SERIES 1704423 UNK|UNK <> UNK
VAX_LOT 1592028 031L20A|040A21A <> 040A21A
VAX_LOT 1704423 EP7533|ER8727 <> EP7533
VAX_MANU 1592028 Moderna|Moderna <> Moderna
VAX_MANU 2357882 NOVAVAX <> Pfizer-BionT
VAX_MANU 1704423 Pfizer-BionT|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 1592028 C19 Moderna|C19 Moderna <> C19 Moderna
VAX_NAME 2357882 C19 NOVAVAX <> C19 Pfizer-BionT
VAX_NAME 1704423 C19 Pfizer-BionT|C19 Pfizer-BionT <> C19 Pfizer-BionT
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 1592028 IM|IM <> IM
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_SITE 1592028 LA|LA <> LA
2 VAX_TYPE COVID19|COVID19 <> COVID19 [1592028, 1704423]
symptom_entries 1162327 _|_Seizure_|_ <>
symptom_entries 1031430 _|_Drug ineffective_|_ <>
symptom_entries 1143084 _|_Urinary tract infection_|_ <>
symptom_entries 1100046 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1103621 _|_Blood test_|_ <>
symptom_entries 1126519 _|_Hyperpyrexia_|_ <>
15 columns altered
21799 modified reports on 2022-07-22
Writing ... vaers_changes/2022-07-22_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 32, 'symptom_entries': 6, 'LAB_DATA': 4, 'HISTORY': 4, 'VAX_MANU': 3, 'VAX_NAME': 3, 'VAX_DOSE_SERIES': 2, 'SPLTTYPE': 2, 'VAX_TYPE': 2, 'VAX_LOT': 2, 'OTHER_MEDS': 2, 'VAX_SITE': 1, 'AGE_YRS': 1, 'VAX_ROUTE': 1, 'ALLERGIES': 1, 'NUMDAYS': 0, 'STATE': 0, 'OFC_VISIT': 0, 'PRIOR_VAX': 0, 'CAGE_YR': 0, 'V_FUNDBY': 0, 'CUR_ILL': 0, 'L_THREAT': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'DISABLE': 0, 'DIED': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
40 delayed/late/gapfill
294 deleted
0 restored
3 cell edits trivial not printed
66 cell edits significant
3 cells emptied entirely
32 writeups changed
All time
535084 delayed/late/gapfill
22050 deleted
7 restored
21895287 cell edits trivial not printed
23307 cell edits significant
1165 cells emptied entirely
4848 writeups changed
23976 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2378886, 2378888, 2378889, 2378890, 2378891, 2378892, 2378893, 2378894]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-07-29
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-07-29_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2376159
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2396187
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2395689
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2376159
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2396187
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2395689
3964 exact duplicates dropped in concatenated files, now 1714390 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2376159
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2396187
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2395689
133355 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1449766 reports to work with (unique VAERS_IDs)
78292 dropped in df_data due to no covid VAX_TYPE involved in the report
97398 dropped in df_vax due to no covid VAX_TYPE involved in the report
96917 dropped in df_syms due to no covid VAX_TYPE involved in the report
1371474 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
9843 SYMPTOM_TEXT field repeat sentences deduped in 1466 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1429719 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1429719 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-07-29_VAERS_CONSOLIDATED.csv
Consolidation of 2022-07-29 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1371474 rows in df_vax_flat
Merging DATA into VAX flattened
1371474 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-07-29_VAERS_FLATTENED.csv
1371474 rows in vaers_flattened/2022-07-29_VAERS_FLATTENED.csv
Flattening of 2022-07-29 done
Using flat 2022-07-22 already in memory, 1357940 rows
Using flat 2022-07-29 already in memory, 1371474 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-07-22 already in memory
Comparing
2022-07-22 v. 2022-07-29
1371474 this drop total covid
1357940 previous total covid
1357816 identical set aside
13658 this drop to work with
124 previous to work with
13534 difference
13589 new in 2022-07-29
10 delayed this week
65 deleted this week kept
0 restored this week
Column value changes
CAGE_YR 2367682 [] <> 66.0
DIED 2319106 [] <> Y
LAB_DATA 1392944 Mayo <>
LAB_DATA 2307287 French <>
NUMDAYS 2367682 [] <> 68.0
SPLTTYPE 1 cell of trivial non-letter differences ignored
SPLTTYPE 2367476 [] <> vsafe
SYMPTOM_TEXT 1217135 CLORAZEPATO NORMON TRAZODONA VENLAFAXINA Dolores musculares generalizados DOLOR BRAZO <> ARM
SYMPTOM_TEXT 2367476 Pt <> I
SYMPTOM_TEXT 2307287 French <>
SYMPTOM_TEXT 2374953 4 year old 5-11 COVID <> 4-year-old 5 to 11-year-old COVID-19
SYMPTOM_TEXT 1457395 CMS/HCC <>
SYMPTOM_TEXT 1465617 Medicines Agency EMA EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1300595 white <>
SYMPTOM_TEXT 2376428 Vaccination reporter(s European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 13May2021 as 1 Lot 24Jun2021 2 all intramuscular covid-19 patient's relevant were was 12Nov2021 described DRUG are Report(s <> via authority 2nd of batch/lot intramuscularly Jun 24 2021 1st May 13 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 12
SYMPTOM_TEXT 2376434 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 25May2021 as 1 Lot 29Jun2021 2 all intramuscular covid-19 patient's relevant were following was 12Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jun 29 2021 1st May 25 both experienced COVID-19/SARS-CoV-2 Nov 12 variant
SYMPTOM_TEXT 2376449 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 27Apr2021 as 1 Lot 08Jun2021 2 all intramuscular covid-19 patient's relevant were following was 12Nov2021 described DRUG are Report(s <> via authority 2nd of batch/lot intramuscularly Jun 8 2021 1st Apr 27 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 12
SYMPTOM_TEXT 2376455 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB BASGAGES 15Jun2021 as 1 Lot 27Jul2021 2 all intramuscular covid-19 patient's relevant were following was 13Nov2021 described DRUG are Report(s <> via authority 2nd of batch/lot intramuscularly Jul 27 2021 1st Jun 15 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 13 variant
SYMPTOM_TEXT 2376458 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB Other Case identifier(s BASGAGES 16Jun2021 as 1 Lot number 13Jul2021 2 all intramuscular covid-19 patient's relevant were following was 12Nov2021 unknown described FAILURE are <> via regulatory authority 2nd of batch/lot intramuscularly Jul 13 2021 1st Jun 16 both experienced COVID-19/SARS-CoV-2 Nov 12
SYMPTOM_TEXT 2376465 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 05May2021 as 1 Lot 10Jun2021 2 all intramuscular covid-19 patient's relevant were following was 12Nov2021 unknown described FAILURE Positive Additional are <> via authority 2nd of batch/lot intramuscularly Jun 10 2021 1st May 5 both experienced COVID-19/SARS-CoV-2 Nov 12 variant
SYMPTOM_TEXT 2376482 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 21May2021 as 1 Lot 25Jun2021 2 all intramuscular covid-19 patient's relevant were following was 12Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jun 25 2021 1st May 21 both experienced COVID-19/SARS-CoV-2 Nov 12 variant
SYMPTOM_TEXT 2376487 Drug reporter Physician European Medicines Agency EMA EudraVigilance-WEB Regulatory number BASGAGES 16May2021 as 1 Lot 27Jun2021 2 all intramuscular covid-19 patient's relevant medical were was DRUG INEFFECTIVE 12Nov2021 described Positive are Comments Report(s <> physician via regulatory authority 2nd of batch/lot intramuscularly Jun 27 2021 1st May 16 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 12 variant comments
SYMPTOM_TEXT 2376498 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 17Jun2021 as 1 Lot 29Jul2021 2 all intramuscular covid-19 patient's relevant were following was 15Nov2021 described DRUG are Report(s Same patient,product <> via authority 2nd of batch/lot intramuscularly Jul 29 2021 1st Jun 17 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 15 same product
SYMPTOM_TEXT 2376506 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 07May2021 as 1 Lot 15Jun2021 2 all intramuscular covid-19 patient's relevant were following was 12Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jun 15 2021 1st May 7 both experienced COVID-19/SARS-CoV-2 Nov 12 variant
SYMPTOM_TEXT 2376510 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 02Jun2021 as 1 Lot 16Jul2021 all intramuscular covid-19 patient's relevant were following was 12Nov2021 described DRUG are Report(s events(Dose <> via authority 2nd of batch/lot intramuscularly Jul 16 2021 1st Jun both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 12 variant events/dose
SYMPTOM_TEXT 2376514 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 09Jul2021 as 1 Lot 30Jul2021 2 all intramuscular covid-19 patient's relevant were following was 12Nov2021 unknown described FAILURE Positive are <> via authority 2nd of batch/lot intramuscularly Jul 30 2021 1st 9 both fpatient experienced COVID-19/SARS-CoV-2 Nov 12 variant
SYMPTOM_TEXT 2376841 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 07Jul2021 as 1 Lot 29Jul2021 2 all intramuscular covid-19 patient's relevant were following was 15Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jul 29 2021 1st 7 both experienced COVID-19/SARS-CoV-2 Nov 15 variant
SYMPTOM_TEXT 2376844 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB BASGAGES 12May2021 as 1 Lot 24Jun2021 2 all intramuscular covid-19 patient's relevant were following was 12Nov2021 described DRUG are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jun 24 2021 1st May 12 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov same
SYMPTOM_TEXT 2376900 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 14Apr2021 as 1 Lot 24May2021 2 all intramuscular covid-19 patient's relevant were following was 12Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly May 24 2021 1st Apr 14 both experienced COVID-19/SARS-CoV-2 Nov 12 variant
SYMPTOM_TEXT 2376504 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 02Jul2021 as 1 Lot 11Aug2021 all intramuscular patient's relevant were following was 12Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Aug 11 2021 1st Jul both experienced COVID-19/SARS-CoV-2 Nov 12 variant
SYMPTOM_TEXT 2374757 Pt <> I
SYMPTOM_TEXT 1857100 SARA <>
VAX_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 2362659 UNK <> 2
VAX_MANU 2376801 Pfizer-BionT <> Moderna
VAX_NAME 2376801 C19 Pfizer-BionT <> C19 Moderna
VAX_SITE 2367682 [] <> RA
symptom_entries 1244187 _|_Vaccination site induration_|_ <>
symptom_entries 1279406 _|_Off label use_|_ <>
symptom_entries 1245921 _|_COVID-19 immunisation_|_ <>
symptom_entries 1181166 _|_Pain in extremity_|_ <>
symptom_entries 1224282 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1239526 _|_Cough_|_Dyspnoea_|_Pyrexia_|_ <>
symptom_entries 1236561 _|_Blood pressure measurement_|_Cerebrovascular accident_|_ <>
symptom_entries 1313040 _|_Angina pectoris_|_Dyspnoea_|_ <>
symptom_entries 1211687 _|_Nausea_|_Neuralgia_|_Paraesthesia_|_ <>
symptom_entries 1276911 _|_Product administered at inappropriate site_|_ <>
symptom_entries 1224321 _|_SARS-CoV-2 test_|_ <>
4 symptom_entries _|_SARS-CoV-2 test_|_ <> [1224885, 1224927, 1277067, 1294705]
symptom_entries 1254345 _|_Blood cholesterol_|_Blood cholesterol increased_|_Blood glucose_|_Blood glucose increased_|_Blood pressure measurement_|_Diarrhoea_|_Fatigue_|_Nausea_|_Paraesthesia_|_Rash macular_|_SARS-CoV-2 test_|_Thyroid function test_|_Thyroid hormones increased_|_ <>
symptom_entries 1224410 _|_SARS-CoV-2 test negative_|_ <>
2 symptom_entries _|_SARS-CoV-2 test_|_ <> [1224384, 1277041]
symptom_entries 1224373 _|_Chest X-ray_|_ <>
symptom_entries 1306091 _|_Circumstance or information capable of leading to medication error_|_ <>
symptom_entries 1306049 _|_Speech disorder_|_Thinking abnormal_|_ <>
symptom_entries 1224490 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1305626 _|_Injection site erythema_|_ <>
symptom_entries 1191864 _|_COVID-19_|_Influenza_|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1278851 _|_Swelling_|_ <>
symptom_entries 1306226 _|_Vaccination complication_|_ <>
symptom_entries 1279245 _|_Medication error_|_ <>
12 columns altered
22102 modified reports on 2022-07-29
Writing ... vaers_changes/2022-07-29_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'symptom_entries': 28, 'SYMPTOM_TEXT': 25, 'LAB_DATA': 3, 'NUMDAYS': 1, 'VAX_DOSE_SERIES': 1, 'VAX_MANU': 1, 'SPLTTYPE': 1, 'CAGE_YR': 1, 'VAX_SITE': 1, 'DIED': 1, 'VAX_NAME': 1, 'STATE': 0, 'OFC_VISIT': 0, 'PRIOR_VAX': 0, 'V_FUNDBY': 0, 'HISTORY': 0, 'CUR_ILL': 0, 'L_THREAT': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'VAX_TYPE': 0, 'DISABLE': 0, 'AGE_YRS': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'VAX_ROUTE': 0, 'ALLERGIES': 0, 'VAX_LOT': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'OTHER_MEDS': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
10 delayed/late/gapfill
65 deleted
0 restored
2 cell edits trivial not printed
64 cell edits significant
0 cells emptied entirely
25 writeups changed
All time
535094 delayed/late/gapfill
22115 deleted
7 restored
21895289 cell edits trivial not printed
23371 cell edits significant
1165 cells emptied entirely
4873 writeups changed
26962 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2395763, 2395841, 2395842, 2395844, 2395989, 2396060, 2396100, 2396160]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-08-05
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-08-05_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2390813
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2402656
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2402658
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2390813
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2402656
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2402658
3949 exact duplicates dropped in concatenated files, now 1724383 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2390813
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2402656
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2402658
133355 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1458713 reports to work with (unique VAERS_IDs)
79275 dropped in df_data due to no covid VAX_TYPE involved in the report
98650 dropped in df_vax due to no covid VAX_TYPE involved in the report
98114 dropped in df_syms due to no covid VAX_TYPE involved in the report
1379438 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
16804 SYMPTOM_TEXT field repeat sentences deduped in 2289 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1438460 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1438460 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-08-05_VAERS_CONSOLIDATED.csv
Consolidation of 2022-08-05 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1379438 rows in df_vax_flat
Merging DATA into VAX flattened
1379438 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-08-05_VAERS_FLATTENED.csv
1379438 rows in vaers_flattened/2022-08-05_VAERS_FLATTENED.csv
Flattening of 2022-08-05 done
Using flat 2022-07-29 already in memory, 1371474 rows
Using flat 2022-08-05 already in memory, 1379438 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-07-29 already in memory
Comparing
2022-07-29 v. 2022-08-05
1379438 this drop total covid
1371474 previous total covid
1371226 identical set aside
8212 this drop to work with
248 previous to work with
7964 difference
6897 new in 2022-08-05
1233 delayed this week
166 deleted this week kept
0 restored this week
Column value changes
CAGE_YR 1048929 51.0 <> 60.0
HISTORY 1265095 Viruswatch <>
HISTORY 2391009 HCC Dujovny <>
LAB_DATA 2 cells of trivial non-letter differences ignored
LAB_DATA 1257606 English <>
NUMDAYS 2393266 0.0 <> []
NUMDAYS 1048929 3288.0 <> 0.0
2 SPLTTYPE [] <> vsafe [2388261, 2388269]
SYMPTOM_TEXT 1235924 SOPOR was Sopor <> Very limited information regarding event has been provided at this time
SYMPTOM_TEXT 1412818 in Philadelphia <>
SYMPTOM_TEXT 1275670 Akutni ishemijski cerebrovaskularni inzult lokaliziran <>
SYMPTOM_TEXT 2317513 Instagram <> social media
SYMPTOM_TEXT 1257606 English <>
SYMPTOM_TEXT 1277249 COVAX US SUPPORT <>
SYMPTOM_TEXT 1276171 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1217152 Medicines Agency MA <> Regulatory Authority RA
SYMPTOM_TEXT 2313332 Rich al Centro Vacc <>
SYMPTOM_TEXT 1187599 PRIVACY CRFV <> data
SYMPTOM_TEXT 1183813 Medicines Agency MA WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1265095 Medicines Healthcare Products MHRA <> RA
SYMPTOM_TEXT 1297795 United Kingdom's Medicines and Healthcare products Agency UK-MHRA <> Authority
SYMPTOM_TEXT 1174449 Vigilyze <>
SYMPTOM_TEXT 1268796 UK-RA <> RA
SYMPTOM_TEXT 1221894 PRIVACY <> RA
SYMPTOM_TEXT 2391245 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 14May2021 as 1 Lot 24Jun2021 2 all intramuscular covid-19 following information was reported 10Nov2021 unknown described FAILURE <> via authority 2nd of batch/lot intramuscularly Jun 24 2021 1st May 14 both experienced COVID-19/SARS-CoV-2 Nov 10
SYMPTOM_TEXT 2391268 SARS-CoV-2 reporter(s from European Medicines Agency EMA EudraVigilance-WEB number BASGAGES 28Apr2021 as 1 26May2021 2 Lot all intramuscular covid-19 following information was reported 11Nov2021 described FAILURE <> via authority 2nd of intramuscularly May 26 2021 1st Apr 28 both experienced COVID-19/SARS-CoV-2 Nov 11
SYMPTOM_TEXT 2391270 SARS-CoV-2 reporter(s from European Medicines Agency EMA EudraVigilance-WEB number 23May2021 as 1 Lot 30Jun2021 2 all intramuscular covid-19 patient's relevant were following information was 10Nov2021 described FAILURE <> via authority 2nd of batch/lot intramuscularly Jun 30 2021 1st May 23 both experienced COVID-19/SARS-CoV-2 Nov 10
SYMPTOM_TEXT 2391363 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 22Apr2021 as 1 Lot 27May2021 2 all intramuscular covid-19 patient's relevant following information was 10Nov2021 unknown described FAILURE <> via authority 2nd of batch/lot intramuscularly May 27 2021 1st Apr 22 both experienced COVID-19/SARS-CoV-2 Nov 10
SYMPTOM_TEXT 2390880 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 08Jun2021 as 1 Lot 29Jun2021 2 all intramuscular covid-19 patient's relevant were following information was 10Nov2021 unknown described FAILURE <> via authority 2nd of batch/lot intramuscularly Jun 29 2021 1st 8 both experienced COVID-19/SARS-CoV-2 Nov 10
SYMPTOM_TEXT 2390884 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 10Jun2021 as 1 Lot 02Jul2021 all intramuscular covid-19 patient's relevant were following information was 12Nov2021 unknown described FAILURE <> via authority 2nd of batch/lot intramuscularly Jul 2021 1st Jun 10 both experienced COVID-19/SARS-CoV-2 Nov 12
SYMPTOM_TEXT 2390897 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 27Apr2021 as 1 Lot 08Jun2021 2 all intramuscular covid-19 patient's relevant were following information was 11Nov2021 described DRUG <> via authority 2nd of batch/lot intramuscularly Jun 8 2021 1st Apr 27 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 11
SYMPTOM_TEXT 2391608 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 19May2021 as 1 Lot 30Jun2021 2 all intramuscular covid-19 patient's relevant following information was 12Nov2021 described DRUG <> via authority 2nd of batch/lot intramuscularly Jun 30 2021 1st May 19 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 12
SYMPTOM_TEXT 2391621 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 19May2021 as 1 Lot 30Jun2021 2 all intramuscular covid-19 patient's relevant were following information was 13Nov2021 described DRUG Report(s <> via authority 2nd of batch/lot intramuscularly Jun 30 2021 1st May 19 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 13
SYMPTOM_TEXT 2391629 Vaccination reporter(s European Medicines Agency EMA EudraVigilance-WEB number 24Jun2021 as 1 Lot 17Aug2021 2 all intramuscular covid-19 information was reported 14Nov2021 described DRUG <> via authority 2nd of batch/lot intramuscularly Aug 17 2021 1st Jun 24 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 14
SYMPTOM_TEXT 2391637 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 01May2021 as Lot 09Jun2021 2 all intramuscular patient's relevant were following information was 12Nov2021 unknown described FAILURE <> via authority 2nd of batch/lot intramuscularly Jun 9 2021 1st May both experienced COVID-19/SARS-CoV-2 Nov 12
SYMPTOM_TEXT 2390926 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 17Jun2021 as 1 Lot 13Jul2021 2 all intramuscular covid-19 patient's relevant were following information was 12Nov2021 unknown described FAILURE <> via authority 2nd of batch/lot intramuscularly Jul 13 2021 1st Jun 17 both experienced COVID-19/SARS-CoV-2 Nov 12
SYMPTOM_TEXT 2391657 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 02Jul2021 as 1 Lot 11Aug2021 all intramuscular covid-19 patient's relevant were following information was 12Nov2021 unknown described VACCINATION FAILURE <> via authority 2nd of batch/lot intramuscularly Aug 11 2021 1st Jul both experienced ineffective drug/vaccination COVID-19/SARS-CoV-2 Nov 12
SYMPTOM_TEXT 2391709 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 28May2021 as 1 Lot 09Jul2021 2 all intramuscular covid-19 patient's relevant were following information was 12Nov2021 described DRUG <> via authority 2nd of batch/lot intramuscularly Jul 9 2021 1st May 28 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 12
SYMPTOM_TEXT 2391724 Drug SARS-CoV-2 reporter(s Physician European Medicines Agency EMA EudraVigilance-WEB Regulatory number 08May2021 as 1 Lot 19Jun2021 2 all intramuscular covid-19 patient's relevant medical were following information was DRUG INEFFECTIVE 13Nov2021 described Positive <> physician via regulatory authority 2nd of batch/lot intramuscularly Jun 19 2021 1st May 8 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 13 positive
SYMPTOM_TEXT 2390442 Drug reporter(s Physician European Medicines Agency EMA EudraVigilance-WEB Regulatory number 22Jun2021 as 1 Lot 03Aug2021 2 all intramuscular covid-19 patient's relevant medical were information was DRUG INEFFECTIVE 18Nov2021 described <> physician via regulatory authority 2nd of batch/lot intramuscularly Aug 3 2021 1st Jun 22 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 18
SYMPTOM_TEXT 2390484 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 12Jul2021 as 1 Lot 09Aug2021 2 all intramuscular covid-19 following information was reported 18Nov2021 unknown described FAILURE <> via authority 2nd of batch/lot intramuscularly Aug 9 2021 1st Jul 12 both experienced COVID-19/SARS-CoV-2 Nov 18
SYMPTOM_TEXT 2390510 SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 08Jul2021 as 1 Lot 05Aug2021 2 all intramuscular covid-19 patient's relevant were following information was 18Nov2021 unknown described FAILURE <> via authority 2nd of batch/lot intramuscularly Aug 5 2021 1st Jul 8 both experienced COVID-19/SARS-CoV-2 Nov 18
SYMPTOM_TEXT 2390559 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 30May2021 as 1 Lot 11Jul2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 described DRUG are Report(s <> via authority 2nd of batch/lot intramuscularly Jul 11 2021 1st May 30 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 20
SYMPTOM_TEXT 2390609 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 09Jun2021 as 1 Lot 30Jun2021 2 all intramuscular covid-19 patient's relevant were following was 18Nov2021 unknown described VACCINATION FAILURE are <> via authority 2nd of batch/lot intramuscularly Jun 30 2021 1st 9 both experienced ineffective drug/vaccination COVID-19/SARS-CoV-2 Nov 18
SYMPTOM_TEXT 2390613 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 12May2021 as 1 Lot 23Jun2021 2 all intramuscular covid-19 patient's relevant were following information was 19Nov2021 described DRUG <> via authority 2nd of batch/lot intramuscularly Jun 23 2021 1st May 12 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 19
SYMPTOM_TEXT 2390655 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 27Apr2021 as 1 Lot 08Jun2021 2 all intramuscular covid-19 patient's relevant were following was 19Nov2021 described DRUG n501y-positive:Unknown are <> via authority 2nd of batch/lot intramuscularly Jun 8 2021 1st Apr 27 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 19 n501y-positive Unknown
SYMPTOM_TEXT 2390676 Vaccination SARS-CoV-2 reporter(s European Medicines Agency EMA EudraVigilance-WEB number 15Jun2021 as 1 Lot 27Jul2021 2 all intramuscular covid-19 patient's relevant were following information was 19Nov2021 described DRUG <> via authority 2nd of batch/lot intramuscularly Jul 27 2021 1st Jun 15 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 19
SYMPTOM_TEXT 2383442 BASGAGES <>
SYMPTOM_TEXT 1244881 Medicines Agency EMA EudraVigilance-WEB National for Medical Devices of Romania-NAMMDR <> Regulatory Authority-WEB Authority
SYMPTOM_TEXT 1291766 Medicines Agency <> Regulatory Authority
SYMPTOM_TEXT 1265773 Medicines Agency <> Regulatory Authority
SYMPTOM_TEXT 1326207 COVAX US Support <>
SYMPTOM_TEXT 2314418 stark erh hte pankreaswerte mit Pankreaswerte <>
SYMPTOM_TEXT 1353299 made by Eli-Lilly <>
SYMPTOM_TEXT 1250663 PRIVACY <> HCF
SYMPTOM_TEXT 1320240 COVAX SUPPORT <>
SYMPTOM_TEXT 1175153 COVAX Support <>
SYMPTOM_TEXT 1231900 Medicines Agency MA WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1265046 Medicine Agency MA WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1298282 COVAES <>
SYMPTOM_TEXT 1165272 Medicines Agency MA <> the Regulatory Authority RA
SYMPTOM_TEXT 1161296 days PEI <> days/RA
SYMPTOM_TEXT 1100033 GRACE <>
SYMPTOM_TEXT 1360409 COVAES <> RA
SYMPTOM_TEXT 1246061 PRIVACY <>
SYMPTOM_TEXT 1711939 COVAX US Support <>
VAX_DATE 2 cells of trivial non-letter differences ignored
VAX_DOSE_SERIES 2369094 UNK <> 4
VAX_LOT 2393266 [] <> FL8094
VAX_LOT 2313332 Rich al Centro <> []
symptom_entries 1326027 _|_Vasodilatation_|_ <>
symptom_entries 1114955 _|_Incorrect route of product administration_|_ <>
symptom_entries 1165526 _|_Pyrexia_|_ <>
symptom_entries 2310176 _|_Electrocardiogram abnormal_|_ <>
symptom_entries 1188938 _|_Pulmonary fibrosis_|_ <>
symptom_entries 1426531 _|_Bedridden_|_Fatigue_|_ <>
symptom_entries 1012091 _|_Disease recurrence_|_ <>
symptom_entries 1332540 _|_Off label use_|_Product use issue_|_ <>
symptom_entries 1235130 _|_Influenza_|_ <>
symptom_entries 1380902 _|_Diaphragmatic spasm_|_ <>
symptom_entries 1211770 _|_Overdose_|_ <>
symptom_entries 1107051 _|_Drug ineffective_|_ <>
symptom_entries 2342869 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1029881 _|_Loss of control of legs_|_ <>
symptom_entries 1326035 _|_Inappropriate schedule of product administration_|_ <>
symptom_entries 1426314 _|_Blood cholesterol_|_Blood glucose_|_Diabetes mellitus_|_Hypertension_|_Vaccination site pain_|_ <>
symptom_entries 1215281 _|_Thrombosis_|_ <>
symptom_entries 1244147 _|_Exposure during pregnancy_|_ <>
10 columns altered
22190 modified reports on 2022-08-05
Writing ... vaers_changes/2022-08-05_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 58, 'symptom_entries': 18, 'NUMDAYS': 2, 'SPLTTYPE': 2, 'HISTORY': 2, 'VAX_LOT': 2, 'VAX_DOSE_SERIES': 1, 'CAGE_YR': 1, 'LAB_DATA': 1, 'STATE': 0, 'OFC_VISIT': 0, 'VAX_MANU': 0, 'PRIOR_VAX': 0, 'V_FUNDBY': 0, 'CUR_ILL': 0, 'L_THREAT': 0, 'VAX_SITE': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'VAX_TYPE': 0, 'DISABLE': 0, 'DIED': 0, 'AGE_YRS': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'VAX_ROUTE': 0, 'ALLERGIES': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'VAX_NAME': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'OTHER_MEDS': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
1233 delayed/late/gapfill
166 deleted
0 restored
4 cell edits trivial not printed
87 cell edits significant
2 cells emptied entirely
58 writeups changed
All time
536327 delayed/late/gapfill
22281 deleted
7 restored
21895293 cell edits trivial not printed
23458 cell edits significant
1167 cells emptied entirely
4931 writeups changed
24315 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2402286, 2402315, 2402316, 2402331, 2402378, 2402476, 2402526, 2402536]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-08-12
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-08-12_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2404260
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2409605
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2409584
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2404260
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2409605
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2409584
3955 exact duplicates dropped in concatenated files, now 1732059 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2404260
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2409605
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2409584
133355 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1465493 reports to work with (unique VAERS_IDs)
80092 dropped in df_data due to no covid VAX_TYPE involved in the report
99684 dropped in df_vax due to no covid VAX_TYPE involved in the report
99174 dropped in df_syms due to no covid VAX_TYPE involved in the report
1385401 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
12302 SYMPTOM_TEXT field repeat sentences deduped in 1718 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1445102 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1445102 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-08-12_VAERS_CONSOLIDATED.csv
Consolidation of 2022-08-12 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1385401 rows in df_vax_flat
Merging DATA into VAX flattened
1385401 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-08-12_VAERS_FLATTENED.csv
1385401 rows in vaers_flattened/2022-08-12_VAERS_FLATTENED.csv
Flattening of 2022-08-12 done
Using flat 2022-08-05 already in memory, 1379438 rows
Using flat 2022-08-12 already in memory, 1385401 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-08-05 already in memory
Comparing
2022-08-05 v. 2022-08-12
1385401 this drop total covid
1379438 previous total covid
1379077 identical set aside
6324 this drop to work with
361 previous to work with
5963 difference
6091 new in 2022-08-12
165 delayed this week
293 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 1 cell of trivial non-letter differences ignored
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 2393357 urgent care vist, prescribed topical cream for red swollen rash <> []
LAB_DATA 2393442 20211113 <> 11/13 2021 variant
LAB_DATA 2393421 20211113 NA <> 11/13/2021 variant n.a
LAB_DATA 2393446 20211113 <> 11/13/2021 variant
LAB_DATA 2393443 20211113 <> 11/13/2021 variant
LAB_DATA 2393420 20211113 <> 11/13/2021 variant
LAB_DATA 2393448 20211113 N.A <> 11/13/2021 variant n.a
2 LAB_DATA 20211113 <> 11/13/2021 variant [2393437, 2393438]
LAB_DATA 2393439 20211113 <> 11/13/2021 variant
LAB_DATA 2393367 20211113 <> 11/13/2021 variant
LAB_DATA 2393423 20211113 <> 11/13/2021 variant
3 LAB_DATA 20211113 <> 11/13/2021 variant [2393433, 2393434, 2393435]
2 LAB_DATA 20211114 <> 11/14/2021 variant [2393441, 2393444]
LAB_DATA 2393436 20211114 <> 11/14/2021 variant
2 LAB_DATA 20211115 <> 11/15/2021 variant [2393388, 2393422]
LAB_DATA 2393445 20211116 <> 11/16/2021 variant
LAB_DATA 1405583 thanksgiving <> end of November
LAB_DATA 1119648 English <>
LAB_DATA 1467513 Alek Alek?s <> son Son's
OTHER_MEDS 1203609 Asprin 81MG daily 10MG twice dialy <> Aspirin Metoprolol Succinate Omeprazole
OTHER_MEDS 2393366 Metroprol <> Metoprolol
OTHER_MEDS 993169 <> XARELTO
OTHER_MEDS 2393357 metforman omprezadol <> Metformin Omeprazole
PRIOR_VAX 2401429 states <> stated
SYMPTOM_TEXT 1119648 English <>
SYMPTOM_TEXT 1165758 COVAX Support <>
SYMPTOM_TEXT 1287584 COVID-19 Adverse Event Self-Reporting Solution COVAES <> RA
SYMPTOM_TEXT 2401353 myalgias <> myalgia
SYMPTOM_TEXT 1151776 PEI <> RA
SYMPTOM_TEXT 1457690 <> up only to Trail Camp
SYMPTOM_TEXT 1318975 Medicines Healthcare products Agency MHRA <> Authority
SYMPTOM_TEXT 993169 Federal for medicines and health products FAMHP Medicines MA <>
SYMPTOM_TEXT 1367380 COVAX US support <>
SYMPTOM_TEXT 2393357 left <> Left and Urgent care visit Prescribed topical cream for rash
SYMPTOM_TEXT 1312434 Medicine Agency EMA EudraVigilance-WEB <> regulatory authority
SYMPTOM_TEXT 2401380 The was of 0.5ml and 0.25ml <> 0.5mL but 0.25mL
SYMPTOM_TEXT 2401973 first following muscle initial day <>
SYMPTOM_TEXT 1326208 COVAX US Support <>
SYMPTOM_TEXT 1341923 DOB 11-15-1970 <>
SYMPTOM_TEXT 2401429 on <> in
SYMPTOM_TEXT 1367383 PMI <>
SYMPTOM_TEXT 1353621 COVAX US <>
SYMPTOM_TEXT 1405583 thanksgiving <> the end of November
SYMPTOM_TEXT 1308765 Authority-WEB <> Authority
SYMPTOM_TEXT 1211785 COVAES <>
SYMPTOM_TEXT 2393366 Covid 19 on <> COVID-19
SYMPTOM_TEXT 1467513 Alek <> son
SYMPTOM_TEXT 1297776 UK-MHRA <> RA
SYMPTOM_TEXT 1275770 European Medicines Agency EMA EudraVigilance-WEB <>
SYMPTOM_TEXT 1051175 EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1304588 EMA EudraVigilance-WEB at PRIVACY <> the regulatory authority-WEB
SYMPTOM_TEXT 2393367 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 20May2021 as 1 Lot 30Jun2021 2 all intramuscular covid-19 relevant were following was 13Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jun 30 2021 1st May 20 both experienced COVID-19/SARS-CoV-2 Nov 13 variant
SYMPTOM_TEXT 2393388 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 10Jun2021 as 1 Lot 22Jul2021 2 all intramuscular covid-19 patient's relevant were following was 15Nov2021 described DRUG n.a.Variant n.a.n501y are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jul 22 2021 1st Jun 10 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 15 variant n.a n501y same
SYMPTOM_TEXT 2393420 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 23Apr2021 as 1 Lot 27May2021 2 all intramuscular covid-19 patient's relevant were following was 13Nov2021 unknown described FAILURE Positive are <> via authority 2nd of batch/lot intramuscularly May 27 2021 1st Apr 23 both experienced COVID-19/SARS-CoV-2 Nov 13 variant
SYMPTOM_TEXT 2393421 Vaccination SARS-CoV-2 infection/Variant n501y reporter(s Agency Authority-WEB number RA 12May2021 as 1 Lot 23Jun2021 2 all intramuscular covid-19 patient's relevant were following was 13Nov2021 described DRUG Positive NA are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jun 23 2021 1st May 12 both experienced drug/vaccination COVID-19/SARS-CoV-2 infection/PCR-based variant Nov 13 n.a same
SYMPTOM_TEXT 2393422 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 06Jul2021 as 1 Lot 27Jul2021 2 all intramuscular covid-19 patient's relevant were following was 15Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jul 27 2021 1st 6 both experienced COVID-19/SARS-CoV-2 Nov 15
SYMPTOM_TEXT 2393423 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 02May2021 as 1 Lot 06Jun2021 all intramuscular covid-19 patient's relevant were following was 13Nov2021 unknown described FAILURE Positive n.a.Variant n.a.n501y are <> via authority 2nd of batch/lot intramuscularly Jun 6 2021 1st May both experienced COVID-19/SARS-CoV-2 Nov 13 variant n.a n501y
SYMPTOM_TEXT 2393433 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 28Apr2021 as 1 Lot 09Jun2021 2 all intramuscular covid-19 patient's relevant were following was 13Nov2021 described DRUG are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jun 9 2021 1st Apr 28 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 13 same
SYMPTOM_TEXT 2393434 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 15Jun2021 as 1 Lot 27Jul2021 2 all intramuscular covid-19 patient's relevant were following was 13Nov2021 described DRUG are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jul 27 2021 1st Jun 15 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 13 same
SYMPTOM_TEXT 2393435 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 14Apr2021 as 1 Lot 26May2021 2 all intramuscular covid-19 patient's relevant were following was 13Nov2021 described DRUG are Report(s <> via authority 2nd of batch/lot intramuscularly May 26 2021 1st Apr 14 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 13
SYMPTOM_TEXT 2393436 Drug SARS-CoV-2 reporter(s Physician Regulatory Authority-WEB number 16May2021 as 1 Lot 27Jun2021 2 all intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 14Nov2021 described Positive are Comments Report(s <> physician via regulatory authority 2nd of batch/lot intramuscularly Jun 27 2021 1st May 16 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 14 positive variant comments
SYMPTOM_TEXT 2393437 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 08Jun2021 as 1 Lot 08Jul2021 2 all intramuscular patient's relevant were following was 13Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jul 8 2021 1st Jun both experienced COVID-19/SARS-CoV-2 Nov 13 variant
SYMPTOM_TEXT 2393438 Drug SARS-CoV-2 reporter(s Physician Agency Regulatory Authority-WEB number RA 22Apr2021 as 1 Lot 03Jun2021 2 all intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 13Nov2021 described are Comments Report(s <> physician via regulatory authority 2nd of batch/lot intramuscularly Jun 3 2021 1st Apr 22 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 13 comments
SYMPTOM_TEXT 2393439 SARS-CoV-2 reporter(s Agency-WEB number 05Jun2021 as 1 Lot 03Jul2021 2 all intramuscular patient's relevant were following was 13Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jul 3 2021 1st Jun 5 both experienced COVID-19/SARS-CoV-2 Nov 13 variant
SYMPTOM_TEXT 2393441 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 06Jul2021 as 1 Lot 18Aug2021 2 all intramuscular covid-19 patient's relevant were following was 14Nov2021 described DRUG are Report(s Same <> via authority 2nd of batch/lot intramuscularly Aug 18 2021 1st Jul 6 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 14 same
SYMPTOM_TEXT 2393442 SARS-CoV-2 reporter(s Regulatory number 22Jun2021 as 1 Lot 20Jul2021 2 all intramuscular covid-19 patient's relevant were following was 13Nov2021 unknown described FAILURE are <> via 2nd of batch/lot intramuscularly Jul 20 2021 1st Jun 22 both experienced COVID-19/SARS-CoV-2 Nov 13
SYMPTOM_TEXT 2393443 Drug reporter(s Physician Agency Regulatory Authority-WEB number RA 18May2021 as 1 Lot 07Jul2021 2 all intramuscular covid-19 patient's relevant medical were was DRUG INEFFECTIVE 13Nov2021 described are Comments Report(s <> physician via regulatory authority 2nd of batch/lot intramuscularly Jul 7 2021 1st May 18 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 13 comments
SYMPTOM_TEXT 2393444 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 17Apr2021 as 1 Lot 29May2021 2 all intramuscular covid-19 patient's relevant were following was 14Nov2021 described DRUG are Report(s Same <> via authority 2nd of batch/lot intramuscularly May 29 2021 1st Apr 17 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 14 same
SYMPTOM_TEXT 2393445 Drug SARS-CoV-2 reporter(s Physician number 29Apr2021 as 1 Lot 10Jun2021 2 all intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 16Nov2021 described Positive are Comments Report(s <> physician via 2nd of batch/lot intramuscularly Jun 10 2021 1st Apr 29 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 16 variant comments
SYMPTOM_TEXT 2393446 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 20May2021 as Lot 01Jul2021 2 all intramuscular covid-19 patient's relevant were following was 13Nov2021 described DRUG are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jul 2021 1st May 20 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 13 variant same
SYMPTOM_TEXT 2393448 Drug SARS-CoV-2 reporter(s Physician number 27Apr2021 as 1 Lot 08Jun2021 all intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 13Nov2021 described Positive N.A are Comments Report(s Dose <> physician via 2nd of batch/lot intramuscularly Jun 8 2021 1st Apr 27 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 13 positive variant n.a comments dose/dose
SYMPTOM_TEXT 1287010 European Medicine Agency EMA EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1353622 COVAX US support <>
SYMPTOM_TEXT 1381715 Madonna <> Moderna
SYMPTOM_TEXT 1801038 04/14/2009 4/14/2011 <> OLDER THAN ACTUAL AGE SHOWS
SYMPTOM_TEXT 1173177 h1n1)pdm09-like a/victoria/2454/2019 ivr-207 a/hong kong/2671/2019 ivr-208 b/washington/02/2019-like b/victoria/705/2018 bvr-11 a/california/7/2009 a/perth/16/2009 from a/victoria/210/2009 b/brisbane/60/2008 <> pdm09-like
SYMPTOM_TEXT 1278512 Eliquis Patient Ambassador <> a
SYMPTOM_TEXT 1199751 EMA <> RA
SYMPTOM_TEXT 1260394 Medicines and Healthcare products MHRA alps <> mountains
SYMPTOM_TEXT 1035361 is Portal_22142 by MDA <>
SYMPTOM_TEXT 1645747 COVAX US Support <>
SYMPTOM_TEXT 1283584 English PEI <> Regulatory Authority
VAX_DOSE_SERIES 993169 UNK|1 <> 1
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_MANU 993169 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 993169 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
20 VAX_ROUTE OT <> IM [2393367, 2393388, 2393420, 2393421, 2393422, 2393423, 2393433, 2393434, 2393435, 2393436, 2393437, 2393438, 2393439, 2393441, 2393442, 2393443, 2393444, 2393445, 2393446, 2393448]
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_TYPE 993169 UNK|COVID19 <> COVID19
symptom_entries 954466 <> _|_Pyrexia_|_
symptom_entries 1061704 _|_Body temperature_|_Product administered to patient of inappropriate age_|_ <>
symptom_entries 1109862 _|_Tracheal stenosis_|_ <>
symptom_entries 1057147 _|_Product administered to patient of inappropriate age_|_ <>
symptom_entries 1190768 _|_Body temperature_|_COVID-19_|_ <>
symptom_entries 1093103 _|_Eating disorder_|_ <>
symptom_entries 1039802 _|_Pain in extremity_|_ <>
symptom_entries 1031288 _|_Product administered to patient of inappropriate age_|_ <>
15 columns altered
22342 modified reports on 2022-08-12
Writing ... vaers_changes/2022-08-12_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 59, 'LAB_DATA': 24, 'VAX_ROUTE': 20, 'symptom_entries': 8, 'OTHER_MEDS': 4, 'HISTORY': 2, 'VAX_LOT': 2, 'VAX_DOSE_SERIES': 1, 'VAX_MANU': 1, 'PRIOR_VAX': 1, 'CUR_ILL': 1, 'VAX_TYPE': 1, 'ALLERGIES': 1, 'VAX_NAME': 1, 'NUMDAYS': 0, 'STATE': 0, 'OFC_VISIT': 0, 'SPLTTYPE': 0, 'CAGE_YR': 0, 'V_FUNDBY': 0, 'L_THREAT': 0, 'VAX_SITE': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'DISABLE': 0, 'DIED': 0, 'AGE_YRS': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
165 delayed/late/gapfill
293 deleted
0 restored
5 cell edits trivial not printed
126 cell edits significant
1 cells emptied entirely
59 writeups changed
All time
536492 delayed/late/gapfill
22574 deleted
7 restored
21895298 cell edits trivial not printed
23584 cell edits significant
1168 cells emptied entirely
4990 writeups changed
24189 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2409566, 2409567, 2409568, 2409570, 2409571, 2409572, 2409575, 2409576]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-08-19
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-08-19_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2414642
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2415757
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2415736
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2414642
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2415757
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2415736
3983 exact duplicates dropped in concatenated files, now 1738957 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2414642
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2415757
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2415736
133354 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1471561 reports to work with (unique VAERS_IDs)
80964 dropped in df_data due to no covid VAX_TYPE involved in the report
100777 dropped in df_vax due to no covid VAX_TYPE involved in the report
100241 dropped in df_syms due to no covid VAX_TYPE involved in the report
1390597 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
10191 SYMPTOM_TEXT field repeat sentences deduped in 1405 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1450909 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1450909 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-08-19_VAERS_CONSOLIDATED.csv
Consolidation of 2022-08-19 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1390597 rows in df_vax_flat
Merging DATA into VAX flattened
1390597 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-08-19_VAERS_FLATTENED.csv
1390597 rows in vaers_flattened/2022-08-19_VAERS_FLATTENED.csv
Flattening of 2022-08-19 done
Using flat 2022-08-12 already in memory, 1385401 rows
Using flat 2022-08-19 already in memory, 1390597 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-08-12 already in memory
Comparing
2022-08-12 v. 2022-08-19
1390597 this drop total covid
1385401 previous total covid
167911 identical set aside
1222686 this drop to work with
1217490 previous to work with
5196 difference
5184 new in 2022-08-19
269 delayed this week
257 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 76688 cells of trivial non-letter differences ignored
CUR_ILL 23796 cells of trivial non-letter differences ignored
CUR_ILL 1906208 Hull <>
CUR_ILL 1364446 Meeresfr chte <>
2 DIED Y <> [] [1296891, 1312494]
HISTORY 125659 cells of trivial non-letter differences ignored
HISTORY 1906208 Hull <>
HISTORY 1203851 <> Restless Leg syndrome Sleep apnea Right lung nodule Prostate bladder Cancer
HISTORY 1309781 St.p.Nikotinabusus keine Allergieanamnese Grunderkrankungen Adipositas permagn Alkoholabusus Famili re Anamnese negativ Pat war vorher voll mobil <>
LAB_DATA 101500 cells of trivial non-letter differences ignored
LAB_DATA 2408444 Covid testing <> COVID-19 test
LAB_DATA 1203851 <> CT cervical spine without contrast 03/08 and with on 03/15 normal MRI 03/16 showed no cord compression brain intra cranial abnormality Myasthenia Gravis panel Miller Fischer syndrome specific G1Q antibody 03/17 negative
LAB_DATA 2408548 6/22/22 <> 6/22/2022
LAB_DATA 2408520 [] <> N/A.
LAB_DATA 1958754 18,010 blood,16.73 Dean Schrader Hypertension,Hyperlipidemia,Obesity,Abdominal Aneurysm,Former Smoker,Stent(s),Coronary disease,Chronic Disease,Diabetes II,Obstructive <> 18|010 blood|16.73 medical professional Hypertension|Hyperlipidemia|Obesity|Abdominal Aneurysm|Former Smoker|Stent(s)|Coronary disease|Chronic Disease|Diabetes II|Obstructive
LAB_DATA 2393450 20211113 <> 11/13/2021 variant
3 LAB_DATA 20211113 <> 11/13/2021 variant [2393449, 2393451, 2393454]
LAB_DATA 2393456 20211115 <> 11/15/2021 variant
LAB_DATA 2393457 20211115 <> 11/15/2021 variant
LAB_DATA 2393452 20211115 <> 11/15/2021 variant
NUMDAYS 2404754 10.0 <> 0.0
3 NUMDAYS 14.0 <> 0.0 [2408721, 2408795, 2408940]
NUMDAYS 2408777 16.0 <> 0.0
3 NUMDAYS 19.0 <> 0.0 [2408720, 2408756, 2408937]
2 NUMDAYS 20.0 <> 0.0 [2408931, 2408963]
2 NUMDAYS 21.0 <> 0.0 [2408785, 2408944]
2 NUMDAYS 22.0 <> 0.0 [2408790, 2408796]
NUMDAYS 2408928 23.0 <> 0.0
NUMDAYS 2408788 24.0 <> 0.0
NUMDAYS 2408791 26.0 <> 0.0
2 NUMDAYS 28.0 <> 0.0 [2408761, 2408792]
NUMDAYS 2408929 34.0 <> 0.0
NUMDAYS 2408960 35.0 <> 0.0
NUMDAYS 2408946 36.0 <> 0.0
NUMDAYS 2408783 37.0 <> 0.0
ONSET_DATE 23 cells of trivial non-letter differences ignored
OTHER_MEDS 152974 cells of trivial non-letter differences ignored
OTHER_MEDS 1315408 JIDABOKUIPPO YOKUKANSAN SOKEIKAKKETSUTO <>
OTHER_MEDS 1347783 <> Dicyclomine 20 mg QID Etodolac 400 BID Gabapentin 300 TID Metoprolol 100 QD Hydrochlorothiazide 25 Omeprazole 40 Sucralfate 1000 Tramadol 50
OTHER_MEDS 1308171 FRANCE <>
OTHER_MEDS 2267203 Costco <> etc
OTHER_MEDS 2408712 Cholchicine <> Colchicine
PRIOR_VAX 15487 cells of trivial non-letter differences ignored
SPLTTYPE 188732 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1156217 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1236466 Swissmedic Health Swiss monograph or American European monographs In VigiLyze 133,239 2,604 MedDRA PT <> regulatory authority Regulatory RA authorities 133|239 2|604
SYMPTOM_TEXT 1366639 PRIVACY <> hotline
SYMPTOM_TEXT 1353719 Takk for melding Siden vaksinen er ny den underlagt s rlig overv kning oppdage sikkerhetsinformasjon raskt som mulig Det viktig at alvorlige og/eller uvanlige bivirkninger rapporteres Din derfor ke kunnskap om ikke oppdaget i studiene og et bidrag til det internasjonale samarbeidet opprettholde sikker vaksinasjon verden over rsakssammenheng vurderes henhold kriterier 1 Vi har kapasitet sende individuelle vurderinger av bivirkningsmeldinger tiden heller mulighet denne dialogen svare p konkrete sp rsm l eksempel hvorvidt andre dose kan gis aktuelle pasienten hva eventuelt risikoen vil v re Dette let rettes vaksine@fhi.no ber sendes rlige kategorier personopplysninger helseopplysninger e-post Dersom umulig stille uten ta med slike opplysninger anbefaler vi ringe vaksinetelefonen tlf 21 07 70 00 pen alle hverdager kl 13-14.30 du ytterligere hendelsesforl pet informasjon utfall kopi fra journal/epikrise/laboratoriesvar utredninger dette svar meldingen Informasjonen behandles trygt slettes automatisk etter 4 m neder Behandling lagring skjer Helseregisterloven <>
SYMPTOM_TEXT 1364446 Meeresfr chte <>
SYMPTOM_TEXT 1051342 Pfizer First Connect <>
SYMPTOM_TEXT 1332134 North Jin CIOMS Council International Organizations Medical Sciences Netherlands Pharmacovigilance Centre Lareb <> regulatory authority
SYMPTOM_TEXT 1352833 EUDRAVIGILANCE-WEB https://legemiddelverket.no/godkjenning/koronavaksiner/meldte-mistenkte-bivirkninger-av-koronavaksiner https://www.fhi.no/nettpub/vaksinasjonsveilederen-for-helsepersonell/vaksiner-mot-de-enkelte-sykdommene/koronavaksine https://www.fhi.no/meldinger/informasjon-vedrorende-videre-vaksinasjon vaksine@fhi.no Tel PRIVACY <> WEB website RA
SYMPTOM_TEXT 1167838 <> changes He was prescribed tramadol and went to PT Since then he reports progressive pain in the left shoulder gradual loss of mobility also has some swelling his hand wrist Denies numbness or tingling arm Today more weak than been unable get up out bed so called EMS for assistance denies chest dyspnea cough headache lightheadedness dizziness nausea vomiting abdominal diarrhea constipation recent illness Reports eating drinking normally His medical history is significant diabetes mellitus type II depression hypothyroidism hyperlipidemia OSA on CPAP morbid obesity with BMI 44 PE 2013 after hernia surgery that treated warfarin x 1 year PSVT s/p ablation received second dose COVID-19 vaccination about a week ago tells me lives at home wife uses walker ambulation past month insistence daughter gait become increasingly unsteady In ED today XR revealed displaced proximal humerus fracture CXR negative acute process Incidentally tested positive not hypoxic
SYMPTOM_TEXT 2408447 <> and
SYMPTOM_TEXT 1729421 Medicines Agency MA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1275645 Hong Kong <>
SYMPTOM_TEXT 2102246 Medicines Agency WEB BASGAGES <> regulatory authority-WEB
13 SYMPTOM_TEXT temp./location <> temperature/location [2408464, 2408467, 2408468, 2408469, 2408471, 2408475, 2408478, 2408484, 2408508, 2408510, 2408521, 2408525, 2408528]
2 SYMPTOM_TEXT was and the Patient reactions <> event [2404482, 2404484]
SYMPTOM_TEXT 1322561 White Hispanic or Latino reported,1 <> reported|1
SYMPTOM_TEXT 1312494 LIM <>
SYMPTOM_TEXT 2408548 Got flu like 6/22/22 Covid <> Flu-like 6/22/2022 COVID-19
2 SYMPTOM_TEXT against and then COVID19 <> Fully COVID-19 [2408502, 2408511]
SYMPTOM_TEXT 1227748 Medicine Agency MA Database-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 2408449 CHILD GIVEN 5-11 YEAR OLD <> Gave child 5 to 11-year-old
SYMPTOM_TEXT 1187232 Alexa <> electronics
SYMPTOM_TEXT 1320206 Rx pathway <>
SYMPTOM_TEXT 1312115 acuta arto inferiore sinistro presenza di trombo arteria femorale superficiale <>
SYMPTOM_TEXT 2198261 005570 <>
SYMPTOM_TEXT 1347783 <> MRV of Head demonstrated a non-obstructing thrombus at the junction transverse and sigmoid sinuses Thombosis with Thrombocyopenia Syndrome Vaccine induced thrombotic thrombocytopenia
SYMPTOM_TEXT 1350351 PEI <> RA
SYMPTOM_TEXT 1370033 COVID-19 Adverse Event Self-Reporting Solution COVAES and Pharmaceuticals Medical Devices Agency PMDA <> Regulatory Authority
SYMPTOM_TEXT 1790008 white not hispanic or latino <>
SYMPTOM_TEXT 1374649 GRITS <> REGISTRY
SYMPTOM_TEXT 1779907 CVS <> pharmacy
SYMPTOM_TEXT 2408786 and he <> He
SYMPTOM_TEXT 1658662 white <>
SYMPTOM_TEXT 2408520 that This event Consulted with Dept Public Health and Environment question Healthcare is has been reinstated <> Event It We are Reinstated
SYMPTOM_TEXT 2408794 PT STATES THAT HAS BEEN <> Patient stated She was
SYMPTOM_TEXT 1151807 Medicines Agency MA WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1152912 EudraVigilance-WEB <> WEB
SYMPTOM_TEXT 1370599 COVAX US Support <>
SYMPTOM_TEXT 1380428 112 <> EMS
SYMPTOM_TEXT 2402314 White Caucasian Not Hispanic or Latino <>
SYMPTOM_TEXT 1332090 PMDA <> RA
SYMPTOM_TEXT 2408932 WAS ADMINITERED <> administered
SYMPTOM_TEXT 2408712 ws to Cornell <> was
SYMPTOM_TEXT 1308171 FRANCE spondylitis,up <> spondylitis|up
SYMPTOM_TEXT 1374023 Im Verlauf Remission der Symptomaitk <>
SYMPTOM_TEXT 1353726 KL DA VER HELA KROPPEN N SSELUTSLAG RODNAD <>
SYMPTOM_TEXT 1150896 COVAX Support <>
SYMPTOM_TEXT 1390843 Canadian US <>
SYMPTOM_TEXT 1412511 Indiana call,was <> call|was
SYMPTOM_TEXT 1390059 EMA EudraVigilance-WEB HALMED WHO-UMC <> regulatory authority-WEB
SYMPTOM_TEXT 1387008 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1100102 CRP 10.85mg/dl WBC 17900ul patient's body temperature 37.3 degree centigrade with malaise present bilastine BILANOA injection,0.3ml <> orally|(BILANOA injection|0.3ml
SYMPTOM_TEXT 2393449 Drug Ineffective SARS-CoV-2 reporter(s Physician Agency Regulatory Authority-WEB number RA 19May2021 as 1 Lot 30Jun2021 2 all intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 13Nov2021 described Positive n.a.n501y-positive are Comments Report(s <> physician via regulatory authority 2nd of batch/lot intramuscularly Jun 30 2021 1st May 19 both Medical experienced ineffective drug COVID-19/SARS-CoV-2 Nov 13 positive variant n501y-positive comments
SYMPTOM_TEXT 2393450 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 18Apr2021 as 1 Lot 30May2021 2 all intramuscular covid-19 patient's relevant were following was 13Nov2021 described DRUG Positive are Report(s <> via authority 2nd of batch/lot intramuscularly May 30 2021 1st Apr 18 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 13 variant
SYMPTOM_TEXT 2393451 Drug Ineffective SARS-CoV-2 reporter(s Physician Agency Regulatory Authority-WEB number RA 04Jun2021 as 1 Lot 18Jul2021 2 all intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 13Nov2021 described Positive are Comments Report(s Same <> physician via regulatory authority 2nd of batch/lot intramuscularly Jul 18 2021 1st Jun 4 both Medical experienced ineffective drug COVID-19/SARS-CoV-2 Nov 13 positive variant comments same
SYMPTOM_TEXT 2393452 Vaccination SARS-CoV-2 reporter(s Regulatory number 29May2021 as 1 Lot 10Jul2021 2 all intramuscular covid-19 patient's relevant were following was 15Nov2021 described DRUG are Report(s <> via 2nd of batch/lot intramuscularly Jul 10 2021 1st May 29 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 15
SYMPTOM_TEXT 2393454 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB number RA 16May2021 as 1 Lot 27Jun2021 2 all intramuscular covid-19 patient's relevant were following was 13Nov2021 described DRUG are Report(s Same <> via authority 2nd of batch/lot intramuscularly Jun 27 2021 1st May 16 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 13 same
SYMPTOM_TEXT 2393456 SARS-CoV-2 reporter(s Agency Authority-WEB number RA 11Jun2021 as 1 Lot 16Jul2021 2 all intramuscular covid-19 patient's relevant were following was 15Nov2021 unknown described FAILURE Positive are <> via authority 2nd of batch/lot intramuscularly Jul 16 2021 1st Jun 11 both experienced COVID-19/SARS-CoV-2 Nov 15 variant
SYMPTOM_TEXT 2393457 SARS-CoV-2 reporter(s number 04Jun2021 as 1 Lot 25Jun2021 2 all intramuscular covid-19 patient's relevant were following was 15Nov2021 unknown described FAILURE are <> via 2nd of batch/lot intramuscularly Jun 25 2021 1st 4 both experienced COVID-19/SARS-CoV-2 Nov 15
SYMPTOM_TEXT 1354009 H rminderung Ohr links Schmerzen der Impfstelle Raucher <>
SYMPTOM_TEXT 2102214 Medicines Agency WEB BASGAGES <> regulatory authority-WEB
SYMPTOM_TEXT 2102225 Medicines Agency WEB BASGAGES <> regulatory authority-WEB
SYMPTOM_TEXT 2102226 Medicines Agency WEB BASGAGES <> regulatory authority-WEB
SYMPTOM_TEXT 2102228 Medicines Agency WEB BASGAGES <> regulatory authority-WEB
SYMPTOM_TEXT 2102234 Medicines Agency WEB BASGAGES <> regulatory authority-WEB
SYMPTOM_TEXT 2102236 Medicines Agency WEB BASGAGES <> regulatory authority-WEB
SYMPTOM_TEXT 2102245 Medicines Agency WEB BASGAGES <> regulatory authority-WEB
SYMPTOM_TEXT 2102249 Medicines Agency WEB BASGAGES <> regulatory authority-WEB
SYMPTOM_TEXT 2102251 Medicines Agency WEB BASGAGES <> regulatory authority-WEB
22 SYMPTOM_TEXT was administrated the beyond use date <> administered beyond-use-date [2408720, 2408721, 2408756, 2408761, 2408777, 2408783, 2408785, 2408788, 2408790, 2408791, 2408792, 2408795, 2408796, 2408928, 2408929, 2408931, 2408937, 2408940, 2408944, 2408946, 2408960, 2408963]
SYMPTOM_TEXT 1332623 Clinic/Veterans Administration <> Clinic/Administration
SYMPTOM_TEXT 2103927 white and not Hispanic or Latino <>
SYMPTOM_TEXT 2408444 was getting has up to point include <> and included
SYMPTOM_TEXT 1315408 nuphar syzygium JIDABOKUIPPO SOKEIKAKKETSUTO <>
SYMPTOM_TEXT 1872553 SARA <>
SYMPTOM_TEXT 1221891 128,000 Regional Center Pharmacovigilance <> 128|000
SYMPTOM_TEXT 1348596 EMA EudraVigilance-WEB <> RA)-WEB
SYMPTOM_TEXT 1062148 in United States <>
SYMPTOM_TEXT 1316178 COVAX US <>
SYMPTOM_TEXT 1309781 Insuffizienz decompensation,ten teilweise bizarr einige cm Ausdehnung Secondary Nebenbefund ausgedehnte Suffusionen am gesamten beiden unteren Extremit chige Hauteinblutungen distalen Stamm untere kleinfleckig punktf rmig gro fl ten Kratzspuren r tliche P nktchen Erysipelverdacht bei er Suffusion unterer t rechts decompensation,seriousness keine Allergieanamnese Grunderkrankungen Adipositas permagn St.p.Nikotinabusus Alkoholabusus Famili re Anamnese negativ Pat war vorher voll mobil permagna added,updated <> decompensation|Secondary decompensation|seriousness added|updated
SYMPTOM_TEXT 1332201 Distress,shortness Medicines Agency MA WEB <> Distress|shortness Regulatory Authority-WEB
SYMPTOM_TEXT 1356915 DSU <>
SYMPTOM_TEXT 1353959 vertiges suivie d'une chute et vomissements puis Naus es e tachychardie 140 Fi vre R action au site d'injection <>
SYMPTOM_TEXT 2306514 005570 <>
2 VAX_DOSE_SERIES 1|2 <> 2 [2408444, 2408502]
VAX_DOSE_SERIES 2408511 2|1 <> 2
4 VAX_DOSE_SERIES 2|1 <> 1|2 [1036170, 1749322, 1853993, 1942274]
VAX_DOSE_SERIES 2408932 4 <> 4|UNK
VAX_LOT 446 cells of trivial non-letter differences ignored
VAX_LOT 1036170 042L20A|011J20A <> 011J20A||042L20A
VAX_LOT 1942274 BNT162B2(PF 3|MRNA,BNT162B2(P <> MRNA|BNT162B2(P||BNT162B2(PF 3
VAX_LOT 1749322 ECO192|Eh989plp <> Eh989plp||ECO192
VAX_LOT 2408932 9Y92A <> 052B22A|9Y92A
VAX_LOT 2408502 ER8727|EW0153 <> EW0153
VAX_LOT 2408511 ER8729|ER8732 <> ER8729
VAX_MANU 6 cells of trivial non-letter differences ignored
VAX_MANU 2408932 Moderna <> Moderna|Glaxo
3 VAX_MANU Pfizer-BionT|Pfizer-BionT <> Pfizer-BionT [2408444, 2408502, 2408511]
VAX_NAME 47 cells of trivial non-letter differences ignored
VAX_NAME 2408932 C19 Moderna <> C19 Moderna|ZOSTER SHINGRIX
3 VAX_NAME C19 Pfizer-BionT|C19 Pfizer-BionT <> C19 Pfizer-BionT [2408444, 2408502, 2408511]
2 VAX_ROUTE UN <> [] [2408447, 2408476]
3 VAX_ROUTE IM|IM <> IM [2408444, 2408502, 2408511]
7 VAX_ROUTE OT <> IM [2393449, 2393450, 2393451, 2393452, 2393454, 2393456, 2393457]
VAX_ROUTE 2408932 [] <> IM|
VAX_SITE 2 cells of trivial non-letter differences ignored
VAX_SITE 2408511 LA|LA <> LA
3 VAX_SITE UN <> [] [2404480, 2408447, 2408476]
VAX_SITE 2408502 UN|LA <> LA
3 VAX_TYPE COVID19|COVID19 <> COVID19 [2408444, 2408502, 2408511]
VAX_TYPE 2408932 COVID19 <> COVID19|VARZOS
V_ADMINBY 2408795 OTH <> PUB
symptom_entries 1937 cells of trivial non-letter differences ignored
symptom_entries 1245883 _|_Blood count_|_Fibrin D dimer_|_Investigation_|_Platelet count_|_ <>
symptom_entries 1475907 _|_Hallucination, visual_|_Hallucinations, mixed_|_ <> _|_Hallucinations| mixed_|_Hallucination| visual_|_
symptom_entries 1240788 _|_Dysgeusia_|_ <>
symptom_entries 1185713 _|_Bone pain_|_ <>
symptom_entries 1021384 _|_COVID-19_|_SARS-CoV-2 test_|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1175181 _|_Blood test_|_Chest X-ray_|_Electrocardiogram_|_ <>
symptom_entries 1211711 _|_Fatigue_|_Oral herpes_|_Pain in extremity_|_ <>
symptom_entries 1234413 _|_Disease recurrence_|_Off label use_|_ <>
symptom_entries 1100034 _|_Chills_|_Pyrexia_|_ <>
symptom_entries 1235046 _|_Cold sweat_|_Dizziness_|_Feeling abnormal_|_Malaise_|_Pallor_|_ <>
symptom_entries 1193967 _|_Aortic dissection_|_ <>
symptom_entries 1035463 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1063335 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1173140 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1080167 _|_Investigation_|_Weight_|_ <>
symptom_entries 1161676 _|_SARS-CoV-2 test_|_Thrombosis_|_ <>
symptom_entries 1010822 _|_Injection site rash_|_ <>
symptom_entries 1115177 _|_Body temperature_|_ <>
symptom_entries 1086916 _|_Chills_|_Fatigue_|_Pyrexia_|_ <>
symptom_entries 1185735 _|_Adverse drug reaction_|_ <>
symptom_entries 1154098 _|_Onychalgia_|_ <>
symptom_entries 1073652 _|_Abdominal pain_|_Vomiting_|_ <>
symptom_entries 1224892 _|_Inappropriate schedule of product administration_|_Off label use_|_SARS-CoV-2 test_|_ <>
symptom_entries 1152927 _|_Asthenia_|_Dysstasia_|_Fall_|_Injury_|_Loss of consciousness_|_ <>
20 columns altered
1239800 modified reports on 2022-08-19
Writing ... vaers_changes/2022-08-19_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 120, 'symptom_entries': 24, 'NUMDAYS': 23, 'LAB_DATA': 13, 'VAX_ROUTE': 13, 'VAX_LOT': 9, 'VAX_DOSE_SERIES': 8, 'HISTORY': 6, 'OTHER_MEDS': 6, 'VAX_SITE': 5, 'VAX_MANU': 4, 'VAX_TYPE': 4, 'VAX_NAME': 4, 'CUR_ILL': 3, 'ALLERGIES': 3, 'DIED': 2, 'V_ADMINBY': 1, 'STATE': 0, 'OFC_VISIT': 0, 'SPLTTYPE': 0, 'PRIOR_VAX': 0, 'CAGE_YR': 0, 'V_FUNDBY': 0, 'L_THREAT': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'DISABLE': 0, 'AGE_YRS': 0, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
269 delayed/late/gapfill
257 deleted
0 restored
1843514 cell edits trivial not printed
248 cell edits significant
7 cells emptied entirely
120 writeups changed
All time
536761 delayed/late/gapfill
22831 deleted
7 restored
23738812 cell edits trivial not printed
23832 cell edits significant
1175 cells emptied entirely
5110 writeups changed
24009 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2415730, 2415732, 2415747, 2415748, 2415751, 2415753, 2415755, 2415756]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-08-26
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-08-26_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2419718
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2420806
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2420786
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2419718
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2420806
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2420786
3994 exact duplicates dropped in concatenated files, now 1744354 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2419718
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2420806
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2420786
133354 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1476411 reports to work with (unique VAERS_IDs)
81705 dropped in df_data due to no covid VAX_TYPE involved in the report
101736 dropped in df_vax due to no covid VAX_TYPE involved in the report
101133 dropped in df_syms due to no covid VAX_TYPE involved in the report
1394706 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
6710 SYMPTOM_TEXT field repeat sentences deduped in 949 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1455347 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1455347 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-08-26_VAERS_CONSOLIDATED.csv
Consolidation of 2022-08-26 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1394706 rows in df_vax_flat
Merging DATA into VAX flattened
1394706 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-08-26_VAERS_FLATTENED.csv
1394706 rows in vaers_flattened/2022-08-26_VAERS_FLATTENED.csv
Flattening of 2022-08-26 done
Using flat 2022-08-19 already in memory, 1390597 rows
Using flat 2022-08-26 already in memory, 1394706 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-08-19 already in memory
Comparing
2022-08-19 v. 2022-08-26
1394706 this drop total covid
1390597 previous total covid
168686 identical set aside
1226020 this drop to work with
1221911 previous to work with
4109 difference
3956 new in 2022-08-26
459 delayed this week
306 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2398174 [] <> 76.0
ALLERGIES 76767 cells of trivial non-letter differences ignored
ALLERGIES 2398174 [] <> Erythromycin, Terramycin
CAGE_YR 2415173 [] <> 24.0
CAGE_YR 2398174 [] <> 76.0
CUR_ILL 23848 cells of trivial non-letter differences ignored
CUR_ILL 2398174 [] <> no
CUR_ILL 990129 Ulcera Bulbus duodeni <>
HISTORY 125997 cells of trivial non-letter differences ignored
HISTORY 2414748 Afib <> Atrial fibrillation
HISTORY 2398174 [] <> Chronic: Diabetes, Cardiac Issues, Large Right Kidney Cyst
HISTORY 1386680 Zoe <>
HISTORY 1393063 trait e par tamsulosine avec colectomie sub totlae CRESTOR 5 <>
LAB_DATA 101830 cells of trivial non-letter differences ignored
LAB_DATA 1939467 Kinase|Total|Serum Norma <> Kinase,Total,Serum
LAB_DATA 990129 Roche SD <>
LAB_DATA 2415192 analyzes <> analysis
NUMDAYS 2398174 [] <> 56.0
ONSET_DATE 1 cell of trivial non-letter differences ignored
OTHER_MEDS 153133 cells of trivial non-letter differences ignored
OTHER_MEDS 2398174 [] <> Atorvastatin , Lisinopril, Metformin, Warfarin, Hydrochlorothiazide, Multivitamin B Complex, Vitamin D, Magnesium, Zinc
PRIOR_VAX 15512 cells of trivial non-letter differences ignored
SEX 2398174 [] <> F
SPLTTYPE 189517 cells of trivial non-letter differences ignored
SPLTTYPE 2357933 vasfe <> vsafe
STATE 2398174 [] <> CA
STATE 2414733 [] <> ME
STATE 2364603 AL <> NY
SYMPTOM_TEXT 1160501 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1374879 PRIVACY <>
SYMPTOM_TEXT 1397083 Lungenarterienembolie beidseits SD geborener Mann kardiale und pulmonale Grunderkrankung wurde ausgeschlossenen <>
SYMPTOM_TEXT 1340012 Medicines Agency MA <>
SYMPTOM_TEXT 1396919 SD <>
SYMPTOM_TEXT 1231918 Medicine MA PEI ischaemischer <> Regulatory RA
SYMPTOM_TEXT 1442652 COVAX US Support <>
SYMPTOM_TEXT 1391186 neighbour in Canada <> neighbor
SYMPTOM_TEXT 2034301 159558 <>
SYMPTOM_TEXT 1450814 Starke Schmerzen im linken Arm <>
SYMPTOM_TEXT 960221 Medicines Agency MA <>
SYMPTOM_TEXT 990129 Medicines MA BASGAGES Ulcera Bulbus duodeni Roche SD <> RA
SYMPTOM_TEXT 1325398 t Posted VigiCovid19-tab Regional Center of Pharmacovigilance <> regulatory authority
SYMPTOM_TEXT 2414754 Pfhizer patient <> Pfizer patient's
SYMPTOM_TEXT 1409804 DSU <>
SYMPTOM_TEXT 1393063 trait e par tamsulosine CRESTOR 5 avec colectomie sub totlae SD <> regulatory
SYMPTOM_TEXT 2414745 <> and
SYMPTOM_TEXT 1390089 theWorld Health Organization WHO appropriate.|Linked <> appropriate.,Linked
SYMPTOM_TEXT 1381594 COVAES <>
SYMPTOM_TEXT 2289789 Regulatory Authority <> state
SYMPTOM_TEXT 1779907 8/5/21 <> 8/5/angel21
SYMPTOM_TEXT 2042921 health Park <> clinic
SYMPTOM_TEXT 2414742 pt lied to healthcare provider and <> Patient
SYMPTOM_TEXT 1071208 DOB 9/21/75 <>
SYMPTOM_TEXT 1362731 BASGAGES <>
SYMPTOM_TEXT 1390096 at vanguard <>
SYMPTOM_TEXT 1370180 Agency EudraVigilance-WEB URPL <> regulatory authority-WEB RA
SYMPTOM_TEXT 1413658 white Not Hispanic or Latino <>
SYMPTOM_TEXT 1974332 159558 <>
SYMPTOM_TEXT 1165841 COVAX Support <>
SYMPTOM_TEXT 1366087 HALMED <> RA
SYMPTOM_TEXT 1364272 COVAX US Support <>
3 SYMPTOM_TEXT This was a resident <> patient [2414733, 2414736, 2414739]
SYMPTOM_TEXT 2414734 This was the resident <> patient
SYMPTOM_TEXT 1150226 EMA EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1325284 EMA EudraVigilance-WEB Puurs PGS anamnesi nessuna patologia <> authority-WEB RA The
SYMPTOM_TEXT 1287731 COVAES <>
SYMPTOM_TEXT 1308838 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 2415164 24Jun2021 2 Lot number years intramuscular covid-19 Covid-19 1 information reported AMENORRHOEA MENSTRUATION IRREGULAR described Irregular 05Jan2022 It that more <> 2nd batch/lot intramuscularly Jun 24 1st experienced menstruation/irregular Jan 5 2022 Reportedly have
SYMPTOM_TEXT 2415173 30Jul2021 number years intramuscular covid-19 patient's relevant following information was AMENORRHOEA 10Oct2021 described Amenorrhea Date Birth 09Nov1996).Since small Day Dose in female <> 1st intramuscularly Jul 30 2021 experienced amenorrhoea/amenorrhea Oct 10 Since Onset amenorrhea/small day
SYMPTOM_TEXT 2415184 Amenorrhea reporter(s European Medicines Agency EMA EudraVigilance-WEB reporter number AFSSAPS 04Feb2021 as 2 years intramuscular covid-19 patient's relevant Hormonal contraception medication(s Covid-19 DOSE 1 SINGLE UNKNOWN IMMUNISATION following information was reported AMENORRHOEA described declares <> via authority 2nd intramuscularly Feb 4 2021 and medication 1st experienced amenorrhoea/amenorrhea declared
SYMPTOM_TEXT 2415185 09Dec2021 as 1 Lot intramuscular covid-19 patient's relevant following was DYSMENORRHOEA 11Feb2022 described Dysmenorrhea HEAVY MENSTRUAL BLEEDING Menorrhagia that recurs very <> 1st of Dec 9 2021 experienced dysmenorrhea/dysmenorrhea heavy bleeding/menorrhagia Feb 11 2022 recurred Very her
SYMPTOM_TEXT 2415192 18Jun2021 as Lot number intramuscular immunization patient's relevant were was 25Jun2021 DYSMENORRHOEA described Dysmenorrhea PREMENSTRUAL non-serious unspecified date analyzes 01Jan2022 pre menstrual <> 1st batch/lot intramuscularly Jun 18 2021 immunisation experienced 25 dysmenorrhea/dysmenorrhea Jan 2022 analysis
SYMPTOM_TEXT 2415193 non HCP in Oct2021 as 2 0.3 ml Lot number intramuscular covid-19 patient's Covid-19 Dose 1 administration Aug2021 immunization following information DYSMENORRHOEA described Dysmenorrhea BLEEDING Menstruation prolonged last <> non-HCP 2nd batch/lot intramuscularly Oct 0.3mL 1st Aug experienced dysmenorrhea/dysmenorrhea bleeding/prolonged her
SYMPTOM_TEXT 2415202 25Jun2021 as 1 number intramuscular reported 30Jun2022 described 05Jul2022 COVID 19 <> 1st of intramuscularly Jun 25 2021 experienced 30 Jul 5 Her but
SYMPTOM_TEXT 2415204 19May2021 as Lot number covid-19 patient's relevant were following information was MENSTRUAL DISORDER May2021 Menstrual SPONTANEOUS 01Aug2021 fetal in Aug2021 06Oct2021 Summary produced by regional pharmacovigilance centre 31 year old describes <> 1st batch/lot May 19 2021 experienced disorder/menstrual spontaneous/miscarriage Aug Fetal Oct 6
SYMPTOM_TEXT 2415259 04May2021 as intramuscular covid-19 Senile following information was reported 24Jun2022 DRUG INEFFECTIVE <> of intramuscularly May 4 2021 senile experienced and ineffective drug Jun 24 2022
SYMPTOM_TEXT 2415179 15Jan2022 as booster intramuscular covid-19 patient's relevant were Covid-19 immunization following information was OLIGOMENORRHOEA 24Jan2022 described prolonged <> of intramuscularly Jan 15 2022 the series patient experienced oligomenorrhoea/prolonged 24
SYMPTOM_TEXT 2415046 on 12Nov2021 as booster intramuscular covid-19 patient's relevant were Covid-19 immunization following information was DYSMENORRHOEA with 20Dec2021 outcome recovered described Dysmenorrhea <> of intramuscularly and series experienced dysmenorrhea/dysmenorrhea Dec 20 2021
SYMPTOM_TEXT 2415090 12May2021 2 Lot number Unknown intramuscular Dose 1 immunization information was reported DYSMENORRHOEA 31May2021 described Dysmenorrhea HEAVY Menorrhagia 13Dec2021 Patient <> 2nd of batch/lot intramuscularly May 12 2021 1st experienced dysmenorrhoea/dysmenorrhea menorrhagia/heavy 31 Dec 13 no She
SYMPTOM_TEXT 2415142 COMIRNATY 13Jul2021 as Lot number years intramuscular covid-19 patient's relevant were Covid-19 DOSE SINGLE immunization following information was 01Oct2021 who a Female <> batch/lot intramuscularly Jul 13 2021 experienced Oct Patient
SYMPTOM_TEXT 2415172 18Jun2021 as 1 number intramuscular covid-19 patient's relevant were following information was CYCLE 08Aug2021 OLIGOMENORRHOEA described <> the 1st of intramuscularly Jun 18 and patient experienced Aug 8 oligomenorrhoea/prolonged
SYMPTOM_TEXT 2415372 was reported PYREXIA described as BONE PAIN Intense <> experienced pyrexia/high pain/intense with of
SYMPTOM_TEXT 2415178 13Jan2022 as booster years intramuscular in covid-19 patient's relevant menstruation normal were Covid-19 Immunization IMMUNIZATION following information was OLIGOMENORRHOEA 19Feb2022 described Menstrual prolonged is noting by that they gynecological 22Jul2022 <> intramuscularly Jan 13 2022 experienced oligomenorrhoea/prolonged Feb 19 By Gynecological Jul 22
SYMPTOM_TEXT 2415209 16Dec2021 as 3 number intramuscular covid-19 Asthma Covid-19 DOSE 1 SINGLE MANUFACTURER UNKNOWN immunization 2 following information was IRREGULAR MENSTRUATION 07Jan2022 described Irregular DELAYED <> the 3rd of intramuscularly Dec 16 2021 asthma 1st 2nd manufacturer both experienced irregular menstruation/irregular Jan 7 menstruation/delayed
SYMPTOM_TEXT 2415268 21Aug2021 as 2 number intramuscular covid-19 patient's relevant were comirnaty Dose 1 Batch Unknown administration date 31Jul2021 vaccination reaction(s following information was MENSTRUATION IRREGULAR 04Sep2021 described Irregular come no COVID <> 2nd of intramuscularly 21 1st Jul 31 reaction experienced menstruation/irregular Sep 4 came did have
SYMPTOM_TEXT 2415283 reporter(s non HCP 16Jul2021 as 1 number intramuscular covid-19 patient's relevant Migraine 2 deliveries medication(s following information was reported DYSMENORRHOEA 21Jul2021 described Dysmenorrhea <> non-HCP the 1st of intramuscularly Jul 16 2021 and medication experienced dysmenorrhea/dysmenorrhea 21
SYMPTOM_TEXT 2415038 COMIRNATY as 2 number immunization reaction(s following information was reported MALAISE recovered with sequelae COUGH PARAESTHESIA described PRURITUS <> the 2nd of reactions experienced cough paraesthesia/tingling
SYMPTOM_TEXT 2415402 06May2021 as 1 Lot number following information was life threatening 03Jun2021 17Jun2021 lot no 15Dec2021 <> 1st of batch/lot May 6 2021 developed life-threatening Jun 3 17 Dec 15
SYMPTOM_TEXT 2415403 09Jun2021 as 2 Lot number intramuscular comirnaty Dose 1 lot administration date 28Apr2021 reaction(s following was SCHEDULE OF non-serious described RENAL CANCER hospitalization life threatening 18May2022 Kidney <> the 2nd batch/lot intramuscularly Jun 9 2021 1st Apr 28 reaction patient experienced renal cancer/kidney hospitalisation life-threatening May 18 2022
SYMPTOM_TEXT 1978721 159558 <>
SYMPTOM_TEXT 1390140 iperpiressia scarsamente responsiva terapia antipiretica <>
SYMPTOM_TEXT 1403812 Fi vre Probl me cutan <>
SYMPTOM_TEXT 2415109 were forms 01 05-OCT-2021 vaccination batch number was Company is unable On NOV-2021 the DEC-2021 JAN-2022 11-MAR-2022 Negative had <> form Oct 5 2021 immunisation Unable Nov Dec Jan Mar negative Patient has
SYMPTOM_TEXT 2415521 batch number forms on 25-OCT-2021 immunization Age time vaccination years old was <> batch/lot age form Oct 2021 immunisation
SYMPTOM_TEXT 2415518 were batch number 15-OCT-2021 covid-19 immunization Age time vaccination years old No <> batch/lot age Oct 15 2021 immunisation
SYMPTOM_TEXT 1378831 Agency EudraVigilance-WEB <> Agency-WEB
SYMPTOM_TEXT 2018299 159558 <>
SYMPTOM_TEXT 1928088 159558 <>
SYMPTOM_TEXT 1954294 001774 005570 <>
SYMPTOM_TEXT 1938825 159558 <>
SYMPTOM_TEXT 2198312 005570 <>
SYMPTOM_TEXT 1481903 COVAX US Support <>
SYMPTOM_TEXT 1380144 Medicines Agency EMA EudraVigilance-WEB Health Local Pharmacovigilance Manager <> Regulatory WEB
SYMPTOM_TEXT 1386680 Zoe <>
SYMPTOM_TEXT 1331332 EudraVigilance-WEB DK-DKMA-WBS-0064927|Safety <> DK-DKMA-WBS-0064927,Safety
SYMPTOM_TEXT 1974287 159558 <>
SYMPTOM_TEXT 1958001 159558 <>
SYMPTOM_TEXT 1241499 Medicines MA NB <> RA
SYMPTOM_TEXT 1051407 First Connect <>
SYMPTOM_TEXT 1250151 UK-MHRA <> RA
SYMPTOM_TEXT 1411444 GB-MHRA-WEBCOVID-202106031130368580-RBRTB|Safety 111 <> GB-MHRA-WEBCOVID-202106031130368580-RBRTB,Safety EMS
VAX_DATE 1 cell of trivial non-letter differences ignored
4 VAX_DOSE_SERIES 1|2 <> 2|1 [1036170, 1749322, 1853993, 1942274]
VAX_LOT 422 cells of trivial non-letter differences ignored
VAX_LOT 1036170 011J20A||042L20A <> 042L20A|011J20A
VAX_LOT 1749322 Eh989plp||ECO192 <> ECO192|Eh989plp
VAX_LOT 1942274 MRNA|BNT162B2(P||BNT162B2(PF 3 <> BNT162B2(PF 3|MRNA,BNT162B2(P
VAX_MANU 6 cells of trivial non-letter differences ignored
VAX_MANU 2414754 Unknown <> Pfizer-BionT
VAX_NAME 47 cells of trivial non-letter differences ignored
VAX_NAME 2414754 C19 UNKNOWN <> C19 Pfizer-BionT
V_ADMINBY 2414742 OTH <> PHM
symptom_entries 1944 cells of trivial non-letter differences ignored
symptom_entries 1235003 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1239708 _|_Chills_|_Shock symptom_|_Sleep disorder_|_ <>
symptom_entries 1023446 _|_Blood test_|_Electrocardiogram_|_SARS-CoV-2 test_|_Urine analysis_|_ <>
symptom_entries 1475907 _|_Hallucinations| mixed_|_Hallucination| visual_|_ <> _|_Hallucination, visual_|_Hallucinations, mixed_|_
symptom_entries 1080212 _|_Influenza_|_ <>
symptom_entries 1261509 _|_Ankylosing spondylitis_|_ <>
symptom_entries 1018375 _|_Body temperature_|_ <>
symptom_entries 1053439 _|_Body temperature_|_SARS-CoV-2 test_|_ <>
symptom_entries 1244571 _|_Body temperature_|_SARS-CoV-2 test_|_ <>
symptom_entries 1226790 _|_Anaphylactic reaction_|_ <>
symptom_entries 2225863 _|_Cardiac ventricular disorder_|_ <>
symptom_entries 1004094 _|_Drug ineffective_|_SARS-CoV-2 test_|_ <>
symptom_entries 1132942 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1255629 _|_Drug ineffective_|_ <>
symptom_entries 1250224 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1001366 _|_Computerised tomogram_|_ <>
symptom_entries 1114289 _|_Vaccination site pain_|_ <>
symptom_entries 1174489 _|_Enterocolitis haemorrhagic_|_Pain_|_ <>
symptom_entries 1250727 _|_International normalised ratio_|_ <>
symptom_entries 1081750 _|_Oxygen saturation_|_ <> _|_Malaise_|_Oxygen saturation decreased_|_
symptom_entries 1197485 _|_Blood test_|_SARS-CoV-2 antibody test_|_SARS-CoV-2 test_|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1183984 _|_SARS-CoV-1 test_|_SARS-CoV-2 test positive_|_ <>
21 columns altered
1244429 modified reports on 2022-08-26
Writing ... vaers_changes/2022-08-26_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 84, 'symptom_entries': 22, 'VAX_LOT': 6, 'HISTORY': 5, 'VAX_DOSE_SERIES': 4, 'LAB_DATA': 4, 'STATE': 3, 'CUR_ILL': 3, 'ALLERGIES': 3, 'CAGE_YR': 2, 'OTHER_MEDS': 2, 'NUMDAYS': 1, 'VAX_MANU': 1, 'SPLTTYPE': 1, 'AGE_YRS': 1, 'V_ADMINBY': 1, 'VAX_NAME': 1, 'SEX': 1, 'OFC_VISIT': 0, 'PRIOR_VAX': 0, 'V_FUNDBY': 0, 'L_THREAT': 0, 'VAX_SITE': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'VAX_TYPE': 0, 'DISABLE': 0, 'DIED': 0, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'VAX_ROUTE': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'RECOVD': 0}
This week
459 delayed/late/gapfill
306 deleted
0 restored
1849526 cell edits trivial not printed
145 cell edits significant
0 cells emptied entirely
84 writeups changed
All time
537220 delayed/late/gapfill
23137 deleted
7 restored
25588338 cell edits trivial not printed
23977 cell edits significant
1175 cells emptied entirely
5194 writeups changed
23900 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2420632, 2420633, 2420637, 2420668, 2420689, 2420690, 2420706, 2420725]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-09-02
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-09-02_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2424011
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2427483
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2427490
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2424011
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2427483
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2427490
3995 exact duplicates dropped in concatenated files, now 1751682 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2424011
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2427483
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2427490
133354 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1482966 reports to work with (unique VAERS_IDs)
82616 dropped in df_data due to no covid VAX_TYPE involved in the report
102792 dropped in df_vax due to no covid VAX_TYPE involved in the report
102175 dropped in df_syms due to no covid VAX_TYPE involved in the report
1400350 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
12843 SYMPTOM_TEXT field repeat sentences deduped in 1659 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1461619 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1461619 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-09-02_VAERS_CONSOLIDATED.csv
Consolidation of 2022-09-02 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1400350 rows in df_vax_flat
Merging DATA into VAX flattened
1400350 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-09-02_VAERS_FLATTENED.csv
1400350 rows in vaers_flattened/2022-09-02_VAERS_FLATTENED.csv
Flattening of 2022-09-02 done
Using flat 2022-08-26 already in memory, 1394706 rows
Using flat 2022-09-02 already in memory, 1400350 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-08-26 already in memory
Comparing
2022-08-26 v. 2022-09-02
1400350 this drop total covid
1394706 previous total covid
1394365 identical set aside
5985 this drop to work with
341 previous to work with
5644 difference
5588 new in 2022-09-02
333 delayed this week
277 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 2137072 Medication - Ceftin <> []
CAGE_YR 2137072 37.0 <> []
CUR_ILL 1 cell of trivial non-letter differences ignored
CUR_ILL 2137072 none <> []
DIED 1270229 [] <> Y
HISTORY 2137072 none <> Medical History/Concurrent Conditions: COVID-19; Depression
HISTORY 2420072 no known <> None known
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 2419427 tested COVID 8/24/22 <> COVID-19 8/24/2022
LAB_DATA 2420806 COVID <> COVID-19
LAB_DATA 2420229 FRENCH <>
LAB_DATA 1260468 presuure pressione alta <> pressure high blood
LAB_DATA 2137072 I had 3 ER visits which included full bloodwork a head CT scan and two ekg?s The blood work and CT came back normal The EKG?s showed sinus tachycardia I had a brain MRI done additional bloodwork and a 48 hour holter monitor The MRI came back normal and the bloodwork came back normal except for I had a positive ANA test So I was sent to a rheumatologist for follow up The heart monitor showed sinus tachycardia so I was also sent me to a cardiologist The follow up tests from the rheumatologist ruled out any sort of auto-immune issues The cardiologist sent me for a cardiac MRI which also came back normal I also saw an optometrist in regards to the blurry vision and floaters She dilated my eyes and did a retinal scan that again came back normal <> Test Name blood pressure Result Unstructured Data Test Result:180/120 Test Date 20211021 Test Name PCR Test Result Negative Comments Nasal Swab
NUMDAYS 2137072 0.0 <> 18.0
OTHER_MEDS 1253330 [] <> DARZALEX
OTHER_MEDS 1820634 [] <> LACTAID; METFORMIN [METFORMIN HYDROCHLORIDE]
OTHER_MEDS 1483057 [] <> PERCOCET; TYLENOL; OXYCODONE
OTHER_MEDS 1909252 KOP D <> DrugSourc
OTHER_MEDS 1276905 <> ELIQUIS
OTHER_MEDS 1785722 cair dose of <> database dos
OTHER_MEDS 2137072 Zoloft 100mg <> LEXAPRO
RECVDATE 1 cell of trivial non-letter differences ignored
SPLTTYPE 2137072 [] <> USPFIZER INC202200327005
SPLTTYPE 2412269 [] <> vsafe
SYMPTOM_TEXT 1418972 NHS 111 <> EMS
SYMPTOM_TEXT 2419425 Child 5 years old was Covid 19 <> 5-year-old COVID-19
SYMPTOM_TEXT 1433037 le chocolat prends une odeur tr s d sagr able Mal de t te go modifi R action au site d'injection Douleurs musculaires Frissons Naus es Gonflement tendu du bras Fi vre <>
SYMPTOM_TEXT 1873903 WM <> M
SYMPTOM_TEXT 1328860 Privacy PRIVACY Tel <> Report hotline
SYMPTOM_TEXT 2176585 Clinic/Veterans Administration India <> Clinic
SYMPTOM_TEXT 2420806 2/26/21 Lot 3/26/21 11/19/21 <> 2/26/2021 batch/lot 3/26/2021 11/19/2021
SYMPTOM_TEXT 1457415 SSI <>
SYMPTOM_TEXT 1396237 EMEA EVHUMAN NLP <>
SYMPTOM_TEXT 1405022 Norwegian Institute of Public Health collaboration with PRIVACY tel <> hotline
SYMPTOM_TEXT 1359794 GGD <>
SYMPTOM_TEXT 2419390 <> and
SYMPTOM_TEXT 2419427 having <>
SYMPTOM_TEXT 1239343 Medicines Agency MA <>
SYMPTOM_TEXT 1308350 Official Bulletin of the Ministry Health No 84/50 24Jan1985 Therapie 1985 40:111-8 <>
SYMPTOM_TEXT 1398324 Medicines Agency <> Regulatory Authority
SYMPTOM_TEXT 2420072 abd <> abdomen
SYMPTOM_TEXT 2419426 was 0.2 ml Peds that not diluted <> 0.2mL undiluted pediatric
SYMPTOM_TEXT 1393600 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1381507 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1422469 Aggiunta della sintomi simil influenzali comunicata via mail dal paziente codificata come pericolo di vita segnalatore nessun acceso al pronto soccorso e intervento medico <> Addition of the flu-like symptoms communicated by email patient coded as danger life reporter no access emergency room and medical intervention
SYMPTOM_TEXT 929028 Division of epidemiology the Ministry Health <> regulatory authority
SYMPTOM_TEXT 1419147 from the Yellow Card Vaccine Monitor program <>
SYMPTOM_TEXT 1369910 effettuta <>
SYMPTOM_TEXT 1105209 NORMAN <> NORMAL
SYMPTOM_TEXT 1404058 mareo <> DIZZINESS(Dizziness
SYMPTOM_TEXT 2137072 7/19/21 first shot Pfizer on 12:00pm My alert pharmacy tech Pharmacy who but unavailable girl behind counter me sit down By time came out pass waited there 30 minutes ok so work Within same scenario limbs difficulty breathing high rate However within few passed An assumed reaction bed early night thinking I'd be by next day 7/20/21 7/25/21 woke well visual disturbances more fatigued than side effects only last 2-3 days like CDC suggests As week remained continually short episodes numbness extremities along rapid one particular episode middle thought attack husband take hospital 5 Therefore called primary care set appointments 7/26/21 8/4/21 On July 26 2021 told headaches just hours after did full exam find any type retinal detachment cause 7/27/21 possibly taking longer usual go away maybe panic have attacks give some ordered precaution During rest fatigue overwhelming also noticed huge fluctuations always excellent past 8/5/21 August working home extremely cognitively function weak tried drinking water laying burning sensation got When 161/104 pulse 99 They stroke So they head CT scan bloodwork which EKG slightly showing major event gave stay until sent 8/7/21 bad blurriness/floaters shower barely stand straight ibuprofen second collapsed completely carry We suspected Guillian-barre syndrome meet clinical reflexes said he's seen many similar reactions Covid-19 most clear 2 He probably overactive immune response prescribed steroid help limit monitor 8/11/21 steroids essentially bound every stood drastically going doing even smallest task Every when scared wouldn't wake morning 11 re-ran 161/99 175/83 108 need see neurologist referral 8/16/21 16 saw MRI additional 8/27/21 follow Dr except positive ANA means your system potentially attacking itself form auto-immune disease Although he numbers weren't think case rheumatology officially rule since records during him consistently between 100 130 period made Cardiology stated adverse conditions far ruled Also because prior such progressed possible want everything else advised 9/14/21 plateaued while over slowly improvement subsided walking off episodic rather constant blurriness spots body further apart rheumatologist September 14 due original certain diseases these negative/normal make sure cardiology appointment 9/15/21 15 Cardiologist Before Holter 48 showed periods sinus including minute run 140 beats per sleeping reviewed ekg holter results fact are seeing potential issues wanted cardiac myocarditis people clears month already Due back-logs field able October 13 sustained If mid-December 10/25/2021 mri 10/21/21 call do timeline plausible 1/5/2022 bouts doctor's am helped calm unable physical therapy exercises treadmill build strength Adderall once needed March 2022 today feel I'm self recent improvements fear remainder <> spike intolerance This spontaneous report contactable reporter(s Consumer non HCP reporter patient A 37 year-old female pregnant bnt162b2 BNT162B2 arm left administration date Jul2021 Lot number EW0180 age years dose 1 single covid-19 immunisation Relevant included Depression unspecified if ongoing Concomitant medication(s LEXAPRO Past drug Ceftin reaction(s Known Allergies information reported PARAESTHESIA disability HYPOAESTHESIA onset 19Jul2021 12:30 outcome recovered described PALPITATIONS DYSPNOEA DIZZINESS HEADACHE VISION BLURRED VITREOUS FLOATERS CONDITION AGGRAVATED BLOOD PRESSURE INCREASED TACHYCARDIA FEELING ABNORMAL ASTHENIA COGNITIVE DISORDER EXERCISE TOLERANCE DECREASED events i evaluated underwent laboratory procedures measurement 180/120 sars-cov-2 21Oct2021 negative notes Nasal Swab Therapeutic measures taken result paraesthesia hypoaesthesia palpitations dyspnoea blurred vitreous condition aggravated increased asthenia disorder tolerance decreased Clinical It patients Her health At say percentage though several four Other Lexapro Treatment using amitriptilyne numerous tested post vaccination
SYMPTOM_TEXT 1793180 hell <> mess
SYMPTOM_TEXT 1712939 COVAX US Support <>
SYMPTOM_TEXT 1260468 pressione alta <> high blood pressure
SYMPTOM_TEXT 1293770 Pharmaceuticals and Medical Devices Agency PMDA <> Regulatory Authority RA
SYMPTOM_TEXT 1376264 COVAX US support <>
SYMPTOM_TEXT 1677646 COVAX US Support <>
SYMPTOM_TEXT 1366281 PMDA This is a spontaneous report from contactable physician received the Pharmaceuticals and Medical Devices Agency <> RA
SYMPTOM_TEXT 1294894 English <>
SYMPTOM_TEXT 1255730 Inbound call center for HCPs <>
SYMPTOM_TEXT 1508832 on Facebook <>
TODAYS_DATE 1 cell of trivial non-letter differences ignored
VAX_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 2419427 1|2|3 <> 3
3 VAX_DOSE_SERIES UNK|1 <> 1 [1276905, 1483057, 1820634]
VAX_DOSE_SERIES 1253330 UNK|UNK <> UNK
VAX_LOT 4 cells of trivial non-letter differences ignored
VAX_LOT 2416138 004dM21A <> 004M21A
VAX_LOT 2419427 unknown|unknown|unknown <> []
VAX_MANU 1253330 Unknown|Janssen <> Janssen
VAX_MANU 2419427 Pfizer-BionT|Pfizer-BionT|Pfizer-BionT <> Pfizer-BionT
3 VAX_MANU Unknown|Pfizer-BionT <> Pfizer-BionT [1276905, 1483057, 1820634]
VAX_NAME 1253330 Not Specified NO BRAND NAME|C19 <> C19
VAX_NAME 2419427 C19 Pfizer-BionT|C19 Pfizer-BionT|C19 Pfizer-BionT <> C19 Pfizer-BionT
3 VAX_NAME Not Specified NO BRAND NAME|C19 <> C19 [1276905, 1483057, 1820634]
VAX_ROUTE 3 cells of trivial non-letter differences ignored
VAX_ROUTE 2137072 IM <> []
VAX_ROUTE 1820634 OT| <> []
2 VAX_ROUTE UN <> [] [2419390, 2419391]
VAX_ROUTE 2419427 UN|UN|UN <> []
VAX_SITE 4 cells of trivial non-letter differences ignored
2 VAX_SITE UN <> [] [2419390, 2419391]
VAX_SITE 2419427 UN|UN|UN <> []
VAX_TYPE 2419427 COVID19|COVID19|COVID19 <> COVID19
4 VAX_TYPE UNK|COVID19 <> COVID19 [1253330, 1276905, 1483057, 1820634]
symptom_entries 1265791 _|_Blood sodium_|_ <>
symptom_entries 1173257 _|_Drug eruption_|_Viral infection_|_ <>
symptom_entries 2137072 _|_Antinuclear antibody positive_|_Blood pressure fluctuation_|_Blood test normal_|_Burning sensation_|_Cardiac imaging procedure normal_|_Computerised tomogram head normal_|_Dyspnoea exertional_|_Dysstasia_|_Electrocardiogram abnormal_|_Electrocardiogram ambulatory abnormal_|_Fatigue_|_Fear_|_Gait disturbance_|_Heart rate increased_|_Hypertension_|_Immune system disorder_|_Magnetic resonance imaging head normal_|_Neurological examination abnormal_|_Pupil dilation procedure_|_Reflex test_|_Retinogram normal_|_Sinus tachycardia_|_Sleep disorder_|_Specialist consultation_|_Syncope_|_Vaccination complication_|_Visual impairment_|_ <> _|_Blood pressure increased_|_Blood pressure measurement_|_Condition aggravated_|_SARS-CoV-2 test_|_
symptom_entries 1265904 _|_Body temperature_|_ <>
symptom_entries 1226783 _|_Dizziness_|_ <>
symptom_entries 1268712 _|_Anaphylactic reaction_|_Pain_|_Tremor_|_ <>
symptom_entries 1265525 _|_Body temperature_|_Impaired work ability_|_ <>
symptom_entries 1001356 _|_Fatigue_|_Headache_|_SARS-CoV-2 test_|_ <>
symptom_entries 1275071 _|_Coronavirus test_|_Coronavirus test positive_|_ <>
symptom_entries 1190742 _|_COVID-19_|_ <>
symptom_entries 1275618 _|_Muscle tightness_|_ <>
symptom_entries 1275435 _|_Heavy menstrual bleeding_|_ <>
symptom_entries 1076608 _|_Hypertension_|_Pain_|_ <>
21 columns altered
23194 modified reports on 2022-09-02
Writing ... vaers_changes/2022-09-02_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 38, 'symptom_entries': 13, 'OTHER_MEDS': 9, 'LAB_DATA': 6, 'VAX_DOSE_SERIES': 5, 'VAX_MANU': 5, 'SPLTTYPE': 5, 'VAX_TYPE': 5, 'VAX_ROUTE': 5, 'VAX_NAME': 5, 'HISTORY': 4, 'CUR_ILL': 3, 'VAX_SITE': 3, 'ALLERGIES': 3, 'VAX_LOT': 3, 'NUMDAYS': 1, 'CAGE_YR': 1, 'DIED': 1, 'STATE': 0, 'OFC_VISIT': 0, 'PRIOR_VAX': 0, 'V_FUNDBY': 0, 'L_THREAT': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'DISABLE': 0, 'AGE_YRS': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
333 delayed/late/gapfill
277 deleted
0 restored
16 cell edits trivial not printed
115 cell edits significant
12 cells emptied entirely
38 writeups changed
All time
537553 delayed/late/gapfill
23414 deleted
7 restored
25588354 cell edits trivial not printed
24092 cell edits significant
1187 cells emptied entirely
5232 writeups changed
23747 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2427453, 2427458, 2427460, 2427484, 2427485, 2427486, 2427487, 2427488]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-09-09
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-09-09_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2427492
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2435969
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2435924
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2427492
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2435969
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2435924
4009 exact duplicates dropped in concatenated files, now 1760547 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2427492
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2435969
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2435924
133354 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1490851 reports to work with (unique VAERS_IDs)
83344 dropped in df_data due to no covid VAX_TYPE involved in the report
103727 dropped in df_vax due to no covid VAX_TYPE involved in the report
103114 dropped in df_syms due to no covid VAX_TYPE involved in the report
1407507 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
8401 SYMPTOM_TEXT field repeat sentences deduped in 1081 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1469549 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1469549 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-09-09_VAERS_CONSOLIDATED.csv
Consolidation of 2022-09-09 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1407507 rows in df_vax_flat
Merging DATA into VAX flattened
1407507 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-09-09_VAERS_FLATTENED.csv
1407507 rows in vaers_flattened/2022-09-09_VAERS_FLATTENED.csv
Flattening of 2022-09-09 done
Using flat 2022-09-02 already in memory, 1400350 rows
Using flat 2022-09-09 already in memory, 1407507 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-09-02 already in memory
Comparing
2022-09-02 v. 2022-09-09
1407507 this drop total covid
1400350 previous total covid
1400104 identical set aside
7403 this drop to work with
246 previous to work with
7157 difference
7235 new in 2022-09-09
100 delayed this week
178 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1381508 according to Ann Arbor <>
HISTORY 1 cell of trivial non-letter differences ignored
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1250885 that <>
LAB_DATA 2331632 20211119 PCR based no answer Sequence <> 11/19/2021 PCR-based n.a Variant sequenced
LAB_DATA 2331630 20211120 PCR based no answer <> 11/20/2021 PCR-based n.a Variant
LAB_DATA 2331631 20211120 and <> 11/20/2021 variant
LAB_DATA 2331634 20211120 <> 11/20/2021 variant
2 LAB_DATA 20211120 <> 11/20/2021 variant [2331633, 2331635]
LAB_DATA 2331636 20211120 <> 11/20/2021
OTHER_MEDS 2426396 [] <> PREMARIN
OTHER_MEDS 2367162 <> ALGOFREN GILENYA
OTHER_MEDS 2365504 <> OPTIMIZETTE
PRIOR_VAX 1327347 asia <>
SPLTTYPE 2427080 [] <> vsafe
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1428764 FARMAVIGITER <>
SYMPTOM_TEXT 1443774 Schock vasodilatador <>
SYMPTOM_TEXT 1437201 Kleiner Thrombus V.tibialis-posterior links schallkopffern <>
SYMPTOM_TEXT 2167480 was only one month after his birthday URPL <> at RA
SYMPTOM_TEXT 2426582 from Trinity station Station <> home
SYMPTOM_TEXT 1442659 airforce <> military
SYMPTOM_TEXT 1974282 005570 <>
SYMPTOM_TEXT 1444608 Ministry of Health No 84/50 24Jan1985 Published in Therapie 2011 66(6 517-525 <>
SYMPTOM_TEXT 1508948 COVAX Support <>
SYMPTOM_TEXT 1296866 English <> Translated
SYMPTOM_TEXT 1440162 EMEA EVHUMAN NLP <> RA
SYMPTOM_TEXT 2331638 on R onset of <> right
SYMPTOM_TEXT 1416116 UK-MHRA Yellow Card Vaccine <> RA
SYMPTOM_TEXT 2427474 as other white <>
SYMPTOM_TEXT 1345151 European Medicines Agency EMA EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1508778 RX Pathways <>
SYMPTOM_TEXT 2427005 AFSSAPS <> RA
SYMPTOM_TEXT 1416677 EMEA EVHUMAN <> RA
SYMPTOM_TEXT 1383842 EMA EudraVigilance-WEB Posted by VigiCovid19-sheet <> regulatory authority-WEB
SYMPTOM_TEXT 2427130 safety 1st Pfizer-BioNTech vaccine batch/lot ER1741 36 Feb 27 2021 immunisation Medical Patient has 28 Serious events/report Medically <> Agency number Safety Report first PFIZER-BIONTECH mRNA VACCINE lot Er1741 27Feb2021 36-years-old as immunization patient's relevant medical were was had 28Feb2021 events serious medically are Amendment being submitted to amend previous remove erroneous Lactation decreased following RA notification
SYMPTOM_TEXT 2427140 via safety Concomitant nor and vaccination Ammendment rash <> Agency Safety Report The patient's concomitant were Not having are lot/batch Ammendment:This events Rash Amendment previous remove erroneous medical history of Lactation decreased following RA notification
SYMPTOM_TEXT 2427129 received safety batch/lot#and Feb 25 2021 Medical BNT162B2 vaccination Information batch/lot <> Regulatory Agency Safety Report that lot 25Feb2021 at patient's relevant medical were bnt162b2 having vaccine are lot/batch Amendment being submitted to amend previous remove erroneous Lactation decreased following RA notification
SYMPTOM_TEXT 2331629 drug/vaccination failure <> drug
SYMPTOM_TEXT 2331630 SARS-CoV-2 reporter(s authority-WEB Regulatory number 02Jun2021 as Lot 01Jul2021 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described FAILURE PCR based no answer are <> via authority 2nd of batch/lot intramuscularly Jul 2021 1st Jun both experienced COVID-19/SARS-CoV-2 Nov 20 PCR-based n.a Variant
SYMPTOM_TEXT 2331631 Drug SARS-CoV-2 reporter(s Physician Agency Regulatory Authority-WEB number RA 25May2021 as 1 Lot 06Jul2021 2 all intramuscular covid-19 patient's relevant medical were following was DRUG INEFFECTIVE 20Nov2021 described Positive are Comments Report(s <> physician via regulatory authority 2nd of batch/lot intramuscularly Jul 6 2021 1st May 25 both Medical experienced drug COVID-19/SARS-CoV-2 Nov 20 variant comments
SYMPTOM_TEXT 2331632 SARS-CoV-2 reporter(s authority-WEB Regulatory number 17Jun2021 as 1 Lot 22Jul2021 2 all intramuscular covid-19 patient's relevant were following was 19Nov2021 described FAILURE Positive PCR based no answer Sequence are <> via authority 2nd of batch/lot intramuscularly Jul 22 2021 1st Jun 17 both experienced COVID-19/SARS-CoV-2 Nov 19 PCR-based n.a Variant sequenced
SYMPTOM_TEXT 2331633 SARS-CoV-2 reporter(s authority-WEB Regulatory number 29Jun2021 as 1 Lot 29Jul2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jul 29 2021 1st Jun both experienced COVID-19/SARS-CoV-2 Nov 20
SYMPTOM_TEXT 2331634 SARS-CoV-2 reporter(s authority-WEB Regulatory number 10Jun2021 as Lot 01Jul2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described FAILURE n.a.Variant are <> via authority 2nd of batch/lot intramuscularly Jul 2021 1st Jun 10 both experienced COVID-19/SARS-CoV-2 Nov 20 variant
SYMPTOM_TEXT 2331635 Vaccination SARS-CoV-2 reporter(s Agency Authority-WEB Other Case identifier(s RA 07May2021 as 1 Lot number 18Jun2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 described DRUG are Report(s <> via authority 2nd of batch/lot intramuscularly Jun 18 2021 1st May 7 both experienced drug/vaccination COVID-19/SARS-CoV-2 Nov 20
SYMPTOM_TEXT 2331636 SARS-CoV-2 reporter(s authority-WEB Regulatory number 28May2021 as 1 Lot 06Jul2021 2 all intramuscular covid-19 patient's relevant were following was 20Nov2021 unknown described FAILURE are <> via authority 2nd of batch/lot intramuscularly Jul 6 2021 1st May 28 both experienced COVID-19/SARS-CoV-2 Nov 20
SYMPTOM_TEXT 2427062 non-HCP of Jul 2021 Vaccination 1st Jan 22 2022 <> reporter(s non HCP Agency Regulatory Authority-WEB 01Jul2021 as 2 Lot number covid-19 coviD-19 VACCINE The patient's relevant were 22Jan2022 are Report(s
SYMPTOM_TEXT 2426905 non-HCP via authority case identifier 3rd batch/lot Jan 31 COVID-19 Medical 1st 2nd manufacturer hospitalised events Events resulted Information <> reporter(s non HCP Agency Authority-WEB Other Case identifier(s 3 Batch/Lot years covid-19 patient's relevant were Covid-19 DOSE 1 MANUFACTURER UNKNOWN 2 hospitalization hospitalized ADRs by reporter resulting are lot/batch
SYMPTOM_TEXT 2427003 non-HCP via authority 3rd of intramuscularly Dec 30 2021 0.3mL Information <> reporter(s non HCP Agency Authority-WEB 30Dec2021 as 3 0.3 ml intramuscular covid-19 patient's relevant were Immunization are lot/batch
SYMPTOM_TEXT 2427055 non-HCP intramuscularly Jan 7 2022 and Medication patient/reporter <> reporter(s non HCP Agency Regulatory Authority-WEB The reporter 07Jan2022 as booster Lot years intramuscular covid-19 Covid-19 vaccine VACCINE patient's relevant were Past are Report(s Same Reporter drug(different
SYMPTOM_TEXT 2426921 non-HCP via authority 1st batch/lot intramuscularly Jul 14 2021 medication Vimovo experienced an spondylitis/spondylitis 16 abnormal/foggy Reportedly Aug 4 including he Only <> reporter(s non HCP Agency Authority-WEB reporter number 14Jul2021 1 Lot years covid-19 patient's relevant Spondylitis medication(s VIMOVO following information was CONDITION AGGRAVATED non-serious 16Jul2021 ANKYLOSING SPONDYLITIS described FATIGUE FEELING ABNORMAL Foggy it that comirnaty DOSE SINGLE Intramuscular lot administered 04Aug2021 It has passed just me
SYMPTOM_TEXT 2426992 non-HCP via authority 3rd of intramuscularly Jan 4 2022 0.3mL 1st 2nd Information <> reporter(s non HCP Agency Authority-WEB reporter 04Jan2022 3 0.3 ml intramuscular covid-19 patient's relevant were Covid-19 Dose 1 Unknown 2 that are Report(s
SYMPTOM_TEXT 2427002 non-HCP via authority 1st of intramuscularly Jul 2021 0.3mL Mar She had Information <> reporter(s non HCP Agency Authority-WEB The reporter 06Jul2021 as 1 0.3 ml intramuscular covid-19 patient's relevant Mar2021 were 06Mar2021 In sum are lot/batch
SYMPTOM_TEXT 2425399 via 2nd intramuscularly Dec 21 2021 0.3mL 1st Nov 20 experienced maligna/melanoma Jun 15 Test comments Serious unlabeled possible malignant <> reporter(s number COMIRNATY 21Dec2021 2 0.3 ml years intramuscular patient's relevant were comirnaty Dose 1 mL Intramuscular administration date 20Nov2021 immunization was LENTIGO MALIGNA 15Jun2022 described TEST comment:The serious unlabelled possible.A Lentigo by according WHO being Possible this seriousness criterion are
SYMPTOM_TEXT 2427066 non-HCP 2nd intramuscularly Aug 9 2021 Vaccination 1st <> reporter(s non Other Agency Regulatory Authority-WEB The reporter 09Aug2021 as 2 Lot number years intramuscular covid-19 coviD-19 VACCINE 1 patient's relevant was are
SYMPTOM_TEXT 1444647 Agency EMA EudraVigilance-WEB Puurs PGS NTM CAPA <> Agency-WEB RA ADR
SYMPTOM_TEXT 1419285 Medicines Agency MA EudraVigilance-WEB <> RA-WEB
SYMPTOM_TEXT 2328454 ID 005570 <>
SYMPTOM_TEXT 1541865 from 12Jun2021 to on 2021/06/12 06/12 <>
SYMPTOM_TEXT 1260468 Reporter's aritmia cardiaca pressione alta <>
SYMPTOM_TEXT 1454917 on 01Jun 05Jun EMA EudraVigilance-WEB 05Jun2021 <> RA WEB RA-WEB
SYMPTOM_TEXT 1872276 as hell <>
SYMPTOM_TEXT 1404646 European Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1444643 EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1648955 Kaiser <> medical facility
SYMPTOM_TEXT 1508825 COVAX US support <>
SYMPTOM_TEXT 1518013 COVAX Support <>
VAX_DOSE_SERIES 2365504 3|UNK <> 3
VAX_DOSE_SERIES 2426396 4|UNK <> 4
VAX_DOSE_SERIES 2367162 UNK|UNK <> UNK
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 2365504 1G047A|Unknown <> 1G047A
VAX_LOT 2367162 FE4728|Unknown <> FE4728
3 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [2365504, 2367162, 2426396]
3 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [2365504, 2367162, 2426396]
VAX_ROUTE 1 cell of trivial non-letter differences ignored
7 VAX_ROUTE OT <> IM [2331630, 2331631, 2331632, 2331633, 2331634, 2331635, 2331636]
2 VAX_ROUTE OT|OT <> OT [2365504, 2367162]
VAX_SITE 3 cells of trivial non-letter differences ignored
VAX_SITE 2331639 UN <> []
3 VAX_TYPE COVID19|UNK <> COVID19 [2365504, 2367162, 2426396]
symptom_entries 1284103 _|_Cerebrovascular accident_|_ <>
symptom_entries 1284062 _|_Facial paralysis_|_ <>
symptom_entries 1279272 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1277338 _|_Nasal congestion_|_SARS-CoV-2 test_|_ <>
symptom_entries 1433523 _|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1278448 _|_Excessive cerumen production_|_ <>
symptom_entries 1018825 _|_Heart rate_|_ <>
symptom_entries 1139695 _|_Rash erythematous_|_ <>
16 columns altered
23475 modified reports on 2022-09-09
Writing ... vaers_changes/2022-09-09_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 52, 'LAB_DATA': 9, 'VAX_ROUTE': 9, 'symptom_entries': 8, 'VAX_DOSE_SERIES': 3, 'VAX_MANU': 3, 'VAX_TYPE': 3, 'VAX_LOT': 3, 'VAX_NAME': 3, 'OTHER_MEDS': 3, 'CUR_ILL': 2, 'SPLTTYPE': 1, 'PRIOR_VAX': 1, 'HISTORY': 1, 'VAX_SITE': 1, 'ALLERGIES': 1, 'NUMDAYS': 0, 'STATE': 0, 'OFC_VISIT': 0, 'CAGE_YR': 0, 'V_FUNDBY': 0, 'L_THREAT': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'DISABLE': 0, 'DIED': 0, 'AGE_YRS': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
100 delayed/late/gapfill
178 deleted
0 restored
8 cell edits trivial not printed
103 cell edits significant
1 cells emptied entirely
52 writeups changed
All time
537653 delayed/late/gapfill
23592 deleted
7 restored
25588362 cell edits trivial not printed
24195 cell edits significant
1188 cells emptied entirely
5284 writeups changed
24159 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2435961, 2435962, 2435963, 2435964, 2435965, 2435966, 2435967, 2435968]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-09-16
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-09-16_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2442719
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2447623
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2447599
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2442719
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2447623
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2447599
4026 exact duplicates dropped in concatenated files, now 1773043 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2442719
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2447623
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2447599
133354 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1502515 reports to work with (unique VAERS_IDs)
84295 dropped in df_data due to no covid VAX_TYPE involved in the report
104863 dropped in df_vax due to no covid VAX_TYPE involved in the report
104193 dropped in df_syms due to no covid VAX_TYPE involved in the report
1418220 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
11161 SYMPTOM_TEXT field repeat sentences deduped in 1431 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1480909 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1480909 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-09-16_VAERS_CONSOLIDATED.csv
Consolidation of 2022-09-16 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1418220 rows in df_vax_flat
Merging DATA into VAX flattened
1418220 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-09-16_VAERS_FLATTENED.csv
1418220 rows in vaers_flattened/2022-09-16_VAERS_FLATTENED.csv
Flattening of 2022-09-16 done
Using flat 2022-09-09 already in memory, 1407507 rows
Using flat 2022-09-16 already in memory, 1418220 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-09-09 already in memory
Comparing
2022-09-09 v. 2022-09-16
1418220 this drop total covid
1407507 previous total covid
1407334 identical set aside
10886 this drop to work with
173 previous to work with
10713 difference
10837 new in 2022-09-16
8 delayed this week
132 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 2266080 CMS/HCC <> HCC
HISTORY 2085461 CMS/HCC <>
HISTORY 2266080 AHF <>
LAB_DATA 2148254 369864527 369864526 369864525 <>
LAB_DATA 2053918 364182325 <>
LAB_DATA 2201514 94500-6 LN LOINC 220180022LP-198922 NASOPHARYNX(181200003 ID:27D0410970 FI 260373001 <> NASOPHARYNX ID
LAB_DATA 2196973 94500-6 220180081LP-198922 NASOPHARYNX(181200003 7332940001377 260373001 <> NASOPHARYNX
SYMPTOM_TEXT 2373271 Acute Severe Ulcerative Colitis After mRNA Coronavirus Disease 2019 Vaccination Can Vaccines Unmask Inflammatory Bowel Diseases ACG CASE REPORTS JOURNAL 2022 Vol:9(7 DOI:10.14309/crj.0000000000000806 <>
SYMPTOM_TEXT 2425209 4/10/1965 <>
SYMPTOM_TEXT 1425088 Pharmaceuticals and Medical Devices Agency PMDA <> Regulatory Authority
SYMPTOM_TEXT 2177619 CST <>
SYMPTOM_TEXT 1339926 an unlisted Act Norwegian Institute <> law
SYMPTOM_TEXT 1387007 EudraVigilance Human <> the regulatory authority
SYMPTOM_TEXT 1113016 AFSSAPS <>
SYMPTOM_TEXT 1234998 Posted by VigiCovid19-tab <>
SYMPTOM_TEXT 2322913 005570 <>
SYMPTOM_TEXT 1239509 South African Brazilian <>
SYMPTOM_TEXT 1522606 Respiratorische Verschlechterung <>
SYMPTOM_TEXT 2374075 Ocular Immunology and Inflammation 2022 pgs:1-3 DOI:10.1080/09273948.2022.2090964 <>
2 SYMPTOM_TEXT CEA-2416 <> [2327002, 2327011]
SYMPTOM_TEXT 2327054 CEA-2416 <>
SYMPTOM_TEXT 1298521 COVAES <>
SYMPTOM_TEXT 1329734 clinic/veterans administration <> clinic/administration
SYMPTOM_TEXT 2372721 Drugs and Aging 2022 Vol:39 pgs:587-595 DOI:10.1007/s40266-022-00959-6 <>
SYMPTOM_TEXT 1384548 COVAX US Support <>
SYMPTOM_TEXT 1312153 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 2372720 Safety Effectiveness and Immunogenicity 6 Months After BNT162B2 mRNA Vaccine in Frail Nursing Home Residents Drugs Aging 2022 Vol:39 pgs:587-595 DOI:10.1007/s40266-022-00959-6 <>
SYMPTOM_TEXT 1304629 COVAES <>
symptom_entries 1106171 _|_Exposure during pregnancy_|_ <>
symptom_entries 1284398 _|_Blood creatinine_|_C-reactive protein_|_Lymphocyte count_|_ <>
symptom_entries 1276853 _|_Dyspnoea_|_ <>
symptom_entries 1291106 _|_Illness_|_ <>
symptom_entries 1132239 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1291334 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1099995 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1072619 _|_Maternal exposure during pregnancy_|_ <>
symptom_entries 1016946 _|_Maternal exposure during pregnancy_|_ <>
symptom_entries 1288105 _|_Neuropathy peripheral_|_ <>
symptom_entries 1288436 _|_Dizziness_|_ <>
symptom_entries 1291683 _|_COVID-19_|_SARS-CoV-2 test_|_SARS-CoV-2 test positive_|_ <>
symptom_entries 973480 _|_Incorrect route of product administration_|_ <>
5 columns altered
23626 modified reports on 2022-09-16
Writing ... vaers_changes/2022-09-16_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 22, 'symptom_entries': 13, 'LAB_DATA': 4, 'HISTORY': 2, 'CUR_ILL': 1, 'NUMDAYS': 0, 'VAX_DOSE_SERIES': 0, 'STATE': 0, 'OFC_VISIT': 0, 'VAX_MANU': 0, 'SPLTTYPE': 0, 'PRIOR_VAX': 0, 'CAGE_YR': 0, 'V_FUNDBY': 0, 'L_THREAT': 0, 'VAX_SITE': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'VAX_TYPE': 0, 'DISABLE': 0, 'DIED': 0, 'AGE_YRS': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'VAX_ROUTE': 0, 'ALLERGIES': 0, 'VAX_LOT': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'VAX_NAME': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'OTHER_MEDS': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
8 delayed/late/gapfill
132 deleted
0 restored
0 cell edits trivial not printed
42 cell edits significant
0 cells emptied entirely
22 writeups changed
All time
537661 delayed/late/gapfill
23724 deleted
7 restored
25588362 cell edits trivial not printed
24237 cell edits significant
1188 cells emptied entirely
5306 writeups changed
23952 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2447530, 2447538, 2447541, 2447546, 2447550, 2447551, 2447557, 2447591]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-09-23
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-09-23_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2455764
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2455821
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2455879
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2455764
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2455821
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2455879
4034 exact duplicates dropped in concatenated files, now 1781481 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2455764
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2455821
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2455879
133353 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1510050 reports to work with (unique VAERS_IDs)
85261 dropped in df_data due to no covid VAX_TYPE involved in the report
106000 dropped in df_vax due to no covid VAX_TYPE involved in the report
105326 dropped in df_syms due to no covid VAX_TYPE involved in the report
1424789 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
12020 SYMPTOM_TEXT field repeat sentences deduped in 1742 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1488211 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1488211 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-09-23_VAERS_CONSOLIDATED.csv
Consolidation of 2022-09-23 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1424789 rows in df_vax_flat
Merging DATA into VAX flattened
1424789 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-09-23_VAERS_FLATTENED.csv
1424789 rows in vaers_flattened/2022-09-23_VAERS_FLATTENED.csv
Flattening of 2022-09-23 done
Using flat 2022-09-16 already in memory, 1418220 rows
Using flat 2022-09-23 already in memory, 1424789 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-09-16 already in memory
Comparing
2022-09-16 v. 2022-09-23
1424789 this drop total covid
1418220 previous total covid
171978 identical set aside
1252811 this drop to work with
1246242 previous to work with
6569 difference
6567 new in 2022-09-23
147 delayed this week
145 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 77117 cells of trivial non-letter differences ignored
CUR_ILL 24108 cells of trivial non-letter differences ignored
DIED 1432162 Y <> []
HISTORY 127352 cells of trivial non-letter differences ignored
HISTORY 1355752 Covid 19 vaccine trials <>
HISTORY 1356623 VigiCovid19-sheet <> fact-sheet
LAB_DATA 104474 cells of trivial non-letter differences ignored
NUMDAYS 1315629 35.0 <> 36.0
OTHER_MEDS 153821 cells of trivial non-letter differences ignored
PRIOR_VAX 15654 cells of trivial non-letter differences ignored
SPLTTYPE 192544 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1184550 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1423158 Brazil Department Pharmacovigilance <> Health
SYMPTOM_TEXT 1435271 toracoalgie sviluppo di sofferenza miocardica tipo miocardiopatia acuta <>
SYMPTOM_TEXT 1449818 ausgepr gtes Bein dem bds bes.Fu Unterschenkel bis dorsalen OS bereich geht schwer kann Beine heben bisher 7 kg abgenommen Appetitlosigkeit belkeit Z.n Augenvenenthrombose Amblyopie re deutliches Subcutis US-bds keine tiefe Thrombose <>
SYMPTOM_TEXT 1265691 Medicine Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1419237 HALMED <> RA
SYMPTOM_TEXT 1448942 from the Emerging microbes infections 2021 pp 1-6 DOI 10.1080/22221751.2021.1942230 entitled SYMPTOMATIC SARS-CoV-2 INFECTIONS AFTER FULL SCHEDULE BNT162b2 VACCINATION IN SEROPOSITIVE HEALTHCARE WORKERS <>
SYMPTOM_TEXT 1387092 COVAES Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1441629 BMS <>
SYMPTOM_TEXT 1408401 UK-MHRA <>
SYMPTOM_TEXT 1430693 Authority EudraVigilance-WEB comment BASGAGES-comment <> Authority-WEB comment:-comment
SYMPTOM_TEXT 1449575 19400831 H.H <>
SYMPTOM_TEXT 2436228 for TVC skype <> company social media
3 SYMPTOM_TEXT skype <> digital media [2436226, 2436230, 2436234]
SYMPTOM_TEXT 1522299 immunization.The CVS <> immunization The
SYMPTOM_TEXT 1339406 DA <> RA
SYMPTOM_TEXT 1449932 eosinophilen bronchiale Anaphlyaxie Grad III <>
SYMPTOM_TEXT 1429111 Health <> Regulatory
SYMPTOM_TEXT 1158409 Swissmedic Swiss monograph <> regulatory authority
SYMPTOM_TEXT 1447380 Translated <>
SYMPTOM_TEXT 2113982 BASGAGES <>
SYMPTOM_TEXT 1355752 Covid 19 vaccine trials <>
SYMPTOM_TEXT 1509087 COVAX US Support <>
SYMPTOM_TEXT 1352849 redacted Pharmacovigilance Center <> regulatory authority
SYMPTOM_TEXT 1356623 VigiCovid19-sheet Pharmacovigilance <> fact-sheet Health Authority
SYMPTOM_TEXT 1199792 Medicines Agency MA WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1425695 at PRIVACY <>
SYMPTOM_TEXT 1427483 Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1966858 005570 <>
SYMPTOM_TEXT 2356552 United states <>
VAX_DATE 1 cell of trivial non-letter differences ignored
4 VAX_DOSE_SERIES 2|1 <> 1|2 [1036170, 1749322, 1853993, 1942274]
VAX_LOT 431 cells of trivial non-letter differences ignored
VAX_LOT 1315629 [] <> 1805031
VAX_LOT 1036170 042L20A|011J20A <> 011J20A||042L20A
VAX_LOT 1942274 BNT162B2(PF 3|MRNA,BNT162B2(P <> MRNA|BNT162B2(P||BNT162B2(PF 3
VAX_LOT 1749322 ECO192|Eh989plp <> Eh989plp||ECO192
VAX_MANU 6 cells of trivial non-letter differences ignored
VAX_NAME 51 cells of trivial non-letter differences ignored
VAX_NAME 2436499 BIVALENT <>
VAX_ROUTE 1315629 [] <> UN
VAX_SITE 1315629 [] <> UN
2 VAX_TYPE COVID19-2 <> COVID19 [2436465, 2436499]
symptom_entries 1964 cells of trivial non-letter differences ignored
symptom_entries 1006087 _|_Full blood count_|_ <>
symptom_entries 2399319 _|_Inappropriate schedule of product administration_|_ <>
symptom_entries 1475907 _|_Hallucination, visual_|_Hallucinations, mixed_|_ <> _|_Hallucinations| mixed_|_Hallucination| visual_|_
symptom_entries 1174857 _|_Axillary lymphadenectomy_|_ <>
symptom_entries 1284338 _|_Thrombosis_|_ <>
symptom_entries 1287132 _|_Lung cancer metastatic_|_ <>
symptom_entries 1018483 _|_Feeling abnormal_|_ <>
symptom_entries 1184221 _|_Blood glucose_|_Vital signs measurement_|_ <>
19 columns altered
1269814 modified reports on 2022-09-23
Writing ... vaers_changes/2022-09-23_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 31, 'symptom_entries': 8, 'VAX_DOSE_SERIES': 4, 'VAX_LOT': 4, 'HISTORY': 2, 'VAX_TYPE': 2, 'NUMDAYS': 1, 'VAX_SITE': 1, 'DIED': 1, 'VAX_ROUTE': 1, 'VAX_NAME': 1, 'STATE': 0, 'OFC_VISIT': 0, 'VAX_MANU': 0, 'SPLTTYPE': 0, 'PRIOR_VAX': 0, 'CAGE_YR': 0, 'LAB_DATA': 0, 'V_FUNDBY': 0, 'CUR_ILL': 0, 'L_THREAT': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'DISABLE': 0, 'AGE_YRS': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'ALLERGIES': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'OTHER_MEDS': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
147 delayed/late/gapfill
145 deleted
0 restored
1882073 cell edits trivial not printed
56 cell edits significant
1 cells emptied entirely
31 writeups changed
All time
537808 delayed/late/gapfill
23869 deleted
7 restored
27470435 cell edits trivial not printed
24293 cell edits significant
1189 cells emptied entirely
5337 writeups changed
24499 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2455871, 2455872, 2455873, 2455874, 2455875, 2455876, 2455877, 2455878]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-09-30
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-09-30_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020vaersdata.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersdata.csv ... Highest VAERS_ID 2465329
open vaers_working\2022vaersdata.csv ... Highest VAERS_ID 2465367
open vaers_working\nondomesticvaersdata.csv ... Highest VAERS_ID 2465335
open vaers_working\2020vaersvax.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaersvax.csv ... Highest VAERS_ID 2465329
open vaers_working\2022vaersvax.csv ... Highest VAERS_ID 2465367
open vaers_working\nondomesticvaersvax.csv ... Highest VAERS_ID 2465335
4057 exact duplicates dropped in concatenated files, now 1791907 rows
open vaers_working\2020vaerssymptoms.csv ... Highest VAERS_ID 918561
open vaers_working\2021vaerssymptoms.csv ... Highest VAERS_ID 2465329
open vaers_working\2022vaerssymptoms.csv ... Highest VAERS_ID 2465367
open vaers_working\nondomesticvaerssymptoms.csv ... Highest VAERS_ID 2465335
133352 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1518953 reports to work with (unique VAERS_IDs)
86486 dropped in df_data due to no covid VAX_TYPE involved in the report
107405 dropped in df_vax due to no covid VAX_TYPE involved in the report
106715 dropped in df_syms due to no covid VAX_TYPE involved in the report
1432467 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
20056 SYMPTOM_TEXT field repeat sentences deduped in 2673 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1497233 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1497233 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-09-30_VAERS_CONSOLIDATED.csv
Consolidation of 2022-09-30 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1432467 rows in df_vax_flat
Merging DATA into VAX flattened
1432467 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-09-30_VAERS_FLATTENED.csv
1432467 rows in vaers_flattened/2022-09-30_VAERS_FLATTENED.csv
Flattening of 2022-09-30 done
Using flat 2022-09-23 already in memory, 1424789 rows
Using flat 2022-09-30 already in memory, 1432467 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-09-23 already in memory
Comparing
2022-09-23 v. 2022-09-30
1432467 this drop total covid
1424789 previous total covid
1424682 identical set aside
7785 this drop to work with
107 previous to work with
7678 difference
7744 new in 2022-09-30
4 delayed this week
70 deleted this week kept
0 restored this week
Column value changes
HISTORY 1380445 Borstvoeding hypothyreoidie <>
LAB_DATA 1675644 <> and spinal fluid serologies see item 18 also result demyelinating disease MS like either partially or wholly due to Covid-19 immunization
OTHER_MEDS 1453620 [] <> CONTRAST MEDIA
SYMPTOM_TEXT 1438974 Medicines Agency EMA EudraVigilance-WEB UK HPRA <> regulatory authority-WEB RA
SYMPTOM_TEXT 1470018 tat grippal Douleurs articulaires musculaires Mal de t te Fi vre Oui En cours d'am lioration Autre et 38 fi <> ILLNESS(seriousness PYREXIAwas
SYMPTOM_TEXT 1457731 Facialisparese <>
SYMPTOM_TEXT 1444634 French Official Bulletin of Ministry Health No 84/50 24Jan1985 Published in Theapie 2011 66(6 517-525 <>
SYMPTOM_TEXT 1363572 PRIVACY Tel <> correct line
SYMPTOM_TEXT 1424605 United Kingdoms Medicines Healthcare MHRA fisrt <> RA first
SYMPTOM_TEXT 1356428 Medicines and Healthcare products MHRA <> RA
SYMPTOM_TEXT 2387162 Henry <>
SYMPTOM_TEXT 1356833 daling van saturatie waarvoor acute opname noodzakelijk Ernstige en levenbedrijgende onder 75 Hoge koorts 40 gr bij opstaan dag na vaccinatie mRNA 1273 <> mRNA.1273
SYMPTOM_TEXT 2131509 FMC <>
SYMPTOM_TEXT 2193740 COVID-19 Variants and Vaccine Benefits-Risks Balance 2021 <>
SYMPTOM_TEXT 1905648 Zeeland <> hospital
SYMPTOM_TEXT 1948245 leon <>
SYMPTOM_TEXT 1398352 Medicines Agency EMA EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1380445 hypothyreoidie Borstvoeding <>
SYMPTOM_TEXT 1472964 United Kingdom's Medicines and Healthcare products <>
SYMPTOM_TEXT 1425740 EMEA EVHUMAN NLP RSI <> Regulatory authority RA
SYMPTOM_TEXT 1675644 911 <> EMS Left side of body with weakness both upper and lower extremities Abdominal musculature was extremely weak Speech essentially lost He started on IV Solumedrol 500mg BID transfer to Clinic arranged However due bed shortage at clinic he did not arrive until 3AM 07/15/2021 under the care neurologist Attributed his demyelinating disease acute crisis Covid-19 Vaccine had further MRIs PET scan CT Lumbar puncture ultrasound kidney/bladder Numerous serological studies blood CSF put 1000mg once daily for 5 days given plasmapherisis treatments 7/16 7/19 7/20 7/22 7/23 OT PT Rx oral feeding evaluation transferred another Hospital inpatieent Neurological Rehabilitation Center 07/24/2021 needed PT/OT discharged home 08/21/2021 is presently in outpatient has recovered most speech resolved facial nerve paralysis regained strength L Right ewxtremity R extremity a work progress minimal function date but progressing positive direction continues some paresthesias hand scalp/neck area successfully learning walk never any intellectual loss I have listed onset as aggressive events July 13|2021 retrospect symptoms paresthesia later May 2021 were probably start reaction It thought be an Autoimmune by or exacerbated
SYMPTOM_TEXT 1383860 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1393758 PMDA <> RA
SYMPTOM_TEXT 1311905 Products <>
SYMPTOM_TEXT 1418681 E2B <>
SYMPTOM_TEXT 1439992 Caller stated she read on the internet an article published specifically on 21Apr2021| A Herpes Infection May Be Linked to the COVID Vaccine from health.com <>
VAX_DOSE_SERIES 2444037 1|2 <> 2
VAX_LOT 2444037 AS1416B|AS1416B <> AS1416B
VAX_MANU 2444037 Moderna|Moderna <> Moderna
VAX_NAME 2444037 C19 Moderna|C19 Moderna <> C19 Moderna
VAX_NAME 2451030 BIVALENT <>
VAX_ROUTE 2444037 IM|IM <> IM
VAX_SITE 2444037 LL|RL <> RL
VAX_TYPE 2444037 COVID19|COVID19 <> COVID19
VAX_TYPE 2451030 FLUX|COVID19-2 <> FLUX|COVID19
symptom_entries 1298511 _|_Cold sweat_|_Dizziness_|_Headache_|_Nasal obstruction_|_Nausea_|_Pallor_|_Peripheral circulatory failure_|_Rhinorrhoea_|_ <>
symptom_entries 1298537 _|_Abdominal pain_|_Vomiting_|_ <>
symptom_entries 1299261 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1297384 _|_Activated partial thromboplastin time_|_Blood fibrinogen_|_Fibrin D dimer_|_Platelet count_|_Ultrasound Doppler_|_ <>
symptom_entries 1213737 _|_Exposure during pregnancy_|_ <>
symptom_entries 1298184 _|_SARS-CoV-2 test_|_SARS-CoV-2 test positive_|_ <>
symptom_entries 1301819 _|_Rheumatoid arthritis_|_ <>
symptom_entries 1297623 _|_Thrombosis_|_ <>
symptom_entries 1305128 _|_Inappropriate schedule of product administration_|_ <>
symptom_entries 1297782 _|_Rash pruritic_|_ <>
symptom_entries 1304629 _|_Pain assessment_|_ <>
12 columns altered
23899 modified reports on 2022-09-30
Writing ... vaers_changes/2022-09-30_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 23, 'symptom_entries': 11, 'VAX_TYPE': 2, 'VAX_NAME': 2, 'VAX_DOSE_SERIES': 1, 'VAX_MANU': 1, 'LAB_DATA': 1, 'HISTORY': 1, 'VAX_SITE': 1, 'VAX_ROUTE': 1, 'VAX_LOT': 1, 'OTHER_MEDS': 1, 'NUMDAYS': 0, 'STATE': 0, 'OFC_VISIT': 0, 'SPLTTYPE': 0, 'PRIOR_VAX': 0, 'CAGE_YR': 0, 'V_FUNDBY': 0, 'CUR_ILL': 0, 'L_THREAT': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'DISABLE': 0, 'DIED': 0, 'AGE_YRS': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'ALLERGIES': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
4 delayed/late/gapfill
70 deleted
0 restored
0 cell edits trivial not printed
46 cell edits significant
0 cells emptied entirely
23 writeups changed
All time
537812 delayed/late/gapfill
23939 deleted
7 restored
27470435 cell edits trivial not printed
24339 cell edits significant
1189 cells emptied entirely
5360 writeups changed
25011 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2465244, 2465247, 2465313, 2465317, 2465321, 2465323, 2465324, 2465339]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-10-07
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-10-07_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2469632
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2471597
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2471598
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2469632
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2471597
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2471598
4066 exact duplicates dropped in concatenated files, now 1798768 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2469632
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2471597
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2471598
133352 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1525019 reports to work with (unique VAERS_IDs)
87746 dropped in df_data due to no covid VAX_TYPE involved in the report
108830 dropped in df_vax due to no covid VAX_TYPE involved in the report
108150 dropped in df_syms due to no covid VAX_TYPE involved in the report
1437273 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
8145 SYMPTOM_TEXT field repeat sentences deduped in 1136 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1502669 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1502669 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-10-07_VAERS_CONSOLIDATED.csv
Consolidation of 2022-10-07 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1437273 rows in df_vax_flat
Merging DATA into VAX flattened
1437273 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-10-07_VAERS_FLATTENED.csv
1437273 rows in vaers_flattened/2022-10-07_VAERS_FLATTENED.csv
Flattening of 2022-10-07 done
Using flat 2022-09-30 already in memory, 1432467 rows
Using flat 2022-10-07 already in memory, 1437273 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-09-30 already in memory
Comparing
2022-09-30 v. 2022-10-07
1437273 this drop total covid
1432467 previous total covid
174150 identical set aside
1263123 this drop to work with
1258317 previous to work with
4806 difference
4730 new in 2022-10-07
410 delayed this week
335 deleted this week kept
1 restored this week 2452004
Column value changes
AGE_YRS 1167501 55.0 <> 54.0
AGE_YRS 1254218 70.0 <> []
ALLERGIES 77413 cells of trivial non-letter differences ignored
CUR_ILL 24322 cells of trivial non-letter differences ignored
HISTORY 128343 cells of trivial non-letter differences ignored
HISTORY 2460534 HCC <>
HISTORY 2396536 HCC <>
LAB_DATA 105222 cells of trivial non-letter differences ignored
5 LAB_DATA N/A. <> [] [2408520, 2408556, 2408608, 2409903, 2410000]
LAB_DATA 1300411 Black Non-Black <>
NUMDAYS 1102448 18.0 <> 19.0
OTHER_MEDS 154384 cells of trivial non-letter differences ignored
2 OTHER_MEDS [] <> Xeljanz XR [1459205, 1483526]
OTHER_MEDS 1497413 <> HUMIRA
OTHER_MEDS 1508835 <> Xeljanz
OTHER_MEDS 1618881 <> OCTREOTIDE
PRIOR_VAX 15774 cells of trivial non-letter differences ignored
SPLTTYPE 197219 cells of trivial non-letter differences ignored
SPLTTYPE 2454568 [] <> vsafe
SYMPTOM_TEXT 1196060 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1445572 Miskraam <>
SYMPTOM_TEXT 1468220 Rillingen Vermoeidheid Koorts Spierpijn Hoofdpijn <>
SYMPTOM_TEXT 1459493 Epileptischer Anfall Cerebralparese|fragliche Epilepsie fragliche Behandlung der Nebenwirkung Spontanes abklingen|keine <>
SYMPTOM_TEXT 1468144 infarctus du myocarde <>
SYMPTOM_TEXT 1457730 Anaphylaktischer Schock <>
SYMPTOM_TEXT 1476816 Unica puntata febbrile fino 39 C con tosse cefalea vertigine cervicalgia e affanno respiratorio Permane per 2 settimane <>
SYMPTOM_TEXT 1466392 V.a Myokarditis <>
SYMPTOM_TEXT 1453279 V0 <>
SYMPTOM_TEXT 1464248 GS <>
SYMPTOM_TEXT 1331418 AFSSAPS <>
SYMPTOM_TEXT 1352067 COVAES <>
SYMPTOM_TEXT 1350311 PEI <> RA
SYMPTOM_TEXT 1473829 V0 <>
SYMPTOM_TEXT 2464232 on 31Oct2022 <>
SYMPTOM_TEXT 1017790 Pepsi <> Cola
SYMPTOM_TEXT 1447966 Medicines and Healthcare products MHRA <>
SYMPTOM_TEXT 1384105 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 2460534 HCC <>
SYMPTOM_TEXT 2405435 159558 <>
SYMPTOM_TEXT 1404744 privacy <> a office
SYMPTOM_TEXT 1356730 COVAES <>
SYMPTOM_TEXT 1398234 LAREB <> RA
SYMPTOM_TEXT 1476556 V0 <>
SYMPTOM_TEXT 1459393 EMEA EVHUMAN NLP <> RA
SYMPTOM_TEXT 1458404 HALMED <> regulatory authority
SYMPTOM_TEXT 1459270 Frissons <>
SYMPTOM_TEXT 1473846 Tachykardie <>
SYMPTOM_TEXT 1418206 Pankreatitis akut milde Angaben zu Risikofaktoren oder Vorerkrankungen Zweimalige im Vorfeld in Zusammenhang mit Stress Alkohol Medikamenten In diesem Fall jedoch keine Einnahme von auf wurde ab 5 Tage vor der Zweitimpfung vollst ndig verzichtet Eintreten etwa 5|5 h nach Beginnend Sch ttelfrost gefolgt Erbrechen und hohen Schmerzen Einlieferung KKH gegen 21 Uhr 21:30 <>
SYMPTOM_TEXT 1071143 Pfizer First Connect <>
SYMPTOM_TEXT 1483526 XELSOURCE <>
SYMPTOM_TEXT 1501696 10|000s on 3/23/21 <> 10,000s
SYMPTOM_TEXT 1220510 CVS <>
SYMPTOM_TEXT 1391351 CMS/HCC <>
SYMPTOM_TEXT 1459277 Symptomatik <>
SYMPTOM_TEXT 946100 PFIZER FIRST CONNECT <>
SYMPTOM_TEXT 1449598 stepping Hill <>
SYMPTOM_TEXT 1345147 Easter Health <> regulatory
SYMPTOM_TEXT 2409861 GRITS <> DATABASE
SYMPTOM_TEXT 1452872 Medicines Agency MA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1401989 EMEA EVHUMAN NLP <> RA
SYMPTOM_TEXT 1404832 PRIVACY <>
SYMPTOM_TEXT 2035567 DMH <> hospital
2 SYMPTOM_TEXT CDPHE <> health department [2409884, 2410724]
SYMPTOM_TEXT 2409936 CDPHE <> health dependent
SYMPTOM_TEXT 2405961 Bloom <> Medical facility
2 SYMPTOM_TEXT Event It We are Reinstated <> that This event Medical facility consulted with health department and is has been reinstated [2408556, 2408608]
3 SYMPTOM_TEXT Event It We are Reinstated <> that This event Medical facility consulted with health department and question is has been reinstated [2408520, 2409903, 2410000]
SYMPTOM_TEXT 1466484 IDPH <> clinic
SYMPTOM_TEXT 1383974 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 2402587 003110 <>
SYMPTOM_TEXT 1439989 21Apr2021 A Herpes Infection May Be Linked to COVID Vaccine from National Institute Neurological Disorders Stroke <> RA
SYMPTOM_TEXT 1162511 Support <>
SYMPTOM_TEXT 1366297 Agency A <> Regulatory Authority RA
SYMPTOM_TEXT 2405520 3|076|660 2|916|739 1|146|254 White Black Hispanic Asian 1|673|672 1|490|941 <> 3,076,660 2,916,739 1,146,254 race another 1,673,672 1,490,941
SYMPTOM_TEXT 1483403 COVAX US support <>
SYMPTOM_TEXT 1254218 started having to clear vocal changes squeeky <> squeaky
SYMPTOM_TEXT 1459269 Huidprobleem <>
SYMPTOM_TEXT 1170729 miskraam vaccinatie tijdens zwangerschap Vaccinatie <>
SYMPTOM_TEXT 1390283 Pharmaceuticals and Medical Devices Agency(PMDA <> regulatory authority(RA
SYMPTOM_TEXT 1348964 JAZMP assessment WHO-Causality <> assessment:-Causality
SYMPTOM_TEXT 1363385 Agency EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1042765 Apple Patient First <> smart
SYMPTOM_TEXT 1431627 Agency EudraVigilance-WEB <> Agency-WEB
SYMPTOM_TEXT 1452906 FARMAVIGITER Medicines Agency MA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1677765 COVAX US Support <>
SYMPTOM_TEXT 1460262 Spanish <>
SYMPTOM_TEXT 1352598 COVAES <>
SYMPTOM_TEXT 1322779 PEI <> RA
SYMPTOM_TEXT 1287712 COVAES <>
SYMPTOM_TEXT 2150827 on 02Dec2021 JD <>
SYMPTOM_TEXT 1712074 COVAX support <>
SYMPTOM_TEXT 1435632 Regional Pharmacovigilance Center <> regulatory authority
SYMPTOM_TEXT 1452955 FARO Medicine Agency EMA EudraVigilance-WEB of FARMACOVIGILANZA ACTIVE <> regulatory authority-WEB
SYMPTOM_TEXT 1441226 Agency WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 1458447 PHARMACOVIGILANCE FARO intramuscular|on <> intramuscular,on
SYMPTOM_TEXT 1447271 via COVAES <>
SYMPTOM_TEXT 1392349 5574036 PGS Puurs NTM CAPA CITI <> RA ADR
SYMPTOM_TEXT 1035322 MHRA <> Regulatory Authority
SYMPTOM_TEXT 1383817 Authority EudraVigilance-WEB <> Authority-WEB
SYMPTOM_TEXT 1452878 Medicines Agency MA EudraVigilance-WEB <> regulatory authority RA WEB
VAX_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 1139122 1|2 <> 1
4 VAX_DOSE_SERIES 1|2 <> 2|1 [1036170, 1749322, 1853993, 1942274]
VAX_DOSE_SERIES 1459205 1|UNK <> 1
VAX_DOSE_SERIES 1111765 2 <> 1
VAX_DOSE_SERIES 1497413 2|UNK <> 2
VAX_DOSE_SERIES 2454617 7+|1 <> 7+|4
3 VAX_DOSE_SERIES UNK|UNK <> UNK [1105119, 1483526, 1618881]
VAX_LOT 440 cells of trivial non-letter differences ignored
VAX_LOT 1167501 [] <> 1805020
VAX_LOT 1102448 [] <> EH9899
VAX_LOT 1111765 [] <> EM9809
2 VAX_LOT [] <> EN6202 [1115696, 1150528]
VAX_LOT 2454906 [] <> EW0187
VAX_LOT 2463152 [] <> FM7553
VAX_LOT 1036170 011J20A||042L20A <> 042L20A|011J20A
VAX_LOT 1139122 EL9262|EL9269 <> EL9262
VAX_LOT 1749322 Eh989plp||ECO192 <> ECO192|Eh989plp
VAX_LOT 1942274 MRNA|BNT162B2(P||BNT162B2(PF 3 <> BNT162B2(PF 3|MRNA,BNT162B2(P
VAX_MANU 6 cells of trivial non-letter differences ignored
VAX_MANU 1618881 Moderna|Unknown <> Moderna
VAX_MANU 1105119 Pfizer-BionT|Pfizer-BionT <> Pfizer-BionT
3 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1459205, 1483526, 1497413]
VAX_MANU 1139122 Unknown|Unknown <> Unknown
VAX_NAME 51 cells of trivial non-letter differences ignored
VAX_NAME 1618881 C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna
VAX_NAME 1105119 C19 Pfizer-BionT|C19 Pfizer-BionT <> C19 Pfizer-BionT
3 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1459205, 1483526, 1497413]
VAX_NAME 1139122 C19 UNKNOWN|C19 UNKNOWN <> C19 UNKNOWN
VAX_ROUTE 3 cells of trivial non-letter differences ignored
2 VAX_ROUTE |OT <> [] [1497413, 1618881]
VAX_ROUTE 1139122 SYR|SYR <> SYR
VAX_ROUTE 1254218 [] <> UN
VAX_SITE 5 cells of trivial non-letter differences ignored
VAX_SITE 1139122 UN|UN <> UN
2 VAX_TYPE COVID19|COVID19 <> COVID19 [1105119, 1139122]
4 VAX_TYPE COVID19|UNK <> COVID19 [1459205, 1483526, 1497413, 1618881]
symptom_entries 1976 cells of trivial non-letter differences ignored
symptom_entries 1254218 _|_Dysphonia_|_Productive cough_|_Throat irritation_|_ <> []
symptom_entries 1133434 _|_Oedema_|_ <>
symptom_entries 1475907 _|_Hallucinations| mixed_|_Hallucination| visual_|_ <> _|_Hallucination, visual_|_Hallucinations, mixed_|_
symptom_entries 1152940 _|_Anaphylactic reaction_|_Presyncope_|_ <>
symptom_entries 1284332 _|_Blood pressure measurement_|_Body temperature_|_Heart rate_|_Oxygen saturation_|_ <>
symptom_entries 1026448 _|_Frontal sinus operation_|_ <>
symptom_entries 1308811 _|_Anaphylactic reaction_|_ <>
19 columns altered
1281913 modified reports on 2022-10-07
Writing ... vaers_changes/2022-10-07_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 84, 'VAX_DOSE_SERIES': 12, 'VAX_LOT': 11, 'LAB_DATA': 7, 'symptom_entries': 7, 'VAX_MANU': 6, 'VAX_TYPE': 6, 'VAX_NAME': 6, 'OTHER_MEDS': 5, 'VAX_ROUTE': 4, 'SPLTTYPE': 2, 'HISTORY': 2, 'AGE_YRS': 2, 'NUMDAYS': 1, 'VAX_SITE': 1, 'STATE': 0, 'OFC_VISIT': 0, 'PRIOR_VAX': 0, 'CAGE_YR': 0, 'V_FUNDBY': 0, 'CUR_ILL': 0, 'L_THREAT': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'DISABLE': 0, 'DIED': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'ALLERGIES': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
410 delayed/late/gapfill
335 deleted
1 restored
1901219 cell edits trivial not printed
156 cell edits significant
9 cells emptied entirely
84 writeups changed
All time
538222 delayed/late/gapfill
24274 deleted
8 restored
29371654 cell edits trivial not printed
24495 cell edits significant
1198 cells emptied entirely
5444 writeups changed
24822 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2471569, 2471576, 2471577, 2471579, 2471580, 2471581, 2471582, 2471592]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-10-14
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-10-14_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2478147
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2478120
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2478148
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2478147
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2478120
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2478148
4076 exact duplicates dropped in concatenated files, now 1805939 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2478147
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2478120
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2478148
133352 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1531411 reports to work with (unique VAERS_IDs)
89150 dropped in df_data due to no covid VAX_TYPE involved in the report
110427 dropped in df_vax due to no covid VAX_TYPE involved in the report
109779 dropped in df_syms due to no covid VAX_TYPE involved in the report
1442261 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
8247 SYMPTOM_TEXT field repeat sentences deduped in 1110 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1508243 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1508243 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-10-14_VAERS_CONSOLIDATED.csv
Consolidation of 2022-10-14 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1442261 rows in df_vax_flat
Merging DATA into VAX flattened
1442261 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-10-14_VAERS_FLATTENED.csv
1442261 rows in vaers_flattened/2022-10-14_VAERS_FLATTENED.csv
Flattening of 2022-10-14 done
Using flat 2022-10-07 already in memory, 1437273 rows
Using flat 2022-10-14 already in memory, 1442261 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-10-07 already in memory
Comparing
2022-10-07 v. 2022-10-14
1442261 this drop total covid
1437273 previous total covid
1437143 identical set aside
5118 this drop to work with
130 previous to work with
4988 difference
5064 new in 2022-10-14
13 delayed this week
89 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 1254218 [] <> 70.0
OTHER_MEDS 2458175 <> DUPIXENT
SYMPTOM_TEXT 1480689 TROMBOCYTER NERE P 7 <>
SYMPTOM_TEXT 1485863 Myokarditt <>
SYMPTOM_TEXT 1488702 EMEA EVHUMAN NLP RSI <> RA index
SYMPTOM_TEXT 1376193 PSSR <>
SYMPTOM_TEXT 1480087 en <>
SYMPTOM_TEXT 1452974 Covid19-card Regional Pharmacovigilance Centre <> Covid19
SYMPTOM_TEXT 1432333 COVAES <>
SYMPTOM_TEXT 1422881 EMEA EVHUMAN NLP <>
SYMPTOM_TEXT 1476948 privacy <>
SYMPTOM_TEXT 1453103 PRIVACY <>
SYMPTOM_TEXT 1525132 by IQVIA <>
SYMPTOM_TEXT 1418250 DKMA <> RA
SYMPTOM_TEXT 1892361 Guillain Barr syndrome following COVID-19 vaccine mRNA-1273 a case report Acta Neurol Belg 2021 SARA team <> Team
SYMPTOM_TEXT 1492798 Tidigare biverkan av Heracillin <>
SYMPTOM_TEXT 1490755 is 3/23/2010 <>
SYMPTOM_TEXT 1431318 is 3/23/2010 <>
SYMPTOM_TEXT 2446196 ADPH Link <>
SYMPTOM_TEXT 2440375 DHA IHD <> agency
SYMPTOM_TEXT 1419405 COVAES <>
SYMPTOM_TEXT 1404894 COVAES <>
SYMPTOM_TEXT 1528367 with product quality complaint PQC <>
SYMPTOM_TEXT 1379603 MHRA <> RA
SYMPTOM_TEXT 1499841 MHRA YELLOW CARD VACCINE MONITOR from the Yellow Card Vaccine Monitor program Medicines and Healthcare products <>
SYMPTOM_TEXT 1489897 Grote concentratieproblemen Zich onwel voelen Vermoeidheid Hoofdpijn Gewrichtspijn Rillingen <>
SYMPTOM_TEXT 1476728 Piressia intermittente 40 per 4 settimane dalla vaccinazione Severa artromialgia controllabile solo con oxicodone Decesso seguito ipotetico quadro di coagulazione intravascolare disseminata <>
SYMPTOM_TEXT 1480688 PERIKARDIT UTTALADE SV LJNINGSSV RIGHETER <>
SYMPTOM_TEXT 1456092 PRIVACY <>
SYMPTOM_TEXT 1459264 zweite Teilimpfung <>
SYMPTOM_TEXT 1409272 European Medicines Agency EMA EudraVigilance-WEB <> Regulatory Authority-WEB
SYMPTOM_TEXT 2135693 BASGAGES <>
SYMPTOM_TEXT 1936739 IIS Form CS-321629-AS <>
SYMPTOM_TEXT 1657847 sue <>
SYMPTOM_TEXT 1646607 white brown skinned <> pale
SYMPTOM_TEXT 1411194 N.B. Accountability without prejudice to the elements of investigation which could be carried out within the framework of legal or amicable compensation procedures. Therapy 1985; 40: 111-8 <>
SYMPTOM_TEXT 1375394 privacy PRIVACY <>
SYMPTOM_TEXT 1425082 COVAES <>
SYMPTOM_TEXT 1254218 squeaky <> started having to clear vocal changes squeeky
SYMPTOM_TEXT 1325660 RELIS https://legemiddelverket.no/godkjenning/koronavaksiner/meldte-mistenkte-bivirkninger-av-koronavaksiner 1 2 https://www.fhi.no/nettpub/vaksinasjonsveilederen-for-helsepersonell/vaksiner-mot-de-enkelte-sykdommene/koronavaksine PRIVACY Tel Lancet 2000 356:1255-1259 <> website regulatory authority
VAX_DOSE_SERIES 2458175 UNK|UNK <> UNK
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 1169257 [] <> 1808609
VAX_MANU 2458175 Moderna|Unknown <> Moderna
VAX_NAME 2458175 C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna
VAX_ROUTE 1254218 UN <> []
VAX_ROUTE 2458175 OT|OT <> OT
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_TYPE 2458175 COVID19|UNK <> COVID19
symptom_entries 1254218 [] <> _|_Dysphonia_|_Productive cough_|_Throat irritation_|_
symptom_entries 1078899 _|_Blood test_|_ <>
11 columns altered
24307 modified reports on 2022-10-14
Writing ... vaers_changes/2022-10-14_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 38, 'VAX_ROUTE': 2, 'symptom_entries': 2, 'VAX_DOSE_SERIES': 1, 'VAX_MANU': 1, 'VAX_TYPE': 1, 'AGE_YRS': 1, 'VAX_LOT': 1, 'VAX_NAME': 1, 'OTHER_MEDS': 1, 'NUMDAYS': 0, 'STATE': 0, 'OFC_VISIT': 0, 'SPLTTYPE': 0, 'PRIOR_VAX': 0, 'CAGE_YR': 0, 'LAB_DATA': 0, 'V_FUNDBY': 0, 'HISTORY': 0, 'CUR_ILL': 0, 'L_THREAT': 0, 'VAX_SITE': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'DISABLE': 0, 'DIED': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'ALLERGIES': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
13 delayed/late/gapfill
89 deleted
0 restored
2 cell edits trivial not printed
49 cell edits significant
1 cells emptied entirely
38 writeups changed
All time
538235 delayed/late/gapfill
24363 deleted
8 restored
29371656 cell edits trivial not printed
24544 cell edits significant
1199 cells emptied entirely
5482 writeups changed
24888 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2478139, 2478140, 2478141, 2478142, 2478143, 2478144, 2478145, 2478146]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-10-21
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-10-21_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2485086
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2485028
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2485016
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2485086
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2485028
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2485016
4084 exact duplicates dropped in concatenated files, now 1812850 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2485086
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2485028
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2485016
133352 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1537498 reports to work with (unique VAERS_IDs)
89978 dropped in df_data due to no covid VAX_TYPE involved in the report
111443 dropped in df_vax due to no covid VAX_TYPE involved in the report
110811 dropped in df_syms due to no covid VAX_TYPE involved in the report
1447520 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
8403 SYMPTOM_TEXT field repeat sentences deduped in 1159 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1514138 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1514138 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-10-21_VAERS_CONSOLIDATED.csv
Consolidation of 2022-10-21 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1447520 rows in df_vax_flat
Merging DATA into VAX flattened
1447520 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-10-21_VAERS_FLATTENED.csv
1447520 rows in vaers_flattened/2022-10-21_VAERS_FLATTENED.csv
Flattening of 2022-10-21 done
Using flat 2022-10-14 already in memory, 1442261 rows
Using flat 2022-10-21 already in memory, 1447520 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-10-14 already in memory
Comparing
2022-10-14 v. 2022-10-21
1447520 this drop total covid
1442261 previous total covid
1442022 identical set aside
5498 this drop to work with
239 previous to work with
5259 difference
5362 new in 2022-10-21
59 delayed this week
162 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1505082 Alkohol selten Nikotin seit nicht n her bezeichnet des Sollwertes Essentielle prim re Hypertonie Arterielle Schlaf ESST Nachtschwei Nykturie gelegentlich 1x/Nacht Ohne Komplikationen <> x/Nacht
HISTORY 2079885 HCC <>
HISTORY 1505082 H ft-TEP Ovariektomie Masern R teln Varicellen Thyreoidektomie bei Schilddr sen-Ca Varizen <> St.p.-Ca
LAB_DATA 2428562 N/A. <> []
LAB_DATA 1505082 Granulozyten Nekrose Tiefe alle Gef e verschlossen Dermahistologie thrombotische Verschl sse der Arteriolen und Kapillaren mit reaktiver ekkrinen Dr sen Alkalische Gesamt Bilirubin Cholesterin gesamt Kreatinin Fibrinogen-Clauss Glukose n chtern Anorganisches Kalzium-Phosphat-Produkt Kalium Harnstoff-N Harns ure stehend p.a seitlich ohne Im Vergleich zur Voruntersuchung vom 23.10.2006 zeigt sich im wesentlichen unver nderter Befund R ntgen Indikation Verlaufskontrolle Infektparameter ansteigend subfebrile Temperatur Basals Pleuraschwiele links Keine Erg Stauungszeichen oder Infiltrate abgrenzbar Der Herz-Mediastinal-Schatten ndert Kein Nachweis eines Pneumothorax Ver nderungen des Achsenskeletts ST-Strecke isoelektrisch R/S-Umschlag keine ERBST Berechnete H moglobin matokrit HDL-Cholesterin Cholesterin/HDL-Chol.-Ratio Cholesterin/HDL kein Hinweis auf Paraproteine Klinische Chemie molyseindex Eiwei Elektrophorese Immun-Fixation Autoantik rper Tumormarker virales Anigen virusspezifische Antik LDL-Cholesterin errechnet Lymphozyten Monozyten Aufnahme-Untersuchung matome/erythemat se L sionen an den Schultern Achselgegend Oberarmen Fieber negiert Atmung Eupnoe Husten Dyspnoe dzt reduziert Gewichts nderung Trinkverhalten 1.5-2 L/d Miktion Harn klar Dysurie Pollakisurie Stuhl regelm ig dzt.eher weich Auflagerungen;Blutkonserven erhalten Behaarung altersentsprechend Haut warm trocken rosiges Hautkolorit Schleimh ute feucht LKs cervical periclavicul r n.p deme Caput Form symm Kopf-/Druckschmerzhaftigkeit Pupillen gleichweit mittelweit runf LR prompt dir.+indir Geh Zunge Rachen unauff llig Tonsillen nicht einsehbar Geruchssinn Z hne saniert Stimme euphon Collum Schilddr St.p.Thyreidektomie Stauung Klopfempfindlichkeit Cor r/rh/nf Pulse peripher allseits palpabel Pulmo RGs Abdomen DG allen Quadranten auskultierbar leichter Druckschmerz epigastrisch Defense Resistenzen Abwehrspannung Leber Milz Gelenke aktiv passiv frei beweglich Neuro grob Thrombozyten Mittleres Thrombozytenvolumen Erythrozyten Verteilungsbreite Nasopharyngeal-Abstrich Virusnukleins KUS Brust Brste vgl VU eine geringe Befundverbesserung Die vorbeschriebene Schwellung dem gering regredient sowie LKn Soweit sonographisch beurteilbar derzeit regul re Vaskularisation Brustgewebes Zusammenfassung V.a Mikrothrombose Kontrolle weitere kurzfristige je nach klinischer Symptomatik ggf.auch KM-Mammographie empfohlen wahrscheinlich gutartig gutartiger deutlich vergr erte Mamma zeigte bei jedoch eingeschr nkter Untersuchungsm glichkeit aufgrund von Schmerzen Eine Mammographie konnte starker durchgef hrt werden soll Verlauf ber Gyn kologen erfolgen Gewicht Leukozyten <> Inconclusive Fibrinogen N 3.10.2006 PNeumothorax ST-n t HDL HDL-Chol.-Ratio LDL Date 20210426 Nasopharyngeal 202105 20210505
LAB_DATA 1479697 Kardiopulm komp <>
OTHER_MEDS 1488066 [] <> EMGALITY
OTHER_MEDS 2344922 Cooper Benedr <> Benedryl PRN
OTHER_MEDS 1493158 <> RESTYLANE
OTHER_MEDS 1712622 <> BENADRYL
SPLTTYPE 2465662 [] <> vsafe
STATE 2460658 MA <> MD
SYMPTOM_TEXT 2477665 List is on Continuation Page ... <>
SYMPTOM_TEXT 1480612 E2B <>
SYMPTOM_TEXT 1489445 NARKOLEPSI <>
SYMPTOM_TEXT 1493298 Koorts Hoofdpijn Vermoeidheid Misselijkheid Rillingen <>
SYMPTOM_TEXT 1468982 iperpiressia 39.6 dolenzia con eruzione eritematosa deltoide sx in sede di iniezione 39.6,seriousness <> seriousness
SYMPTOM_TEXT 2472911 Apple <>
SYMPTOM_TEXT 1488066 EMEA EVHUMAN NLP V0 RSI <> RA index
SYMPTOM_TEXT 994172 Medicines Agency EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1657881 from the CDC <>
SYMPTOM_TEXT 1505082 Masern R teln Varicellen Nikotin seit Ovariektomie H ft-TEP Thyreoidektomie bei Schilddr sen-Ca Katarakt Nachtschwei Ohne Komplikationen Schlaf Sollwertes Nykturie gelegentlich 1x/Nacht Alkohol selten Vaskulitische Hautnekrose im Bereich der Impfstelle als auch kontralateral am cken <> TEP Ca
SYMPTOM_TEXT 1665385 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1661007 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1486335 COVAX US support <>
SYMPTOM_TEXT 1489244 SPC <> RA
SYMPTOM_TEXT 1404931 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority
SYMPTOM_TEXT 1661002 African American non Hispanic or Latino <>
SYMPTOM_TEXT 1234358 nursing home;FR-PFIZER origin of home <> residential facility;FR-PFIZER FR-PFIZER facility
SYMPTOM_TEXT 1476579 5670997 NTM <>
SYMPTOM_TEXT 1471787 Possible accountability established according to the usual regulatory authority method Official Bulletin No 84/50 24Jan1985 published in 2011 66(6 517-525 is evidently without prejudice elements of investigations that could be carried out as part legal or amicable compensation procedures <>
SYMPTOM_TEXT 1706567 Caucasian Not Hispanic/Latino <>
SYMPTOM_TEXT 1493615 on Thanksgiving <>
SYMPTOM_TEXT 1456028 privacy <> reported
SYMPTOM_TEXT 2423722 005570 <>
SYMPTOM_TEXT 1077476 Coca Cola Saltines <> cola
SYMPTOM_TEXT 1645992 Pfizer.com General Company Information <>
SYMPTOM_TEXT 2405722 12/28/2008 <>
SYMPTOM_TEXT 1458654 CIOMS Netherlands Pharmacovigilance Centre Lareb <> regulatory authority
SYMPTOM_TEXT 2428562 Event It We are Reinstated <> that This event Healthcare facility consulted with health department and question is has been reinstated
4 SYMPTOM_TEXT COVID-19 <> [1498363, 1498381, 1498389, 1498390]
SYMPTOM_TEXT 1525878 06/24/2009 06/24/2010 <> xx/xx/xxxx
SYMPTOM_TEXT 1444271 Asthme ventoline la demande <>
SYMPTOM_TEXT 1480121 CIOMS <>
SYMPTOM_TEXT 1453205 PRIVACY <>
SYMPTOM_TEXT 1456231 COVAES <>
SYMPTOM_TEXT 1524787 with quality complaint PQC <>
SYMPTOM_TEXT 1938684 159558 regulatory authority Support <>
SYMPTOM_TEXT 1712240 from California Arizona <>
SYMPTOM_TEXT 1673322 South Jersey cooper <> same place a plaza
SYMPTOM_TEXT 1646537 her left arm and fingers started going numb from the elbows down does not have strength in hand that she used to unable button clips on bra cannot open bottles or containers hold onto grip things/affecting daily living today it hurts really bad <>
SYMPTOM_TEXT 1500681 Weight gain poor loss Gastrointestinal fistula COVID 19 Mobility decreased Chills vomiting tremor Diarrhea from AbbVie Inc 21K-163-3975248-00 <>
SYMPTOM_TEXT 1073503 exhausted like catching a cold fluid pouring out of his nose eyes was tearing and eye lid blew up <>
SYMPTOM_TEXT 1106247 Swelling/pain at injection site; pain at injection site; Low grade fever; muscle aches; neck and back pain; neck and back pain; nausea; decreased appetite; malaise <>
SYMPTOM_TEXT 1486402 Nee Herstellende Andere Niets mis met vaccin Reactie van mijn immuumsysteem <>
SYMPTOM_TEXT 1480694 SVULLNAD V RME KNING I HUDEN HUVUDV RK RODNAD <>
SYMPTOM_TEXT 1479697 Kardiopulm komp <>
SYMPTOM_TEXT 1524799 product quality complaint PQC <> RA
SYMPTOM_TEXT 1234354 nursing home;FR-PFIZER home <> facility;FR-PFIZER facility
SYMPTOM_TEXT 2455661 005570 <>
SYMPTOM_TEXT 1435412 IEC <>
SYMPTOM_TEXT 1366032 NHS <>
SYMPTOM_TEXT 1082932 Pfizer First Connect <>
SYMPTOM_TEXT 1190745 Pfizer First Connect <>
SYMPTOM_TEXT 2426385 005570 <>
SYMPTOM_TEXT 1901176 Children's <>
SYMPTOM_TEXT 1076751 Pfizer First Connect <>
SYMPTOM_TEXT 1073579 Pfizer First Connect <>
SYMPTOM_TEXT 1485715 Posted by VigiCovid19-scheda <>
SYMPTOM_TEXT 1484312 gedurende ruim 24 uur last van een stevige hoofdpijn Vermoeidheid <>
SYMPTOM_TEXT 1311591 Medicines Agency EMA EudraVigilance-WEB <> authority-WEB
SYMPTOM_TEXT 1528198 Pfizer First Connect <>
SYMPTOM_TEXT 1661700 Everett VAMC <> MC
SYMPTOM_TEXT 1647053 CDC <>
SYMPTOM_TEXT 1308643 Health DCA <> regulatory form
SYMPTOM_TEXT 1150791 Galderma <>
SYMPTOM_TEXT 1345497 RELIS <>
SYMPTOM_TEXT 1162445 in Oklahoma <> native
VAX_DOSE_SERIES 1493158 2|UNK <> 2
VAX_DOSE_SERIES 1712622 UNK|1 <> 1
VAX_DOSE_SERIES 1488066 UNK|UNK <> UNK
VAX_LOT 3 cells of trivial non-letter differences ignored
VAX_LOT 2453679 [] <> GJ5342
VAX_MANU 1488066 Janssen|Unknown <> Janssen
VAX_MANU 1493158 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_MANU 1712622 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 1488066 C19 Janssen|Not Specified NO BRAND NAME <> C19 Janssen
VAX_NAME 1493158 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_NAME 1712622 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 1712622 OT| <> []
VAX_ROUTE 1493158 |OT <> []
VAX_SITE 3 cells of trivial non-letter differences ignored
2 VAX_TYPE COVID19|UNK <> COVID19 [1488066, 1493158]
VAX_TYPE 1712622 UNK|COVID19 <> COVID19
symptom_entries 1311893 _|_Off label use_|_ <>
15 columns altered
24432 modified reports on 2022-10-21
Writing ... vaers_changes/2022-10-21_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 69, 'OTHER_MEDS': 4, 'VAX_DOSE_SERIES': 3, 'VAX_MANU': 3, 'LAB_DATA': 3, 'VAX_TYPE': 3, 'VAX_NAME': 3, 'HISTORY': 2, 'VAX_ROUTE': 2, 'STATE': 1, 'SPLTTYPE': 1, 'CUR_ILL': 1, 'VAX_LOT': 1, 'symptom_entries': 1, 'NUMDAYS': 0, 'OFC_VISIT': 0, 'PRIOR_VAX': 0, 'CAGE_YR': 0, 'V_FUNDBY': 0, 'L_THREAT': 0, 'VAX_SITE': 0, 'HOSPITAL': 0, 'BIRTH_DEFECT': 0, 'CAGE_MO': 0, 'RECVDATE': 0, 'RPT_DATE': 0, 'HOSPDAYS': 0, 'DISABLE': 0, 'DIED': 0, 'AGE_YRS': 0, 'ONSET_DATE': 0, 'V_ADMINBY': 0, 'TODAYS_DATE': 0, 'ALLERGIES': 0, 'X_STAY': 0, 'FORM_VERS': 0, 'ER_VISIT': 0, 'ER_ED_VISIT': 0, 'VAX_DATE': 0, 'DATEDIED': 0, 'SEX': 0, 'RECOVD': 0}
This week
59 delayed/late/gapfill
162 deleted
0 restored
7 cell edits trivial not printed
97 cell edits significant
3 cells emptied entirely
69 writeups changed
All time
538294 delayed/late/gapfill
24525 deleted
8 restored
29371663 cell edits trivial not printed
24641 cell edits significant
1202 cells emptied entirely
5551 writeups changed
25574 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2485071, 2485072, 2485074, 2485078, 2485079, 2485081, 2485082, 2485083]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-10-28
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
2022-10-28 already consolidated, no need to copy input files to dir_working
Consolidation
Consolidation already done: vaers_consolidated/2022-10-28_VAERS_CONSOLIDATED.csv
Flattening
Flattening already done: vaers_flattened/2022-10-28_VAERS_FLATTENED.csv
open vaers_flattened/2022-10-21_VAERS_FLATTENED.csv ... Highest VAERS_ID 2485086
open vaers_flattened/2022-10-28_VAERS_FLATTENED.csv ... Highest VAERS_ID 2492284
Previous changes file for changes, cell_edits and status columns
open vaers_changes/2022-10-21_VAERS_CHANGES.csv ... Highest VAERS_ID 2485086
Comparing
2022-10-21 v. 2022-10-28
1453323 this drop total covid
1447520 previous total covid
1447278 identical set aside
6045 this drop to work with
242 previous to work with
5803 difference
5841 new in 2022-10-28
124 delayed this week
163 deleted this week kept
1 restored this week 1294203
Column value changes
AGE_YRS 1436895 [] <> 57.0
AGE_YRS 1254218 70.0 <> []
ALLERGIES 2464964 <> Orange peel and orange oil melon raspberries cats dust mites mint cinnamon teatree fennel all other oils in toothpaste fluoride fentanyl propofyl suspected parabens Iso propyl-,ethyl benzo etc tree pollen ragweed weed sage weeds xylitol
CAGE_YR 1967265 [] <> 54.0
DIED 2484110 [] <> Y
HISTORY 1468943 Carcinoma dell'ovaio con metastasi dei linfonodi addominali <>
NUMDAYS 2075662 31.0 <> 29.0
OTHER_MEDS 2464964 Additional information for Item 9 Addition <>
OTHER_MEDS 1677086 [] <> GABAPENTIN
OTHER_MEDS 1442313 [] <> HUMIRA
OTHER_MEDS 1436895 [] <> Xeljanz
SPLTTYPE 2 cells of trivial non-letter differences ignored
6 SPLTTYPE [] <> vsafe [2470686, 2470782, 2473626, 2477340, 2478592, 2480487]
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 2010617 white <>
SYMPTOM_TEXT 1439067 EMEA EVHUMAN NLP RSI <> RA index
SYMPTOM_TEXT 1480152 vaccin injvlst <> vaccine
SYMPTOM_TEXT 1734188 from the The Regulatory Authority Infectious Diseases 2021 21 9 1211-1212 entitled Bell's palsy and SARS-CoV-2 vaccines-an unfolding story Authors reply <>
SYMPTOM_TEXT 1660973 product quality PQC <> RA
SYMPTOM_TEXT 1445271 Vigilance <> the RA
SYMPTOM_TEXT 1429290 white not Hispanic or Latino product quality complaint <> RA
SYMPTOM_TEXT 1657992 white <>
SYMPTOM_TEXT 1691300 product quality complaint <> RA
SYMPTOM_TEXT 1646472 to CDC <>
SYMPTOM_TEXT 1673383 FACILITATED COLLECT <>
SYMPTOM_TEXT 1507594 Medicines Agency CIOMS Pharmacovigilance Centre Lareb <> regulatory authority
SYMPTOM_TEXT 1489117 COVAES <>
SYMPTOM_TEXT 1499073 university <>
SYMPTOM_TEXT 1501544 Infektion 6 Wochen nach 2 Dosis <>
SYMPTOM_TEXT 1489447 DJUP VENTROMBOS TROMBOFLEBIT <>
SYMPTOM_TEXT 1785226 AS 02/23/2009 2/23/2010 <> INCORRECTLY A YEAR YOUNGER
SYMPTOM_TEXT 1642968 white non Hispanic or Latino <>
SYMPTOM_TEXT 1381654 EudraVigilance-WEB Danish Medicines Agency <> WEB regulatory
SYMPTOM_TEXT 1471338 PEI <> The regulatory authority
SYMPTOM_TEXT 1387139 Pfizer Roretsu <> having inarticulateness
SYMPTOM_TEXT 1497750 BASGAGES-comment <> comment
SYMPTOM_TEXT 1401235 Japan Inc <>
SYMPTOM_TEXT 1681446 white and Hispanic or Latino product quality complaint <> regulatory authority
SYMPTOM_TEXT 1468943 S di Stevens Jhonson Carcinoma dell'ovaio con metastasi dei linfonodi addominali <>
SYMPTOM_TEXT 1398170 medical staff when was conducting telephone interview with community immediately after market <>
SYMPTOM_TEXT 1646774 General Company Information <>
SYMPTOM_TEXT 1514158 EMEA EVHUMAN NLP <> RA
SYMPTOM_TEXT 1458455 EMEA EVHUMAN NLP RSI <> RA index
SYMPTOM_TEXT 1510967 Mostly non-Hispanic whites Japanese or Asians <> another race
SYMPTOM_TEXT 1498707 Transpiration excessive visuel Chute Mal de t te Frissons Vertiges <>
SYMPTOM_TEXT 1503003 Puurs 5574036 PGS NTM <> RA
SYMPTOM_TEXT 1495628 SIOUFFI <>
SYMPTOM_TEXT 1515657 HVA <> Staff
SYMPTOM_TEXT 1512308 Periphere Lungenembolie re fraglich subsegmentale links bei methodisch eingeschr nkter Beurteilbarkeit <>
SYMPTOM_TEXT 1411949 COVAES <>
SYMPTOM_TEXT 1445402 PMDA <> RA
SYMPTOM_TEXT 1475305 PEI <> RA
SYMPTOM_TEXT 1497664 SM RTA RUNT INSTICKSST LLET RODNAD V RME KAT EFTERS KS <>
SYMPTOM_TEXT 1665391 product quality complaint:90000191148 <> regulatory authority:90000191148
SYMPTOM_TEXT 1717835 product quality complaint PQC <> RA
SYMPTOM_TEXT 1721473 product quality complaint <> RA
SYMPTOM_TEXT 1507283 Ora reazione Inviato da VigiCovid19-scheda V0 <>
SYMPTOM_TEXT 1706512 white not hispanic or latino <>
SYMPTOM_TEXT 1507216 EMEA EVHUMAN NLP <> RA
SYMPTOM_TEXT 1453675 COVAX US Support <>
SYMPTOM_TEXT 2464964 South America <> specific area
SYMPTOM_TEXT 1360453 COVAX US SUPPORT <>
SYMPTOM_TEXT 1401222 Pharmaceuticals and Medical Devices Agency PMDA MRA <> regulatory authority RA
SYMPTOM_TEXT 1484129 Reactie op de injectieplaats Vermoeidheid Koorts Ja Dafalgan en exedrine Herstellende <>
SYMPTOM_TEXT 1508889 English <> language
SYMPTOM_TEXT 1489899 Uitgebreide zwelling van de arm Rillingen Zich onwel voelen maag en darmlast Hoofdpijn Misselijkheid Reactie op injectieplaats Koorts Vermoeidheid <> MALAIS
SYMPTOM_TEXT 1646665 Pfizer RxPathways <>
SYMPTOM_TEXT 1773706 Military <>
SYMPTOM_TEXT 2405447 159558 <>
SYMPTOM_TEXT 1476903 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1480289 European Medicines Agency EMA EudraVigilance-WEB with <> regulatory authority-WEB
SYMPTOM_TEXT 1502983 5693567 NTM <>
SYMPTOM_TEXT 1712622 McNeil <>
SYMPTOM_TEXT 1254218 28Feb2021 squeeky <> 28-Feb-2021 squeaky
SYMPTOM_TEXT 2464248 200107 <>
SYMPTOM_TEXT 2107277 Pfizer YRR <> training
VAX_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 1436895 2|UNK <> 2
VAX_DOSE_SERIES 1677086 UNK|UNK <> UNK
VAX_DOSE_SERIES 1442313 UNK|UNK|UNK <> UNK|UNK
VAX_LOT 3 cells of trivial non-letter differences ignored
Exception workaround, 'charmap' codec can't encode character '\ufffd' in position 108: character maps to ...
VAX_LOT 1497664 EFTERS_KS <> []
VAX_LOT 1495628 SIOUFFI <> []
VAX_LOT 2128531 ? <> FL3197
VAX_MANU 1436895 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_MANU 1677086 Unknown|Janssen <> Janssen
VAX_MANU 1442313 Unknown|Unknown|Janssen <> Unknown|Janssen
VAX_NAME 1436895 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_NAME 1442313 NAME|Not Specified NO BRAND <>
VAX_NAME 1677086 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 1677086 OT| <> []
VAX_ROUTE 1436895 |OT <> []
VAX_ROUTE 1254218 [] <> UN
VAX_SITE 3 cells of trivial non-letter differences ignored
VAX_TYPE 1436895 COVID19|UNK <> COVID19
VAX_TYPE 1442313 FLUX|UNK|COVID19 <> FLUX|COVID19
VAX_TYPE 1677086 UNK|COVID19 <> COVID19
symptom_entries 1254218 _|_Dysphonia_|_Productive cough_|_Throat irritation_|_ <> []
18 columns altered
24595 modified reports on 2022-10-28
Writing ... vaers_changes/2022-10-28_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 62, 'SPLTTYPE': 8, 'OTHER_MEDS': 4, 'VAX_LOT': 3, 'VAX_DOSE_SERIES': 3, 'VAX_NAME': 3, 'VAX_MANU': 3, 'VAX_TYPE': 3, 'VAX_ROUTE': 3, 'AGE_YRS': 2, 'NUMDAYS': 1, 'HISTORY': 1, 'CAGE_YR': 1, 'DIED': 1, 'ALLERGIES': 1, 'symptom_entries': 1, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'STATE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
124 delayed/late/gapfill
163 deleted
1 restored
11 cell edits trivial not printed
100 cell edits significant
6 cells emptied entirely
62 writeups changed
All time
538418 delayed/late/gapfill
24688 deleted
9 restored
29371674 cell edits trivial not printed
24741 cell edits significant
1208 cells emptied entirely
5613 writeups changed
25574 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2485071, 2485072, 2485074, 2485078, 2485079, 2485081, 2485082, 2485083]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-11-04
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-11-04_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2498935
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2498873
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2498815
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2498935
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2498873
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2498815
4100 exact duplicates dropped in concatenated files, now 1827871 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2498935
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2498873
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2498815
133351 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1550665 reports to work with (unique VAERS_IDs)
92343 dropped in df_data due to no covid VAX_TYPE involved in the report
114242 dropped in df_vax due to no covid VAX_TYPE involved in the report
113659 dropped in df_syms due to no covid VAX_TYPE involved in the report
1458322 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
13194 SYMPTOM_TEXT field repeat sentences deduped in 1973 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1526362 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1526362 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-11-04_VAERS_CONSOLIDATED.csv
Consolidation of 2022-11-04 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1458322 rows in df_vax_flat
Merging DATA into VAX flattened
1458322 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-11-04_VAERS_FLATTENED.csv
1458322 rows in vaers_flattened/2022-11-04_VAERS_FLATTENED.csv
Flattening of 2022-11-04 done
Using flat 2022-10-28 already in memory, 1453323 rows
Using flat 2022-11-04 already in memory, 1458322 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-10-28 already in memory
Comparing
2022-10-28 v. 2022-11-04
1458322 this drop total covid
1453323 previous total covid
1453156 identical set aside
5166 this drop to work with
167 previous to work with
4999 difference
4948 new in 2022-11-04
160 delayed this week
110 deleted this week kept
1 restored this week 1325188
Column value changes
AGE_YRS 1254218 [] <> 70.0
ALLERGIES 1177314 <> blue dye perfume Oxybutynin oxycodone
LAB_DATA 1513298 mayo mayor <>
OTHER_MEDS 1153191 [] <> CLOPIDOGREL
OTHER_MEDS 1496990 FLUTICASON-FUROAAT NEUSSPRAY 27,5UG/DO <> FLUTICASON-27,5UG/DO
SPLTTYPE 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1501603 Mal de t te <>
SYMPTOM_TEXT 1480178 Haar lichaam/hart stopte er gewoon mee <>
SYMPTOM_TEXT 1957985 in the Army <>
SYMPTOM_TEXT 1177314 <> Following dose 2 fatigue continued then seemed to resolve for a few days after 7-10 Severe returned 3/29 and Also began experiencing intermittent facial twitching on left side cheek cheekbone eyelid area immediately adjacent ear Twitching Awakened at 6 a.m Mon 4-5-21 by loud roaring sound tinnitus in was dizzy lightheaded upon standing found that I completely deaf my have never had life nor problems or before Saw doctors because sudden hearing loss is medical emergency Primary care no wax visible drum either Then referred ENT practice Audiology testing confirmed canal blockage fluid Test showed severe profound Mixed AS Type A normal typanograms noted bilaterally Dr indicated likely inflammation of auditory nerve inner unknown cause called it acute sensorineural Prescribed high prednisone 21 plus MRI head Still continuing complete dizziness feeling light headed continuous unrelenting The only change health status has been getting the Pfizer covid-19 vaccines Doctor said should report this as adverse vaccine reaction Will 4-21-2021 which time there may be more information If not resolved oral they try injections into Hearing could permanent 50-50 chance Return visit with MD 4-21-21
SYMPTOM_TEXT 1449088 conved privacy <> taken
SYMPTOM_TEXT 2487033 U of M Health West <> medical facility
SYMPTOM_TEXT 1747673 product quality complaint <> RA
SYMPTOM_TEXT 2487799 White <>
SYMPTOM_TEXT 1631061 white and non Hispanic or Latino <>
SYMPTOM_TEXT 1488327 translation <>
SYMPTOM_TEXT 1491336 EMA EudraVigilance-WEB <> regulatory authority-WEB
SYMPTOM_TEXT 1366499 nursing home/senior living <> a residential
SYMPTOM_TEXT 1393939 DOMNINGAR STICKNINGAR RESP BR NNANDE K NSLA I ARMAR OCH BEN DOMNING V NSTER ANSIKTSHALVA <>
SYMPTOM_TEXT 1477305 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1513298 mayo mayor <>
SYMPTOM_TEXT 1514175 CIOMS <>
SYMPTOM_TEXT 1492221 Yellow Card Monitor <>
SYMPTOM_TEXT 1511493 non-English non <> native
SYMPTOM_TEXT 1477227 PRIVACY <>
SYMPTOM_TEXT 1492223 Safety Report Unique Identifier GB-MHRA-ADR 25592671 <>
SYMPTOM_TEXT 1721480 White Hispanic or Latino <>
SYMPTOM_TEXT 1500409 Translation of the <> Document has been requested
SYMPTOM_TEXT 1499920 LITERATURE REFERENCE <>
SYMPTOM_TEXT 1512101 Reactie op de injectieplaats Spierpijn Hoofdpijn Rillingen Zich onwel voelen Koorts <>
SYMPTOM_TEXT 1512104 Rillingen Uitgebreide zwelling van de arm Gewrichtspijn duizelig Zich onwel voelen slap Vermoeidheid Spierpijn Reactie op injectieplaats <>
SYMPTOM_TEXT 1161825 in Japan Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1501485 STICKNINGAR LITE H R OCH VAR I KROPPEN BLOD URINEN ONT FROSSA TR TTHET FEBER LEDV RK E2B <>
SYMPTOM_TEXT 2463128 UHC <> insurance
SYMPTOM_TEXT 1305897 COVAX US Support <>
SYMPTOM_TEXT 1458541 COVID-19 Adverse Event Self-Reporting Solution COVAES <> the regulatory authority
SYMPTOM_TEXT 1398202 prefecture <> location
SYMPTOM_TEXT 1770889 children <>
SYMPTOM_TEXT 1170633 USIC PRIVACY <>
SYMPTOM_TEXT 2416754 A Phase 3 Randomized Stratified Observer-Blind Placebo-Controlled <>
SYMPTOM_TEXT 1254218 28-Feb-2021 squeaky <> 28Feb2021 squeeky
SYMPTOM_TEXT 1498711 Translation of <> The source document has been requested
SYMPTOM_TEXT 1496990 FLUTICASON-FUROAAT NEUSSPRAY tot en met graden <> FLUTICASON
SYMPTOM_TEXT 1485820 CIOMS <>
SYMPTOM_TEXT 1477175 via COVID-19 Vaccine Adverse Event Reporting System COVAES <>
SYMPTOM_TEXT 1521758 EudraVigilance-WEB ICSR NOMA <> Authority-WEB report RA
SYMPTOM_TEXT 1484224 Takeda Pharmaceuticals <> the regulatory authority
SYMPTOM_TEXT 1445594 2021 vol 9 6 DOI 10.3390/vaccines9060576 <>
SYMPTOM_TEXT 1375464 Medsafe <> RA
SYMPTOM_TEXT 1387224 COVAES <>
SYMPTOM_TEXT 1405977 COVAX US support <>
SYMPTOM_TEXT 1774630 PSCC USMI <> agency
SYMPTOM_TEXT 1484212 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1499115 SOS <>
SYMPTOM_TEXT 2492147 159558 <>
SYMPTOM_TEXT 1661274 from the International Journal of Cardiology 2021 DOI:10.1016/j.ijcard.2021.08.018 entitled Fulminant myocarditis and systemic hyperinflammation temporally <>
SYMPTOM_TEXT 1064517 Danish Medicines Agency DKMA POC <> authority RA discomfort bodily immediately after vaccination
SYMPTOM_TEXT 1345083 Agency EudraVigilance <> regulatory authority
SYMPTOM_TEXT 1416313 Medsafe <> regulatory authority
SYMPTOM_TEXT 1747958 English <> language
SYMPTOM_TEXT 1381643 BIONTECH <> company
SYMPTOM_TEXT 1628371 for medicare <>
VAX_DOSE_SERIES 1153191 UNK|1 <> 1
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_MANU 1153191 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 1153191 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 1254218 UN <> []
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_TYPE 1153191 UNK|COVID19 <> COVID19
symptom_entries 1254218 [] <> _|_Dysphonia_|_Productive cough_|_Throat irritation_|_
14 columns altered
24735 modified reports on 2022-11-04
Writing ... vaers_changes/2022-11-04_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 56, 'OTHER_MEDS': 2, 'LAB_DATA': 1, 'VAX_DOSE_SERIES': 1, 'AGE_YRS': 1, 'VAX_NAME': 1, 'ALLERGIES': 1, 'VAX_MANU': 1, 'VAX_TYPE': 1, 'VAX_ROUTE': 1, 'symptom_entries': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'VAX_LOT': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'HISTORY': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
160 delayed/late/gapfill
110 deleted
1 restored
4 cell edits trivial not printed
67 cell edits significant
1 cells emptied entirely
56 writeups changed
All time
538578 delayed/late/gapfill
24798 deleted
10 restored
29371678 cell edits trivial not printed
24808 cell edits significant
1209 cells emptied entirely
5669 writeups changed
25998 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2498927, 2498928, 2498929, 2498930, 2498931, 2498932, 2498933, 2498934]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-11-11
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-11-11_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2505475
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2505493
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2505367
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2505475
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2505493
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2505367
4104 exact duplicates dropped in concatenated files, now 1834716 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2505475
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2505493
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2505367
133359 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1556570 reports to work with (unique VAERS_IDs)
93502 dropped in df_data due to no covid VAX_TYPE involved in the report
115611 dropped in df_vax due to no covid VAX_TYPE involved in the report
115038 dropped in df_syms due to no covid VAX_TYPE involved in the report
1463068 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
3846 SYMPTOM_TEXT field repeat sentences deduped in 533 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1531827 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1531827 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-11-11_VAERS_CONSOLIDATED.csv
Consolidation of 2022-11-11 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1463068 rows in df_vax_flat
Merging DATA into VAX flattened
1463068 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-11-11_VAERS_FLATTENED.csv
1463068 rows in vaers_flattened/2022-11-11_VAERS_FLATTENED.csv
Flattening of 2022-11-11 done
Using flat 2022-11-04 already in memory, 1458322 rows
Using flat 2022-11-11 already in memory, 1463068 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-11-04 already in memory
Comparing
2022-11-04 v. 2022-11-11
1463068 this drop total covid
1458322 previous total covid
981882 identical set aside
481186 this drop to work with
476440 previous to work with
4746 difference
4796 new in 2022-11-11
101 delayed this week
151 deleted this week kept
0 restored this week
Column value changes
262 ALLERGIES blanked out, noting in bulk, omitting their VAERS_IDs
ALLERGIES 262 rows with 6932 total bytes MADE BLANK <> []
CAGE_YR 2091830 [] <> 75.0
45683 CUR_ILL blanked out, noting in bulk, omitting their VAERS_IDs
CUR_ILL 45683 rows with 2479119 total bytes MADE BLANK <> []
187640 HISTORY blanked out, noting in bulk, omitting their VAERS_IDs
HISTORY 187640 rows with 20704413 total bytes MADE BLANK <> []
HISTORY 1682609 CMS/HCC <> HCC
288093 LAB_DATA blanked out, noting in bulk, omitting their VAERS_IDs
LAB_DATA 288093 rows with 84979759 total bytes MADE BLANK <> []
LAB_DATA 1682609 3301524308 3301435000 3301435030 3301434990 <>
OTHER_MEDS 1483131 [] <> ENTRESTO
OTHER_MEDS 1711334 [] <> POLYETHYLENE GLYCOL COMPOUND
OTHER_MEDS 1370499 <> TYVASO TREPROSTINIL
OTHER_MEDS 1652650 [] <> Xeljanz
476230 SPLTTYPE blanked out, noting in bulk, omitting their VAERS_IDs
SPLTTYPE 476230 rows with 11207732 total bytes MADE BLANK <> []
2 SPLTTYPE [] <> vsafe [2472876, 2494142]
SPLTTYPE 2487324 vasfe <> vsafe
STATE 1947031 [] <> FR
476230 SYMPTOM_TEXT blanked out, noting in bulk, omitting their VAERS_IDs
SYMPTOM_TEXT 476230 rows with 893722036 total bytes MADE BLANK <> []
SYMPTOM_TEXT 1447283 COVAES <> RA
SYMPTOM_TEXT 1398172 Pfizer nurse <> a
SYMPTOM_TEXT 2056799 159558 <>
SYMPTOM_TEXT 1713078 United Kingdom in States <> other country here elsewhere
SYMPTOM_TEXT 1721914 NDC <>
SYMPTOM_TEXT 1721477 product quality complaint:90000193687 <> RA:90000193687
SYMPTOM_TEXT 1730170 African American and not Hispanic or Latino product quality complaint:90000194167 <> regulatory authority:90000194167
SYMPTOM_TEXT 1489533 product quality complaint:90000186307 <> RA:90000186307
SYMPTOM_TEXT 1439552 Product quality complaint <> RA
SYMPTOM_TEXT 1375178 Agency <>
SYMPTOM_TEXT 1712493 COVAX Support <>
SYMPTOM_TEXT 1682609 CMS/HCC <> HCC
SYMPTOM_TEXT 1652964 EST USMI PR#2166190 <> MI
SYMPTOM_TEXT 1477405 general <>
SYMPTOM_TEXT 1707169 Fever/Feber <> Fever/Fever
SYMPTOM_TEXT 1488864 COVID-19 Vaccine Adverse Event Reporting System COVAES <> the regulatory authority
SYMPTOM_TEXT 1412020 Pfizer <>
SYMPTOM_TEXT 1240494 hell <> heck
SYMPTOM_TEXT 1485966 African American <>
SYMPTOM_TEXT 1249199 Hispanic or Latino <>
SYMPTOM_TEXT 1511488 Xinying Xinyi LMD <> local HCF
SYMPTOM_TEXT 1393769 PRIVACY <>
SYMPTOM_TEXT 1463944 from a Pfizer Colleague Safety is colleague who PRIVACY <>
SYMPTOM_TEXT 1807406 hispanic or latino and Asian female <>
SYMPTOM_TEXT 1462093 08/12/2008 08/12/2009 <>
SYMPTOM_TEXT 1791055 from AbbVie <>
SYMPTOM_TEXT 1631054 White Caucasian not Hispanic or Latino female patient <>
SYMPTOM_TEXT 1253986 white Not Hispanic or Latino <>
SYMPTOM_TEXT 1536702 Caucasian <>
SYMPTOM_TEXT 1790037 white <>
SYMPTOM_TEXT 1691336 product quality complaint <> RA
SYMPTOM_TEXT 1789882 quality complaint <> ra
SYMPTOM_TEXT 1445386 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1482618 Good Morning America <> a television program
SYMPTOM_TEXT 1387059 Pharmaceuticals and Medical Devices Agency PMDA <> RA
SYMPTOM_TEXT 1329770 Swissmedic Swiss Zona <>
SYMPTOM_TEXT 1789938 quality complaint <> RA
SYMPTOM_TEXT 1493205 TB <>
SYMPTOM_TEXT 1725514 Research Development LLC <>
SYMPTOM_TEXT 1725474 from Gilead Sciences Inc gilead <> regulatory authority
SYMPTOM_TEXT 1508849 of option 3 <>
SYMPTOM_TEXT 1509010 states <> locations
SYMPTOM_TEXT 1810420 This patient is Hispanic <>
SYMPTOM_TEXT 1004620 OSH <>
SYMPTOM_TEXT 1380283 COVAES <>
SYMPTOM_TEXT 1661295 PMI DSU <>
VAX_DOSE_SERIES 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 2467483 5 <> 1|5
VAX_DOSE_SERIES 2091830 2|1 <> 2
VAX_DOSE_SERIES 1711334 2|2 <> 2
VAX_DOSE_SERIES 1370499 2|UNK <> 2
VAX_DOSE_SERIES 2491253 1|4 <> 4|1
2 VAX_DOSE_SERIES UNK|UNK <> UNK [1483131, 1652650]
VAX_LOT 2 cells of trivial non-letter differences ignored
VAX_LOT 1370499 |2101911 <> []
VAX_LOT 1652650 |DY4552 <> []
VAX_LOT 2491408 | <> 049D22A|UJ882AB
VAX_LOT 2467483 6M9694 <> 346342|6M9694
VAX_LOT 2091830 EN2613|EN6202 <> EN2613
VAX_LOT 2495039 [] <> GH9702
VAX_LOT 2493501 GH97>3 <> GH9703
VAX_LOT 2491253 GT5342 <> GT5342|UJ924AC
VAX_MANU 2467483 Pfizer-BionT <> Seqirus|Pfizer-BionT
VAX_MANU 2091830 Pfizer-BionT|Pfizer-BionT <> Pfizer-BionT
4 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1370499, 1483131, 1652650, 1711334]
VAX_MANU 2491408 Sanofi|Moderna <> Moderna|Sanofi
VAX_MANU 2491253 Sanofi|Pfizer-BionT <> Pfizer-BionT|Sanofi
VAX_NAME 2467483 C19 <> Flu SEASONAL FLUAD QUADRIVALENT|C19
VAX_NAME 2091830 C19 Pfizer-BionT|C19 Pfizer-BionT <> C19 Pfizer-BionT
4 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1370499, 1483131, 1652650, 1711334]
VAX_NAME 2491408 Flu QUADRIVALENT|C19 BIVALENT <> C19 BIVALENT|Flu QUADRIVALENT
VAX_NAME 2491253 Flu QUADRIVALENT|C19 Pfizer-BionT <> C19 Pfizer-BionT|Flu QUADRIVALENT
VAX_ROUTE 2 cells of trivial non-letter differences ignored
2 VAX_ROUTE |OT <> [] [1370499, 1652650]
VAX_ROUTE 2467483 IM <> IM|IM
VAX_ROUTE 2091830 SC|SC <> SC
VAX_SITE 5 cells of trivial non-letter differences ignored
VAX_SITE 2467483 LA <> RA|LA
VAX_SITE 2491408 LA|RA <> RA|LA
VAX_TYPE 2467483 COVID19 <> FLUA4|COVID19
VAX_TYPE 2091830 COVID19|COVID19 <> COVID19
4 VAX_TYPE COVID19|UNK <> COVID19 [1370499, 1483131, 1652650, 1711334]
2 VAX_TYPE FLU4|COVID19-2 <> COVID19-2|FLU4 [2491253, 2491408]
V_ADMINBY 1947031 MIL <> UNK
17 columns altered
501077 modified reports on 2022-11-11
Writing ... vaers_changes/2022-11-11_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 46, 'VAX_LOT': 8, 'VAX_NAME': 8, 'VAX_MANU': 8, 'VAX_TYPE': 8, 'VAX_DOSE_SERIES': 7, 'OTHER_MEDS': 4, 'VAX_ROUTE': 4, 'SPLTTYPE': 3, 'VAX_SITE': 2, 'LAB_DATA': 1, 'V_ADMINBY': 1, 'HISTORY': 1, 'STATE': 1, 'CAGE_YR': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'symptom_entries': 0}
This week
101 delayed/late/gapfill
151 deleted
0 restored
10 cell edits trivial not printed
103 cell edits significant
1474142 cells emptied entirely
46 writeups changed
All time
538679 delayed/late/gapfill
24949 deleted
10 restored
29371688 cell edits trivial not printed
24911 cell edits significant
1475351 cells emptied entirely
5715 writeups changed
26495 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2505485, 2505486, 2505487, 2505488, 2505489, 2505490, 2505491, 2505492]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-11-18
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-11-18_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2511480
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2511476
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2511483
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2511480
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2511476
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2511483
4114 exact duplicates dropped in concatenated files, now 1841130 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2511480
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2511476
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2511483
133359 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1562295 reports to work with (unique VAERS_IDs)
94514 dropped in df_data due to no covid VAX_TYPE involved in the report
116748 dropped in df_vax due to no covid VAX_TYPE involved in the report
116242 dropped in df_syms due to no covid VAX_TYPE involved in the report
1467781 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
2621 SYMPTOM_TEXT field repeat sentences deduped in 398 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1537104 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1537104 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-11-18_VAERS_CONSOLIDATED.csv
Consolidation of 2022-11-18 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1467781 rows in df_vax_flat
Merging DATA into VAX flattened
1467781 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-11-18_VAERS_FLATTENED.csv
1467781 rows in vaers_flattened/2022-11-18_VAERS_FLATTENED.csv
Flattening of 2022-11-18 done
Using flat 2022-11-11 already in memory, 1463068 rows
Using flat 2022-11-18 already in memory, 1467781 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-11-11 already in memory
Comparing
2022-11-11 v. 2022-11-18
1467781 this drop total covid
1463068 previous total covid
1463021 identical set aside
4760 this drop to work with
47 previous to work with
4713 difference
4646 new in 2022-11-18
100 delayed this week
33 deleted this week kept
0 restored this week
Column value changes
OTHER_MEDS 1442743 [] <> PARIET
OTHER_MEDS 1294712 <> TYVASO
SYMPTOM_TEXT 2504528 military <> employment
SYMPTOM_TEXT 1514340 translation <> source document has been requested
SYMPTOM_TEXT 1713061 CVS <> pharmacy
SYMPTOM_TEXT 1439260 COVAES <> self reporting program
SYMPTOM_TEXT 1390457 Pfizer <>
SYMPTOM_TEXT 1514337 after translation <>
SYMPTOM_TEXT 1810999 Accredo <>
SYMPTOM_TEXT 1774513 COVAX US support <>
SYMPTOM_TEXT 1423956 via COVAES <>
SYMPTOM_TEXT 1514343 translation <> documentation
SYMPTOM_TEXT 1476565 Ministry Health <> local
SYMPTOM_TEXT 1425760 Pfizer Biontech for BNT162B2 <> the company
2 VAX_DOSE_SERIES UNK|UNK <> UNK [1294712, 1442743]
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 1294712 |2101911 <> []
VAX_MANU 1442743 Janssen|Unknown <> Janssen
VAX_MANU 1294712 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_NAME 1442743 C19 Janssen|Not Specified NO BRAND NAME <> C19 Janssen
VAX_NAME 1294712 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 1294712 |OT <> []
VAX_SITE 2 cells of trivial non-letter differences ignored
2 VAX_TYPE COVID19|UNK <> COVID19 [1294712, 1442743]
9 columns altered
24953 modified reports on 2022-11-18
Writing ... vaers_changes/2022-11-18_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 12, 'VAX_DOSE_SERIES': 2, 'VAX_NAME': 2, 'VAX_MANU': 2, 'VAX_TYPE': 2, 'OTHER_MEDS': 2, 'VAX_LOT': 1, 'VAX_ROUTE': 1, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'HISTORY': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'symptom_entries': 0}
This week
100 delayed/late/gapfill
33 deleted
0 restored
4 cell edits trivial not printed
24 cell edits significant
2 cells emptied entirely
12 writeups changed
All time
538779 delayed/late/gapfill
24982 deleted
10 restored
29371692 cell edits trivial not printed
24935 cell edits significant
1475353 cells emptied entirely
5727 writeups changed
26724 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2511459, 2511462, 2511463, 2511467, 2511470, 2511473, 2511481, 2511482]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-11-25
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-11-25_VAERS_CSV.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2515133
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2516597
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2516516
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2515133
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2516597
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2516516
4125 exact duplicates dropped in concatenated files, now 1846131 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2515133
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2516597
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2516516
133359 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1566756 reports to work with (unique VAERS_IDs)
95199 dropped in df_data due to no covid VAX_TYPE involved in the report
117580 dropped in df_vax due to no covid VAX_TYPE involved in the report
117132 dropped in df_syms due to no covid VAX_TYPE involved in the report
1471557 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
2922 SYMPTOM_TEXT field repeat sentences deduped in 391 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1541273 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1541273 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-11-25_VAERS_CONSOLIDATED.csv
Consolidation of 2022-11-25 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1471557 rows in df_vax_flat
Merging DATA into VAX flattened
1471557 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-11-25_VAERS_FLATTENED.csv
1471557 rows in vaers_flattened/2022-11-25_VAERS_FLATTENED.csv
Flattening of 2022-11-25 done Using flat 2022-11-18 already in memory, 1467781 rows Using flat 2022-11-25 already in memory, 1471557 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-11-18 already in memory
Comparing
2022-11-18 v. 2022-11-25
1471557 this drop total covid
1467781 previous total covid
1467675 identical set aside
3882 this drop to work with
106 previous to work with
3776 difference
3394 new in 2022-11-25
442 delayed this week
60 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2511084 [] <> 62.0
DIED 1665441 [] <> Y
HISTORY 1 cell of trivial non-letter differences ignored
HISTORY 2509496 eczema <> []
LAB_DATA 1525563 alterazioni rialzata <>
OTHER_MEDS 1820584 [] <> ALEVE
OTHER_MEDS 2511084 <> 320/10mg 60mg
PRIOR_VAX 1 cell of trivial non-letter differences ignored
RPT_DATE 1 cell of trivial non-letter differences ignored
SPLTTYPE 2509496 WAES99050384 <> []
STATE 2509496 OR <> KS
SYMPTOM_TEXT 1751725 subject <>
SYMPTOM_TEXT 1677076 product quality complaint PQC <> regulatory authority
SYMPTOM_TEXT 1842213 from Kidney International 2021 Vol 100 Pgs 944-945 entitled with and after COVID-19 vaccination <>
SYMPTOM_TEXT 1507345 Privacy <>
SYMPTOM_TEXT 2509496 Approximately 2 weeks post vax the pt developed two spots at the injection site Each spot was the size of two pencil erasers put together The physician felt that the spots at the injection site were related to therapy with varicella virus vaccine live <> About a day after being vaccinated he devoloped SOB He continued to worsen and was seen at urgent care on 10/10/22 He was provided medication unknown but continued to worsen so saw his PCP on 10/20 Dr gave Rx Methylprednisilone and Trelegy Ellipta on 10/20 He continued to worsen and went to ER on 10/23/22 where he was diagnosed with ILD He is currently in ICU and not expected to survive It had reportedly been mentioned to the family that vaccination could have precipitated this event He also received influenza vaccine on 9/28 at same pharmacy but family did not have vaccine info
SYMPTOM_TEXT 1832476 Labor Day <> holiday
SYMPTOM_TEXT 1857092 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1770414 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1789952 Product Quality Complaint <> regulatory authority
SYMPTOM_TEXT 1634849 white Not Hispanic Latino <>
SYMPTOM_TEXT 2511084 occurring <> occuring
SYMPTOM_TEXT 1249220 White Hispanic or Latino WHO <>
SYMPTOM_TEXT 1507462 Pharmaceuticals <> regulatory authority
SYMPTOM_TEXT 1548822 Unterschenkel Streckseiten beidseits unauff llig <>
SYMPTOM_TEXT 1491084 Swiss monograph American and European monographs Allen et al <> Health Authority Authorities authors
SYMPTOM_TEXT 2090936 005570 <>
SYMPTOM_TEXT 1791193 RXPathways <>
SYMPTOM_TEXT 1789865 product quality complaint <> REGULATORY AUTHORITY
SYMPTOM_TEXT 1525563 Myokarditis alterazioni rialzata <>
SYMPTOM_TEXT 1863951 PI <>
SYMPTOM_TEXT 1711800 FCI/SI/OffCI GMT GMT-4:00 US06 <> 4:00
SYMPTOM_TEXT 1260640 COVAES <>
SYMPTOM_TEXT 1737102 TennIIS <> database
SYMPTOM_TEXT 1525544 Perimyokarditis Allergien:Keine--Nierenleiden:Nein--Leberleiden:Nein--Anderes:Anaplastisches Astrozytom Anaplastisches seriousness <> MYOCARDITIS(seriousness
SYMPTOM_TEXT 1525529 Perimyokarditis COVID-Impfung mit Schnelltest <> COVID
SYMPTOM_TEXT 1711741 AbbVie's DI Ra <> Company's
SYMPTOM_TEXT 1789980 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1839423 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1770409 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1883974 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1533697 RSI <> index
SYMPTOM_TEXT 1459221 AbbVie Inc AbbVie's <> Compay Company's
SYMPTOM_TEXT 1810547 to the Institute of Health <>
SYMPTOM_TEXT 1665441 key west <>
SYMPTOM_TEXT 1935053 005570 <>
SYMPTOM_TEXT 1517651 Med safe <> regulatory authority
SYMPTOM_TEXT 1422701 COVID-19 Adverse Event Self-Reporting Solution COVAES <> the regulatory authority
SYMPTOM_TEXT 1523519 ecz ma dyshidrosique <>
SYMPTOM_TEXT 1353531 Arabian <>
SYMPTOM_TEXT 1646560 brown <> dark
SYMPTOM_TEXT 1401697 E2B <>
SYMPTOM_TEXT 1420940 COVAES <> agency
SYMPTOM_TEXT 1647970 COVAX US <>
SYMPTOM_TEXT 1767333 AbbVie Inc FACILITATED COLLECT <> Company
SYMPTOM_TEXT 1517993 on 30Apr2021 <>
TODAYS_DATE 2509496 [] <> 11/16/2022
VAX_DOSE_SERIES 2511084 1|1 <> 1
VAX_DOSE_SERIES 1820584 UNK|3 <> 3
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 2511084 | <> GZ19693
VAX_MANU 2511084 Pfizer-BionT|Seqirus <> Pfizer-BionT
VAX_MANU 1820584 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 2511084 C19 Pfizer-BionT|Flu SEASONAL FLUAD QUADRIVALENT <> C19 Pfizer-BionT
VAX_NAME 1820584 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 2511084 SYR|UN <> SYR
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_SITE 2511084 LA|LA <> LA
VAX_TYPE 2511084 COVID19-2|FLUA4 <> COVID19-2
VAX_TYPE 1820584 UNK|COVID19 <> COVID19
symptom_entries 2511084 [] <> _|_Dizziness_|_Fatigue_|_Headache_|_Insomnia_|_Malaise_|_
19 columns altered
25018 modified reports on 2022-11-25
Writing ... vaers_changes/2022-11-25_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 45, 'VAX_DOSE_SERIES': 2, 'VAX_NAME': 2, 'VAX_MANU': 2, 'VAX_TYPE': 2, 'OTHER_MEDS': 2, 'LAB_DATA': 1, 'TODAYS_DATE': 1, 'VAX_LOT': 1, 'VAX_SITE': 1, 'AGE_YRS': 1, 'HISTORY': 1, 'STATE': 1, 'SPLTTYPE': 1, 'DIED': 1, 'VAX_ROUTE': 1, 'symptom_entries': 1, 'ONSET_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'BIRTH_DEFECT': 0, 'CAGE_YR': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
442 delayed/late/gapfill
60 deleted
0 restored
6 cell edits trivial not printed
66 cell edits significant
2 cells emptied entirely
45 writeups changed
All time
539221 delayed/late/gapfill
25042 deleted
10 restored
29371698 cell edits trivial not printed
25001 cell edits significant
1475355 cells emptied entirely
5772 writeups changed
27312 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2516589, 2516590, 2516591, 2516592, 2516593, 2516594, 2516595, 2516596]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-12-02
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-12-02_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2521744
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2521634
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2521579
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2521744
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2521634
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2521579
4157 exact duplicates dropped in concatenated files, now 1852539 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2521744
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2521634
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2521579
133359 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1572388 reports to work with (unique VAERS_IDs)
96161 dropped in df_data due to no covid VAX_TYPE involved in the report
118731 dropped in df_vax due to no covid VAX_TYPE involved in the report
118361 dropped in df_syms due to no covid VAX_TYPE involved in the report
1476227 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
3335 SYMPTOM_TEXT field repeat sentences deduped in 478 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1546530 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1546530 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-12-02_VAERS_CONSOLIDATED.csv
Consolidation of 2022-12-02 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1476227 rows in df_vax_flat
Merging DATA into VAX flattened
1476227 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-12-02_VAERS_FLATTENED.csv
1476227 rows in vaers_flattened/2022-12-02_VAERS_FLATTENED.csv
Flattening of 2022-12-02 done Using flat 2022-11-25 already in memory, 1471557 rows Using flat 2022-12-02 already in memory, 1476227 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-11-25 already in memory
Comparing
2022-11-25 v. 2022-12-02
1476227 this drop total covid
1471557 previous total covid
1471396 identical set aside
4831 this drop to work with
161 previous to work with
4670 difference
4391 new in 2022-12-02
385 delayed this week
106 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1525535 OAK mit bei inferiorer und lateroapikaler Hypokinesie erh hter sPAP py Verkalkte Pleuraplaques beidseits apikal <>
HISTORY 1262422 RJjemba ZColburn <>
LAB_DATA 1531428 Cholesterin <> Cholesterol
LAB_DATA 1525535 Offene hirnversorgende Gef sse subkortikal parietale und okzipitale fris <>
OTHER_MEDS 1684017 TOPROL <> TOPROL, MOTRIN [IBUPROFEN]
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1456837 Myo-)Perikarditis Fieber bis der linke Arm geschwollen <> fever up left arm swollen Fever
SYMPTOM_TEXT 1427289 hell <> heck
SYMPTOM_TEXT 1995561 159558 <>
SYMPTOM_TEXT 1892681 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1995413 159558 <>
SYMPTOM_TEXT 1823556 Support <>
SYMPTOM_TEXT 1848145 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1800223 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1824823 white <>
SYMPTOM_TEXT 1642964 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1899236 product quality complaint:90000203429 <> regulatory authority:90000203429
SYMPTOM_TEXT 1525535 OAK mit bei inferiorer und lateroapikaler Hypokinesie erh hter sPAP py Verkalkte Pleuraplaques beidseits apikal offene hirnversorgende gef sse Offene Gef subkortikal parietale okzipitale fris mRNA event-1273 <> mRNA-1273
SYMPTOM_TEXT 1789859 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1684017 COVAX US <>
SYMPTOM_TEXT 1904660 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1713017 PRD/SRD <>
SYMPTOM_TEXT 1947116 in the Airforce reserve invested med which intramilitary PHA as a <> promoted hired physical
SYMPTOM_TEXT 1634845 Centers for Disease Control and Prevention <>
SYMPTOM_TEXT 1703548 to Brazil <>
SYMPTOM_TEXT 1961564 On 22Nov2021 <>
SYMPTOM_TEXT 1525555 Myokarditis <>
SYMPTOM_TEXT 1872271 XELSOURCE <>
SYMPTOM_TEXT 1995513 Registered as per EST US v14.0 <>
SYMPTOM_TEXT 1331836 military <>
SYMPTOM_TEXT 1879776 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1887640 twitter <> social media
SYMPTOM_TEXT 1739947 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1441762 MOH <>
SYMPTOM_TEXT 1161272 aspirinite <> aspirin
SYMPTOM_TEXT 1531428 Kreatinin das SARS-CoV-2-Virus verursachten Coronavirus-2019-Erkrankung LLT <> creatinine
SYMPTOM_TEXT 1789977 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1416423 mixed race Hispanic or Latino <>
SYMPTOM_TEXT 1872639 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1525561 Thoraxschmerzen perimyokarditis ritmo sinusales normocardico in posizione destr <>
SYMPTOM_TEXT 2508313 04/05/2012 <>
SYMPTOM_TEXT 1517652 Med safe <> regulatory authority
3 SYMPTOM_TEXT Medsafe <> regulatory authority [1517647, 1517648, 1517649]
SYMPTOM_TEXT 1517650 Medsafe <> regulatory authority
SYMPTOM_TEXT 1517653 Medsafe <> Regulatory authority
SYMPTOM_TEXT 2018249 004756 159558 <>
SYMPTOM_TEXT 1791066 FACILITATED COLLECT AbbVie <> Company
SYMPTOM_TEXT 1373742 sloan kettering <> medical facility
SYMPTOM_TEXT 1652882 military CISA officer <> PRIVATE
SYMPTOM_TEXT 1496585 COVAES <>
SYMPTOM_TEXT 1504446 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
SYMPTOM_TEXT 1517338 Medical Devices Agency.The <> Regulatory Authority The
VAX_DOSE_SERIES 1684017 2|UNK <> 2
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_MANU 1684017 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_NAME 1684017 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_TYPE 1684017 COVID19|UNK <> COVID19
symptom_entries 2474414 _|_Product use issue_|_ <>
symptom_entries 2463169 _|_Extra dose administered_|_ <>
symptom_entries 2463215 _|_Extra dose administered_|_ <>
symptom_entries 2463160 _|_Extra dose administered_|_ <>
symptom_entries 2459810 _|_Incorrect product formulation administered_|_ <>
13 columns altered
25087 modified reports on 2022-12-02
Writing ... vaers_changes/2022-12-02_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 48, 'symptom_entries': 5, 'LAB_DATA': 2, 'VAX_DOSE_SERIES': 1, 'HISTORY': 1, 'VAX_NAME': 1, 'VAX_MANU': 1, 'VAX_TYPE': 1, 'CUR_ILL': 1, 'OTHER_MEDS': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'VAX_LOT': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'VAX_ROUTE': 0}
This week
385 delayed/late/gapfill
106 deleted
0 restored
4 cell edits trivial not printed
62 cell edits significant
0 cells emptied entirely
48 writeups changed
All time
539606 delayed/late/gapfill
25148 deleted
10 restored
29371702 cell edits trivial not printed
25063 cell edits significant
1475355 cells emptied entirely
5820 writeups changed
26718 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2521734, 2521735, 2521736, 2521737, 2521739, 2521741, 2521742, 2521743]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-12-09
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-12-09_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2527585
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2527568
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2527477
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2527585
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2527568
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2527477
4212 exact duplicates dropped in concatenated files, now 1859142 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2527585
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2527568
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2527477
133359 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1578145 reports to work with (unique VAERS_IDs)
96920 dropped in df_data due to no covid VAX_TYPE involved in the report
119670 dropped in df_vax due to no covid VAX_TYPE involved in the report
119293 dropped in df_syms due to no covid VAX_TYPE involved in the report
1481225 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
3107 SYMPTOM_TEXT field repeat sentences deduped in 436 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1552194 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1552194 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-12-09_VAERS_CONSOLIDATED.csv
Consolidation of 2022-12-09 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1481225 rows in df_vax_flat
Merging DATA into VAX flattened
1481225 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-12-09_VAERS_FLATTENED.csv
1481225 rows in vaers_flattened/2022-12-09_VAERS_FLATTENED.csv
Flattening of 2022-12-09 done
Using flat 2022-12-02 already in memory, 1476227 rows
Using flat 2022-12-09 already in memory, 1481225 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-12-02 already in memory
Comparing
2022-12-02 v. 2022-12-09
1481225 this drop total covid
1476227 previous total covid
1476126 identical set aside
5099 this drop to work with
101 previous to work with
4998 difference
4862 new in 2022-12-09
222 delayed this week
86 deleted this week kept
0 restored this week
Column value changes
2 DIED [] <> Y [1376508, 1955128]
HISTORY 1271213 CMS/HCC <> HCC
OTHER_MEDS 1 cell of trivial non-letter differences ignored
OTHER_MEDS 1718499 [] <> HYDROXYCHLOROQUINE
SYMPTOM_TEXT 1842049 product quality complaint:90000200150 <> regulatory authority:90000200150
SYMPTOM_TEXT 1645547 as per EST <>
SYMPTOM_TEXT 1835521 Pain Aching in back Low grade fever neck Weak Tired Booster third dose <>
SYMPTOM_TEXT 1912222 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1791018 called Life Healing Center <>
SYMPTOM_TEXT 1453559 Llp-Biontech Se <> Biontech
SYMPTOM_TEXT 1752609 COVAX US Support <>
VAX_DOSE_SERIES 1718499 UNK|2 <> 2
VAX_DOSE_SERIES 2515271 2 <> 3
VAX_DOSE_SERIES 2515267 3 <> 4
VAX_DOSE_SERIES 2517490 4 <> UNK|4
VAX_LOT 2 cells of trivial non-letter differences ignored
VAX_MANU 2517490 Pfizer-BionT <> Sanofi|Pfizer-BionT
VAX_MANU 1718499 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 2517490 C19 <> Flu SEASONAL FLUZONE HIGH-DOSE QUADRIVALENT|C19
VAX_NAME 1718499 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 2517490 IM <> IM|IM
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_SITE 2517490 LA <> RA|LA
VAX_TYPE 2517490 COVID19-2 <> FLU4|COVID19-2
VAX_TYPE 1718499 UNK|COVID19 <> COVID19
11 columns altered
25153 modified reports on 2022-12-09
Writing ... vaers_changes/2022-12-09_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 7, 'VAX_DOSE_SERIES': 4, 'VAX_NAME': 2, 'DIED': 2, 'VAX_MANU': 2, 'VAX_TYPE': 2, 'VAX_SITE': 1, 'HISTORY': 1, 'OTHER_MEDS': 1, 'VAX_ROUTE': 1, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'VAX_LOT': 0, 'V_FUNDBY': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'symptom_entries': 0}
This week
222 delayed/late/gapfill
86 deleted
0 restored
5 cell edits trivial not printed
23 cell edits significant
0 cells emptied entirely
7 writeups changed
All time
539828 delayed/late/gapfill
25234 deleted
10 restored
29371707 cell edits trivial not printed
25086 cell edits significant
1475355 cells emptied entirely
5827 writeups changed
26715 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2527569, 2527570, 2527571, 2527572, 2527574, 2527575, 2527581, 2527582]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-12-16
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-12-16_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2534951
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2533913
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2534950
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2534951
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2533913
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2534950
4253 exact duplicates dropped in concatenated files, now 1863844 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2534951
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2533913
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2534950
133359 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1582234 reports to work with (unique VAERS_IDs)
97264 dropped in df_data due to no covid VAX_TYPE involved in the report
120154 dropped in df_vax due to no covid VAX_TYPE involved in the report
119956 dropped in df_syms due to no covid VAX_TYPE involved in the report
1484970 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
2221 SYMPTOM_TEXT field repeat sentences deduped in 337 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1556412 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1556412 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-12-16_VAERS_CONSOLIDATED.csv
Consolidation of 2022-12-16 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1484970 rows in df_vax_flat
Merging DATA into VAX flattened
1484970 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-12-16_VAERS_FLATTENED.csv
1484970 rows in vaers_flattened/2022-12-16_VAERS_FLATTENED.csv
Flattening of 2022-12-16 done
Using flat 2022-12-09 already in memory, 1481225 rows
Using flat 2022-12-16 already in memory, 1484970 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-12-09 already in memory
Comparing
2022-12-09 v. 2022-12-16
1484970 this drop total covid
1481225 previous total covid
1481130 identical set aside
3840 this drop to work with
95 previous to work with
3745 difference
3764 new in 2022-12-16
67 delayed this week
86 deleted this week kept
0 restored this week
Column value changes
DATEDIED 2509496 [] <> 11/18/2022
DIED 2509496 [] <> Y
HISTORY 1548821 segnalato reflusso data diagnosi esatta non nota trattato dal 10.12.2013 protesi anca destra <>
HISTORY 1354494 HCC <>
LAB_DATA 1256896 Dr <> Dr's
LAB_DATA 1251291 ProMedica <>
SYMPTOM_TEXT 1517525 Pfizer NCSP 002496 <>
SYMPTOM_TEXT 1801129 August 19th <>
SYMPTOM_TEXT 1548821 Thrombose der Arteria Basilaris segnalato reflusso data diagnosi esatta non nota trattato dal 10.12.2013 protesi anca destra translation <> information
SYMPTOM_TEXT 1365501 on 05/21/2021 <>
VAX_LOT 2517025 [] <> FL0007
6 columns altered
25233 modified reports on 2022-12-16
Writing ... vaers_changes/2022-12-16_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 4, 'LAB_DATA': 2, 'HISTORY': 2, 'VAX_LOT': 1, 'DIED': 1, 'DATEDIED': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'VAX_DOSE_SERIES': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'VAX_NAME': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'VAX_MANU': 0, 'VAX_TYPE': 0, 'CAGE_MO': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'OTHER_MEDS': 0, 'VAX_ROUTE': 0, 'symptom_entries': 0}
This week
67 delayed/late/gapfill
86 deleted
0 restored
0 cell edits trivial not printed
11 cell edits significant
0 cells emptied entirely
4 writeups changed
All time
539895 delayed/late/gapfill
25320 deleted
10 restored
29371707 cell edits trivial not printed
25097 cell edits significant
1475355 cells emptied entirely
5831 writeups changed
29906 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2534941, 2534942, 2534943, 2534944, 2534945, 2534946, 2534947, 2534948]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-12-23
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-12-23_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2540363
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2541574
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2541561
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2540363
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2541574
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2541561
4271 exact duplicates dropped in concatenated files, now 1870355 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2540363
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2541574
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2541561
133359 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1587738 reports to work with (unique VAERS_IDs)
97579 dropped in df_data due to no covid VAX_TYPE involved in the report
120506 dropped in df_vax due to no covid VAX_TYPE involved in the report
120377 dropped in df_syms due to no covid VAX_TYPE involved in the report
1490159 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
2902 SYMPTOM_TEXT field repeat sentences deduped in 471 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1562571 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1562571 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-12-23_VAERS_CONSOLIDATED.csv
Consolidation of 2022-12-23 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1490159 rows in df_vax_flat
Merging DATA into VAX flattened
1490159 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-12-23_VAERS_FLATTENED.csv
1490159 rows in vaers_flattened/2022-12-23_VAERS_FLATTENED.csv
Flattening of 2022-12-23 done
Using flat 2022-12-16 already in memory, 1484970 rows
Using flat 2022-12-23 already in memory, 1490159 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-12-16 already in memory
Comparing
2022-12-16 v. 2022-12-23
1490159 this drop total covid
1484970 previous total covid
1484775 identical set aside
5384 this drop to work with
195 previous to work with
5189 difference
5364 new in 2022-12-23
0 delayed this week
175 deleted this week kept
0 restored this week
Column value changes
LAB_DATA 1525224 negativa <>
OTHER_MEDS 1022040 <> IBUPROFEN
OTHER_MEDS 1811009 <> METHOCARBAMOL LOSARTAN
SYMPTOM_TEXT 1973964 product quality complaint PQC <> regulatory authority
SYMPTOM_TEXT 1489105 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
SYMPTOM_TEXT 1800968 AS 06/23/2009 IMMTRAC 10/23/2010 <> INCORRECTLY DIFFERENT
SYMPTOM_TEXT 1800920 AS 1/15/2009 1/15/2010 <> DIFFERNT DATE
SYMPTOM_TEXT 1944116 AS 6/23/2009 IN IMMTRAC 151318565 10/23/2010 <>
SYMPTOM_TEXT 1792372 Charmaine FB <> Patient
SYMPTOM_TEXT 1489267 Allpex Seegene <>
SYMPTOM_TEXT 1954116 product quality complaint <> regulatory authority
SYMPTOM_TEXT 2516623 <> Headache on
SYMPTOM_TEXT 1801218 AS 8/8/09 IS 8/27/2011 <> INCORRECT
SYMPTOM_TEXT 1525224 Perikarditis negativa <>
SYMPTOM_TEXT 1958145 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1441761 MOH <> the regulatory authority
SYMPTOM_TEXT 1839173 St Vincent's <> second
SYMPTOM_TEXT 1634483 Pharmaceuticals and Medical Devices Agency PMDA <> Regulatory Authority
SYMPTOM_TEXT 1517243 COVAES <>
VAX_DOSE_SERIES 1022040 UNK|1 <> 1
VAX_DOSE_SERIES 1811009 UNK|2 <> 2
VAX_DOSE_SERIES 2509496 UNK|UNK|UNK <> UNK|UNK
VAX_LOT 3 cells of trivial non-letter differences ignored
VAX_MANU 2509496 Unknown|Moderna|Seqirus <> Moderna|Seqirus
2 VAX_MANU Unknown|Pfizer-BionT <> Pfizer-BionT [1022040, 1811009]
VAX_NAME 2509496 Flu SEASONAL NO BRAND NAME|C19 <> C19
2 VAX_NAME Not Specified NO BRAND NAME|C19 <> C19 [1022040, 1811009]
VAX_ROUTE 3 cells of trivial non-letter differences ignored
VAX_SITE 3 cells of trivial non-letter differences ignored
VAX_TYPE 2509496 FLUX|COVID19-2|FLUA4 <> COVID19-2|FLUA4
2 VAX_TYPE UNK|COVID19 <> COVID19 [1022040, 1811009]
V_ADMINBY 2516623 MIL <> OTH
V_ADMINBY 2498922 UNK <> OTH
11 columns altered
25330 modified reports on 2022-12-23
Writing ... vaers_changes/2022-12-23_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 17, 'VAX_DOSE_SERIES': 3, 'VAX_NAME': 3, 'VAX_MANU': 3, 'VAX_TYPE': 3, 'V_ADMINBY': 2, 'OTHER_MEDS': 2, 'LAB_DATA': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'DISABLE': 0, 'VAX_LOT': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'HISTORY': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'VAX_ROUTE': 0, 'symptom_entries': 0}
This week
0 delayed/late/gapfill
175 deleted
0 restored
9 cell edits trivial not printed
34 cell edits significant
0 cells emptied entirely
17 writeups changed
All time
539895 delayed/late/gapfill
25495 deleted
10 restored
29371716 cell edits trivial not printed
25131 cell edits significant
1475355 cells emptied entirely
5848 writeups changed
30847 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2541548, 2541549, 2541552, 2541554, 2541556, 2541557, 2541559, 2541573]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2022-12-30
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2022-12-30_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2546681
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2546618
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2546601
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2546681
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2546618
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2546601
4281 exact duplicates dropped in concatenated files, now 1875462 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2546681
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2546618
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2546601
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1592298 reports to work with (unique VAERS_IDs)
97917 dropped in df_data due to no covid VAX_TYPE involved in the report
120908 dropped in df_vax due to no covid VAX_TYPE involved in the report
120765 dropped in df_syms due to no covid VAX_TYPE involved in the report
1494381 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
4488 SYMPTOM_TEXT field repeat sentences deduped in 661 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1567282 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1567282 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2022-12-30_VAERS_CONSOLIDATED.csv
Consolidation of 2022-12-30 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1494381 rows in df_vax_flat
Merging DATA into VAX flattened
1494381 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2022-12-30_VAERS_FLATTENED.csv
1494381 rows in vaers_flattened/2022-12-30_VAERS_FLATTENED.csv
Flattening of 2022-12-30 done
Using flat 2022-12-23 already in memory, 1490159 rows
Using flat 2022-12-30 already in memory, 1494381 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-12-23 already in memory
Comparing
2022-12-23 v. 2022-12-30
1494381 this drop total covid
1490159 previous total covid
1489931 identical set aside
4450 this drop to work with
228 previous to work with
4222 difference
4282 new in 2022-12-30
70 delayed this week
130 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2537939 78.0 <> 77.0
CAGE_YR 2537939 78.0 <> 77.0
CUR_ILL 1937850 Amyloidosis <> []
CUR_ILL 1329755 Atrioventricular block (2nd degree AV block ... ~352 more <> []
CUR_ILL 1245698 Blood pressure abnormal; HIV positive; Hypercholesterolemia; Schizophrenia <> []
CUR_ILL 1161721 Blood pressure high <> []
CUR_ILL 1937051 Cerebral infarction; Diabetes mellitus; Hypertension <> []
CUR_ILL 1879984 Cerebral vascular disturbance; COPD; Hyperlipidemia ... ~75 more <> []
CUR_ILL 1939292 Chronic venous insufficiency; Nonsmoker; Sideropenic anemia; Vertebrogenic pain syndrome <> []
CUR_ILL 1669670 Cystitis; Exercise regular (Marathon runner); Hypoferremia; Hypokalaemia; Nephritis; Nonsmoker <> []
CUR_ILL 1517371 Dyslipidaemia; Hepatitis C <> []
HISTORY 1541607 Comments: List of non-encoded Patient Relevant History: Patient Other Relevant History 1: no <> []
HISTORY 1893573 Comments: List of non-encoded Patient Relevant History: Patient Other Relevant History 1: none <> []
HISTORY 1329755 Comments: Nicotine use in the past. <> []
HISTORY 1962992 In August 2021, after truffle dinner, he ... ~442 more <> []
HISTORY 1628056 Medical History/Concurrent Conditions: Abstains ... ~72 more <> []
HISTORY 1447615 Medical History/Concurrent Conditions: Alcohol ... ~223 more <> []
HISTORY 1764498 Medical History/Concurrent Conditions: Allergic rhinitis <> []
HISTORY 1796581 Medical History/Concurrent Conditions: Allergy <> []
HISTORY 1655358 Medical History/Concurrent Conditions: Anaemic <> []
HISTORY 1879984 Medical History/Concurrent Conditions: Aneurysm ... ~158 more <> []
HISTORY 1517371 Medical History/Concurrent Conditions: Appendicitis ... ~61 more <> []
HISTORY 1946539 Medical History/Concurrent Conditions: Arterial ... ~161 more <> []
HISTORY 1245698 Medical History/Concurrent Conditions: Benign ... ~97 more <> []
HISTORY 1416167 Medical History/Concurrent Conditions: Blood pressure abnormal; Obesity <> []
HISTORY 1452140 Medical History/Concurrent Conditions: Bradycardia NOS; Hypertension arterial <> []
2 HISTORY Medical History/Concurrent Conditions: COVID-19 <> [] [1312283, 1660815]
HISTORY 1937183 Medical History/Concurrent Conditions: COVID-19 (unspecified if ongoing) <> []
HISTORY 1504276 Medical History/Concurrent Conditions: Colon cancer; Coronary stent placement; Hypertension <> []
HISTORY 941174 Medical History/Concurrent Conditions: Dementia; Urinary tract infection <> []
HISTORY 1504277 Medical History/Concurrent Conditions: Diabetes; Diverticulitis <> []
HISTORY 1946358 Medical History/Concurrent Conditions: Eating disorder; Psychosomatic disease <> []
HISTORY 1705416 Medical History/Concurrent Conditions: Exercise adequate <> []
HISTORY 1513251 Medical History/Concurrent Conditions: Migraine <> []
HISTORY 1073452 Medical History/Concurrent Conditions: Parkinson's disease (on Parkinson medications) <> []
HISTORY 1268561 Medical History/Concurrent Conditions: RA; Varicella <> []
HISTORY 1743108 Medical History/Concurrent Conditions: White blood cell increased. <> []
LAB_DATA 1962992 No additional tests/ relevant data supplied. <> []
LAB_DATA 941174 Test Date: 20201226; Test Name: blood pressure ... ~362 more <> []
LAB_DATA 1093276 Test Date: 20210129; Test Name: ALT (GPT ... ~497 more <> []
LAB_DATA 1329755 Test Date: 20210218; Test Name: CT chest ... ~640 more <> []
LAB_DATA 1517371 Test Date: 20210328; Test Name: APTT ratio ... ~4255 more <> []
LAB_DATA 1245698 Test Date: 20210330; Test Name: ALT-AST; ... ~885 more <> []
LAB_DATA 1504277 Test Date: 20210412; Test Name: Body temperature ... ~73 more <> []
LAB_DATA 1312283 Test Date: 20210419; Test Name: APTT; Result ... ~1148 more <> []
LAB_DATA 1504276 Test Date: 20210424; Test Name: Rapid diagnostic test; Test Result: Negative ; Comments: Nasal Swab <> []
LAB_DATA 1447615 Test Date: 20210526; Test Name: Activated ... ~5202 more <> []
LAB_DATA 1628056 Test Date: 20210623; Test Name: ANAs; Test ... ~3497 more <> []
LAB_DATA 1669670 Test Date: 20210625; Test Name: Bllod pressure ... ~143 more <> []
LAB_DATA 1764498 Test Date: 20210626; Test Name: Pcr; Result ... ~65 more <> []
LAB_DATA 1513251 Test Date: 20210705; Test Name: Sars-CoV-2 PCR test; Test Result: Positive ; Comments: Nasal Swab <> []
LAB_DATA 1664460 Test Date: 20210728; Test Name: high blood ... ~93 more <> []
LAB_DATA 1699254 Test Date: 20210802; Test Name: PCR; Test Result: Positive; Comments: Nasal Swab. <> []
LAB_DATA 1743108 Test Date: 20210804; Test Name: body temperature ... ~82 more <> []
LAB_DATA 1625762 Test Date: 20210808; Test Name: Body temperature ... ~341 more <> []
LAB_DATA 1623218 Test Date: 20210809; Test Name: antibody ... ~75 more <> []
LAB_DATA 1943357 Test Date: 20210906; Test Name: COVID-19 ... ~113 more <> []
LAB_DATA 1944717 Test Date: 20210908; Test Name: COVID-19 ... ~113 more <> []
2 LAB_DATA Test Date: 20210908; Test Name: COVID-19 ... ~113 more <> [] [1944690, 1944796]
LAB_DATA 1944710 Test Date: 20210911; Test Name: COVID-19 ... ~107 more <> []
LAB_DATA 1893573 Test Date: 20210927; Test Name: COVID-19 ... ~113 more <> []
LAB_DATA 1905203 Test Date: 20210930; Test Name: COVID-19 ... ~113 more <> []
LAB_DATA 1905253 Test Date: 20211002; Test Name: COVID-19 ... ~107 more <> []
LAB_DATA 1940367 Test Date: 20211010; Test Name: CT value: 23; Test Result: Positive ; Comments: CT value: 23 <> []
LAB_DATA 1934423 Test Date: 20211011; Test Name: Brain CT ... ~322 more <> []
LAB_DATA 1946352 Test Date: 20211014; Test Name: Blood pressure ... ~760 more <> []
LAB_DATA 1937051 Test Date: 20211023; Test Name: SARS-CoV-2 PCR test; Test Result: Positive <> []
LAB_DATA 1903351 Test Date: 20211025; Test Name: Body temperature ... ~163 more <> []
LAB_DATA 1946566 Test Date: 20211106; Test Name: COVID-19 ... ~81 more <> []
LAB_DATA 1931114 Test Date: 20211108; Test Name: EKG; Result ... ~79 more <> []
LAB_DATA 1946540 Test Date: 20211122; Test Name: COVID-19 ... ~208 more <> []
LAB_DATA 1934232 Test Date: 20211123; Test Name: Positive ... ~104 more <> []
LAB_DATA 2016581 Test Date: 20211207; Test Name: bLOOD PRESSURE ... ~236 more <> []
LAB_DATA 1939292 Test Date: 2021; Test Name: Body temperature ... ~134 more <> []
LAB_DATA 1268561 Test Date: 2021; Test Name: eye examination ... ~158 more <> []
LAB_DATA 2080019 Test Date: 20220119; Test Name: antigen ... ~168 more <> []
LAB_DATA 2309135 Test Date: 202201; Test Name: antibody test ... ~975 more <> []
LAB_DATA 1416167 Test Name: Blood pressure; Result Unstructured ... ~107 more <> []
LAB_DATA 1946495 Test Name: Blood test; Result Unstructured ... ~107 more <> []
LAB_DATA 2304820 Test Name: Body temperature; Result Unstructured ... ~863 more <> []
LAB_DATA 1908674 Test Name: CRP; Result Unstructured Data ... ~210 more <> []
LAB_DATA 1705417 Test Name: Creatinine; Result Unstructured ... ~1371 more <> []
LAB_DATA 1073452 Test Name: Nasal Swab; Test Result: Positive <> []
LAB_DATA 1937183 Test Name: SARS-CoV-2 PCR test; Test Result: Positive <> []
LAB_DATA 1946344 Test Name: allergological examination; Result Unstructured Data: Test Result:unknown <> []
LAB_DATA 1452140 Test Name: cholesterol; Result Unstructured ... ~921 more <> []
LAB_DATA 1937850 Test Name: serum albumin; Result Unstructured ... ~401 more <> []
NUMDAYS 2537939 212.0 <> 485.0
SPLTTYPE 1636092 ?NOMODERNATX, INC.MOD2021 <> []
SPLTTYPE 1669670 AUMODERNATX, INC.MOD20213 <> []
SPLTTYPE 1350153 AUPFIZER INC2021536563 <> []
SPLTTYPE 1764498 AZPFIZER INC202101259262 <> []
SPLTTYPE 1245698 CAPFIZER INC2021400086 <> []
SPLTTYPE 1389579 CHMODERNATX, INC.MOD20212 <> []
SPLTTYPE 1513251 CHPFIZER INC202100939292 <> []
SPLTTYPE 1623218 CHPFIZER INC202101021866 <> []
SPLTTYPE 941174 CHPFIZER INC2021017201 <> []
SPLTTYPE 2080019 CHPFIZER INC202200098585 <> []
SPLTTYPE 1329755 CHSM202114131 <> []
SPLTTYPE 1628056 COPFIZER INC202101023212 <> []
SPLTTYPE 1541607 GEPFIZER INC202100961253 <> []
SPLTTYPE 1664460 GEPFIZER INC202101067721 <> []
SPLTTYPE 1699254 GEPFIZER INC202101131631 <> []
SPLTTYPE 1687773 GEPFIZER INC202101131651 <> []
SPLTTYPE 1796581 GEPFIZER INC202101315581 <> []
SPLTTYPE 1504276 GEPFIZER INC2021879612 <> []
SPLTTYPE 1504277 GEPFIZER INC2021883123 <> []
SPLTTYPE 1492269 HKPFIZER INC2021905771 <> []
SPLTTYPE 1161721 ILPFIZER INC2021064147 <> []
SPLTTYPE 1093276 ILPFIZER INC2021213513 <> []
SPLTTYPE 1073452 ILPFIZER INC2021218097 <> []
SPLTTYPE 1416167 ILPFIZER INC2021274904 <> []
SPLTTYPE 1268561 ILPFIZER INC2021427296 <> []
SPLTTYPE 1447615 ILPFIZER INC2021687998 <> []
SPLTTYPE 1517371 JPPFIZER INC202100968282 <> []
SPLTTYPE 1743108 JPPFIZER INC202101210354 <> []
SPLTTYPE 1312283 JPPFIZER INC2021482886 <> []
SPLTTYPE 2386210 KRPFIZER INC202200973502 <> []
SPLTTYPE 2309135 MAPFIZER INC202200762668 <> []
SPLTTYPE 1452140 PFPFIZER INC2021752111 <> []
SPLTTYPE 1625762 PHJNJFOC20210839122 <> []
SPLTTYPE 2259509 PHJNJFOC20220455611 <> []
SPLTTYPE 2016581 PHPFIZER INC202101851053 <> []
SPLTTYPE 1705417 REPFIZER INC202101142790 <> []
SPLTTYPE 1705416 REPFIZER INC202101143077 <> []
SPLTTYPE 1660815 RUPFIZER INC202101065591 <> []
SPLTTYPE 1879984 TWMODERNATX, INC.MOD20213 <> []
SPLTTYPE 2304820 TWMODERNATX, INC.MOD20225 <> []
SPLTTYPE 1934423 TWPFIZER INC202101668680 <> []
SPLTTYPE 1931114 TWPFIZER INC202101710493 <> []
SPLTTYPE 1534641 ZAPFIZER INC202100964190 <> []
SPLTTYPE 1525193 ZAPFIZER INC202100970879 <> []
SPLTTYPE 1655353 ZAPFIZER INC202101053341 <> []
SPLTTYPE 1674455 ZAPFIZER INC202101053394 <> []
SPLTTYPE 1661892 ZAPFIZER INC202101053409 <> []
SPLTTYPE 1655358 ZAPFIZER INC202101053578 <> []
SPLTTYPE 1908674 ZAPFIZER INC202101053579 <> []
SPLTTYPE 1655341 ZAPFIZER INC202101053580 <> []
SPLTTYPE 1655342 ZAPFIZER INC202101053582 <> []
SPLTTYPE 1423140 ZAPFIZER INC2021683986 <> []
STATE 2537939 TN <> []
SYMPTOM_TEXT 1946566 1 dose: 12May2021; 2 dose 09Jun2021. Covid ... ~2894 more <> []
SYMPTOM_TEXT 1504276 24.04.2021 -disorientation, difficulty speaking ... ~2179 more <> []
SYMPTOM_TEXT 1541607 5 minutes after vaccination-low blood pressure ... ~1784 more <> []
SYMPTOM_TEXT 1705417 Acute pericarditis/post-viral pericarditis ... ~2468 more <> []
SYMPTOM_TEXT 1661892 Angioedema; This is a spontaneous report ... ~660 more <> []
SYMPTOM_TEXT 1946325 Beginning of the menstrual cycle with very ... ~1129 more <> []
SYMPTOM_TEXT 1553527 Translation <> Information
SYMPTOM_TEXT 1946358 Bloody diarrhea 5 days after 2nd dose of ... ~1082 more <> []
Exception workaround, 'charmap' codec can't encode character '\ufffd' in position 88: character maps to ...
SYMPTOM_TEXT 1504277 Bloody diarrhea; temperature 37,5_C; This is a spontaneous report from a contactable other health care professional. This report was automatically accepted from the Regulatory Authority. Sender's (Case) Safety Report Unique Identifier GE-COVAES-6f4f45e4-29f1-48ea-9221-6d11a68b77fb. A 71-year-old female patient received BNT162B2 (PFIZER-BIONTECH COVID-19 mRNA VACCINE, Formulation: Solution for injection, Lot number: ER7449, expiry date was not reported), via intramuscular route of administration on 07Apr2021 at 11:30 as dose 1, single for COVID-19 immunization at facility hospital. Medical history included sigma diverticulitis from an unknown date and unknown if ongoing and diabetes mellitus from an unknown date and unknown if ongoing. The patient's concomitant medications were not reported. There were no other vaccines administered in four weeks. Prior to the vaccination, the patient was not diagnosed with COVID-19. Since the vaccination, the patient had not been tested for COVID-19. On 12Apr2021 at 07:00, the patient experienced bloody diarrhea and temperature 37.5 Celsius. The adverse events resulted in visit of emergency room/department or urgent care. The patient underwent lab tests and procedures which included body temperature was 37.5 Celsius (increased) on 12Apr2021. The patient was received symptomatic treatment for the adverse events. The outcome of the events was reported as resolved on an unknown date.; Sender's Comments: Based on the information in the case report and a plausible temporal relationship, a possible causal relationship between the events of dysentry and suspect drug BNT162B2 cannot be excluded The impact of this report on the benefit/risk profile of the product is evaluated as part of Pfizer procedures for safety evaluation, including the review and analysis of aggregate data for adverse events. Any safety concern identified as part of this review, as well as any appropriate action in response, will be promptly notified to regulatory authorities, Ethics Committees, and Investigators, as appropriate. <> []
SYMPTOM_TEXT 1939292 Breakthrough infection covid-19; Breakthrough ... ~1564 more <> []
SYMPTOM_TEXT 1970383 product quality complaint 90000207287 <> regulatory authority
SYMPTOM_TEXT 1841709 DH <> RA
SYMPTOM_TEXT 1957758 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1927702 product quality complaint number <> regulatory authority
SYMPTOM_TEXT 1984248 Product quality compliant <> regulatory authority
SYMPTOM_TEXT 1946495 Cardiac arrhythmia; Suspected COVID-19/ ... ~1928 more <> []
SYMPTOM_TEXT 1517371 Cerebral haemorrhage; Brain imaging revealed ... ~6975 more <> []
SYMPTOM_TEXT 1452140 Cerebral infarct/capsulo-thalamic infarction ... ~2648 more <> []
SYMPTOM_TEXT 1946352 Chest tenderness; Nausea; Heartburn; Vomiting ... ~3330 more <> []
SYMPTOM_TEXT 1903351 Covid-19/vaccine breakthrough infection/ ... ~2852 more <> []
SYMPTOM_TEXT 1625762 DIZZINESS; This spontaneous report received ... ~2201 more <> []
SYMPTOM_TEXT 1940367 Drug Ineffective; COVID-19; Off Label use ... ~1741 more <> []
SYMPTOM_TEXT 1944717 Drug ineffective; SARS-CoV-2 infection; ... ~1077 more <> []
SYMPTOM_TEXT 1946539 Excruciating pain in both knees; This is ... ~1667 more <> []
SYMPTOM_TEXT 1764498 Facial palsy; This is a spontaneous report ... ~2033 more <> []
SYMPTOM_TEXT 1423140 Fainting; Dizziness; Dry mouth; This is ... ~689 more <> []
SYMPTOM_TEXT 1743108 Fibromyalgia syndrome; left side facial ... ~2305 more <> []
SYMPTOM_TEXT 1268561 HZ ophthalmicus (HZO); This is a literature ... ~4113 more <> []
SYMPTOM_TEXT 2309135 I consult my general practitioner again ... ~11756 more <> []
SYMPTOM_TEXT 1447615 In total, a right cerebellar infarction ... ~5119 more <> []
SYMPTOM_TEXT 1584840 LEGS, ARMS, HANDS, FEET AND FACE PARESTHESIA ... ~1211 more <> []
SYMPTOM_TEXT 1655353 Light headed; Tired; Eyes hurt; freezing ... ~1204 more <> []
SYMPTOM_TEXT 1534641 Local reaction; This is a spontaneous report ... ~756 more <> []
SYMPTOM_TEXT 2537939 pt.'s a residential facility <> pt's nursing home
SYMPTOM_TEXT 1093276 Muscle pain in the whole body (legs, arms ... ~1990 more <> []
SYMPTOM_TEXT 1879984 Myocarditis; This regulatory authority case ... ~3296 more <> []
SYMPTOM_TEXT 1655342 Numbness left side of face and head; Numbness ... ~934 more <> []
SYMPTOM_TEXT 1962992 On 16Nov2021 the customer reported erroneously ... ~4819 more <> []
SYMPTOM_TEXT 2259509 PAIN AND SWELLING; PAIN AND SWELLING; This ... ~1272 more <> []
SYMPTOM_TEXT 1961082 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1525193 Palsy Bells; This is a spontaneous report ... ~747 more <> []
SYMPTOM_TEXT 1513251 Re-infection with Sars-CoV-2; Re-infection ... ~1883 more <> []
SYMPTOM_TEXT 1944796 SARS-CoV-2 infection; Vaccination failure ... ~1320 more <> []
SYMPTOM_TEXT 1943357 SARS-CoV-2 infection; Vaccination failure ... ~1035 more <> []
SYMPTOM_TEXT 1492269 SUSPECTED BELL'S PALSY; This is a spontaneous ... ~1740 more <> []
SYMPTOM_TEXT 1966618 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1984258 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1954120 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1970446 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1931114 SYNCOPE; EKG: THE LOWER WALL OF THE HEART ... ~2592 more <> []
SYMPTOM_TEXT 1416167 Severe Muscle pain; Pressure in the chest ... ~2026 more <> []
SYMPTOM_TEXT 1674455 Severe local reaction beyond nearest joint ... ~1633 more <> []
SYMPTOM_TEXT 1655341 Shingles on my left shoulder and back; This ... ~780 more <> []
SYMPTOM_TEXT 1443950 COVAES <> the regulatory authority
SYMPTOM_TEXT 1705416 Stethalgia; This is a spontaneous report ... ~1127 more <> []
SYMPTOM_TEXT 1980539 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1350153 Syncope; This is a spontaneous report from ... ~599 more <> []
SYMPTOM_TEXT 1908674 Thickening of blood 0.75 or Hypercoagulation ... ~1623 more <> []
SYMPTOM_TEXT 1669670 This case was received via a regulatory ... ~3416 more <> []
SYMPTOM_TEXT 1636092 This case was received via regulatory authority ... ~1568 more <> []
SYMPTOM_TEXT 2016581 This is a spontaneous report received from ... ~2377 more <> []
SYMPTOM_TEXT 1329755 This regulatory authority case was reported ... ~4685 more <> []
SYMPTOM_TEXT 2304820 This regulatory authority case was reported ... ~6911 more <> []
SYMPTOM_TEXT 1984313 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1984311 product quality complaint PQC <> regulatory authority
SYMPTOM_TEXT 1934423 VIRAL MYELITIS; FEELING ABNORMAL (TACTILE ... ~2974 more <> []
SYMPTOM_TEXT 1623218 Vaccination Failure; Asymptomatic COVID- ... ~2188 more <> []
SYMPTOM_TEXT 1937183 Vaccination failure; COVID-19 confirmed ... ~960 more <> []
SYMPTOM_TEXT 1937051 Vaccination failure; COVID-19; COVID-19/ ... ~3003 more <> []
SYMPTOM_TEXT 1946540 Vaccination failure; COVID-19; This is a ... ~3942 more <> []
SYMPTOM_TEXT 1936849 Vaccination failure; COVID-19; This is a ... ~1082 more <> []
SYMPTOM_TEXT 2080019 Vaccination failure; I tested positive for ... ~2520 more <> []
SYMPTOM_TEXT 1893573 Vaccination failure; SARS-CoV-2 infection ... ~1089 more <> []
SYMPTOM_TEXT 1905203 Vaccination failure; SARS-CoV-2 infection ... ~1217 more <> []
SYMPTOM_TEXT 1905253 Vaccination failure; SARS-CoV-2 infection ... ~1112 more <> []
SYMPTOM_TEXT 1944690 Vaccination failure; SARS-CoV-2 infection ... ~1027 more <> []
SYMPTOM_TEXT 1944710 Vaccination failure; SARS-CoV-2 infection ... ~1025 more <> []
SYMPTOM_TEXT 1573453 akuten Schub einer vorbekannten <>
SYMPTOM_TEXT 1946344 appearance of urticaria / angioedema in ... ~1119 more <> []
SYMPTOM_TEXT 1687773 arrhythmia; tightness under the breastbone ... ~1131 more <> []
SYMPTOM_TEXT 1628056 bilateral advanced sciatica; tendinitis/ ... ~6534 more <> []
SYMPTOM_TEXT 1312283 bradycardia; syncope; reactive heterotypic ... ~3022 more <> []
SYMPTOM_TEXT 1934232 cluster. Positive molecular swab in vaccinated ... ~2264 more <> []
SYMPTOM_TEXT 1073452 death; Since the vaccination, the patient ... ~1881 more <> []
SYMPTOM_TEXT 1922650 diagnosed with Covid-19; COVID-19; This ... ~2169 more <> []
SYMPTOM_TEXT 1655358 extreme menstrual flow/ extremely heavy ... ~1052 more <> []
SYMPTOM_TEXT 1664460 eye hemorrhage; high blood pressure (130 ... ~1384 more <> []
SYMPTOM_TEXT 1796581 fever; stomach ache; This is a spontaneous ... ~1627 more <> []
SYMPTOM_TEXT 941174 first death case due to Covid-19 vaccination ... ~5288 more <> []
SYMPTOM_TEXT 2386210 fulminant heart failure with heart transplantation ... ~1706 more <> []
SYMPTOM_TEXT 1166026 based on the journal following Pfizer and Moderna SARS-CoV-2 vaccination <>
SYMPTOM_TEXT 1940444 myocarditis; This is a literature report ... ~1499 more <> []
SYMPTOM_TEXT 1937850 patient was infected but remained completely ... ~2001 more <> []
SYMPTOM_TEXT 1699254 positive for covid-19 (PCR); positive for ... ~982 more <> []
SYMPTOM_TEXT 1389579 stent placement. It was found to have artery ... ~2727 more <> []
SYMPTOM_TEXT 1245698 suicidal ideation; hemoglobin dropped; On ... ~3306 more <> []
SYMPTOM_TEXT 1660815 vomiting with blood; severe headache; nausea ... ~1956 more <> []
SYMPTOM_TEXT 1161721 worried she was having a heart attack; sore ... ~2351 more <> []
VAX_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 2537939 3 <> 2
VAX_LOT 2537939 076C21A <> 010A21A
12 columns altered
25583 modified reports on 2022-12-30
Writing ... vaers_changes/2022-12-30_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 98, 'SPLTTYPE': 52, 'LAB_DATA': 51, 'HISTORY': 28, 'CUR_ILL': 9, 'NUMDAYS': 1, 'VAX_LOT': 1, 'VAX_DOSE_SERIES': 1, 'AGE_YRS': 1, 'STATE': 1, 'CAGE_YR': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'VAX_NAME': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'VAX_MANU': 0, 'VAX_TYPE': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'OTHER_MEDS': 0, 'VAX_ROUTE': 0, 'symptom_entries': 0}
This week
70 delayed/late/gapfill
130 deleted
0 restored
1 cell edits trivial not printed
244 cell edits significant
220 cells emptied entirely
98 writeups changed
All time
539965 delayed/late/gapfill
25625 deleted
10 restored
29371717 cell edits trivial not printed
25375 cell edits significant
1475575 cells emptied entirely
5946 writeups changed
31258 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2546672, 2546673, 2546674, 2546675, 2546676, 2546678, 2546679, 2546680]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-01-06
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-01-06_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2552204
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2551140
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2552104
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2552101
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2552204
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2551140
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2552104
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2552101
4295 exact duplicates dropped in concatenated files, now 1882212 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2552204
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2551140
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2552104
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2552101
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1598212 reports to work with (unique VAERS_IDs)
98766 dropped in df_data due to no covid VAX_TYPE involved in the report
121871 dropped in df_vax due to no covid VAX_TYPE involved in the report
121727 dropped in df_syms due to no covid VAX_TYPE involved in the report
1499446 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1812 SYMPTOM_TEXT field repeat sentences deduped in 291 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1573069 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1573069 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-01-06_VAERS_CONSOLIDATED.csv
Consolidation of 2023-01-06 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1499446 rows in df_vax_flat
Merging DATA into VAX flattened
1499446 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-01-06_VAERS_FLATTENED.csv
1499446 rows in vaers_flattened/2023-01-06_VAERS_FLATTENED.csv
Flattening of 2023-01-06 done
Using flat 2022-12-30 already in memory, 1494381 rows
Using flat 2023-01-06 already in memory, 1499446 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2022-12-30 already in memory
Comparing
2022-12-30 v. 2023-01-06
1499446 this drop total covid
1494381 previous total covid
1494034 identical set aside
5412 this drop to work with
347 previous to work with
5065 difference
5150 new in 2023-01-06
1 delayed this week
86 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1940535 Arthritis aggravated (On February 18, the ... ~104 more <> []
CUR_ILL 1946224 Contraception; Depression <> []
CUR_ILL 1577775 Grado III <>
CUR_ILL 1941231 Oral contraceptive (Taking contraceptive pills) <> []
HISTORY 2518768 CMS/HCC <>
HISTORY 1945934 Medical History/Concurrent Conditions: Anemia ... ~127 more <> []
HISTORY 1945931 Medical History/Concurrent Conditions: Anxiety ... ~153 more <> []
HISTORY 1934133 Medical History/Concurrent Conditions: Blood ... ~465 more <> []
HISTORY 1941181 Medical History/Concurrent Conditions: Chills; Headache; Joint pain; Pain; Shoulder pain; Tingling <> []
HISTORY 1903177 Medical History/Concurrent Conditions: Contraception <> []
HISTORY 1946502 Medical History/Concurrent Conditions: Living in nursing home <> []
HISTORY 1941121 Medical History/Concurrent Conditions: Osteoporosis ... ~307 more <> []
HISTORY 1940535 Medical History/Concurrent Conditions: Psoriatic arthritis <> []
HISTORY 1311196 CMS/HCC <>
LAB_DATA 2490009 Smith <> Smmoiith
LAB_DATA 1946224 Test Date: 20210101; Test Name: COVID-19 ... ~75 more <> []
LAB_DATA 1946502 Test Date: 20211021; Test Name: Physical ... ~136 more <> []
LAB_DATA 1941121 Test Date: 20211123; Test Name: COVID-19 ... ~75 more <> []
LAB_DATA 1933980 Test Date: 202111; Test Name: Blood pressure ... ~193 more <> []
LAB_DATA 1937705 Test Name: COVID-19 virus test; Result Unstructured Data: Negative <> []
LAB_DATA 1903177 Test Name: antigen test; Result Unstructured ... ~172 more <> []
OTHER_MEDS 1423951 [] <> Alesse
OTHER_MEDS 1927681 [] <> HUMIRA
OTHER_MEDS 1320166 <> WARFARIN
OTHER_MEDS 1927741 [] <> SKYRIZI
OTHER_MEDS 1168846 [] <> Tuberculin purified protein derivative
RECVDATE 1 cell of trivial non-letter differences ignored
SPLTTYPE 1933247 [] <> CAPFIZER INC202101662453
SPLTTYPE 1941275 [] <> HKPFIZER INC202101724988
SPLTTYPE 1946425 [] <> JPPFIZER INC202101713665
SPLTTYPE 1934564 [] <> TWPFIZER INC202101689107
SPLTTYPE 1934569 [] <> TWPFIZER INC202101696700
SPLTTYPE 1934781 [] <> TWPFIZER INC202101710277
SPLTTYPE 1934733 [] <> TWPFIZER INC202101710762
SPLTTYPE 1934746 [] <> TWPFIZER INC202101714332
SPLTTYPE 1934766 [] <> TWPFIZER INC202101720503
SPLTTYPE 1266234 [] <> USGLAXOSMITHKLINEUS2021AM
SPLTTYPE 1249188 [] <> USJNJFOC20210422724
SPLTTYPE 1253986 [] <> USJNJFOC20210428085
SPLTTYPE 1253991 [] <> USJNJFOC20210431486
SPLTTYPE 1820418 [] <> USJNJFOC20211049479
SPLTTYPE 1838741 [] <> USJNJFOC20211104281
SPLTTYPE 1927679 [] <> USJNJFOC20211122150
SPLTTYPE 1927681 [] <> USJNJFOC20211126230
SPLTTYPE 1938344 [] <> USJNJFOC20211200586
SPLTTYPE 1931269 [] <> USJNJFOC20211209816
SPLTTYPE 1946655 [] <> USJNJFOC20211209843
SPLTTYPE 1946666 [] <> USJNJFOC20211210143
SPLTTYPE 1931286 [] <> USJNJFOC20211213165
SPLTTYPE 1927741 [] <> USJNJFOC20211213315
SPLTTYPE 1938354 [] <> USJNJFOC20211217753
SPLTTYPE 1938357 [] <> USJNJFOC20211217833
SPLTTYPE 1938365 [] <> USJNJFOC20211219393
SPLTTYPE 1950457 [] <> USJNJFOC20211220462
SPLTTYPE 1938393 [] <> USJNJFOC20211221014
SPLTTYPE 1950464 [] <> USJNJFOC20211225188
126 SPLTTYPE [] <> USMODERNATX, INC.MOD20210 [976572, 976576, 976600, 976606, 976647, 976649, 976651, 976652, 976654, 976676, 976702, 976703, 976704, 976705, 976706, 976707, 976708, 976709, 976710, 977681, 977682, 977683, 977684, 977685, 977686, 977687, 977688, 977690, 977691, 977692, 977693, 977694, 977695, 977696, 977697, 977698, 977703, 977704, 977705, 977706, 977707, 977708, 977709, 977710, 978235, 978236, 978237, 978238, 978239, 978240, 978244, 978246, 978247, 978250, 978251, 978254, 978256, 978258, 978259, 978261, 978262, 978263, 978264, 978265, 978279, 978281, 978282, 978284, 978285, 978608, 978613, 978618, 978624, 978629, 978631, 978632, 978633, 978634, 978636, 978641, 978642, 978643, 978645, 978646, 978647, 978681, 978682, 978685, 978687, 978689, 978692, 978694, 978695, 978697, 978701, 978704, 978705, 978730, 978737, 978742, 978743, 978753, 978829, 978830, 978831, 978832, 978834, 978835, 978836, 978837, 978839, 978840, 978841, 978843, 978844, 980348, 980350, 980351, 980355, 980378, 1173583, 1173586, 1173607, 1254024, 1276796, 1284602]
21 SPLTTYPE [] <> USMODERNATX, INC.MOD20214 [1927796, 1931303, 1931440, 1934301, 1938424, 1938481, 1946792, 1946800, 1946810, 1946816, 1946850, 1946861, 1946862, 1946869, 1946881, 1946897, 1946899, 1946916, 1946919, 1946928, 1946944]
SPLTTYPE 1938598 [] <> USPFIZER INC202101536095
SPLTTYPE 976780 [] <> USPFIZER INC2021026389
SPLTTYPE 976784 [] <> USPFIZER INC2021027051
SPLTTYPE 980601 [] <> USPFIZER INC2021028286
SPLTTYPE 980602 [] <> USPFIZER INC2021028435
SPLTTYPE 980603 [] <> USPFIZER INC2021028484
SPLTTYPE 976805 [] <> USPFIZER INC2021029992
SPLTTYPE 976816 [] <> USPFIZER INC2021030526
SPLTTYPE 976842 [] <> USPFIZER INC2021034294
SPLTTYPE 976843 [] <> USPFIZER INC2021034416
SPLTTYPE 976844 [] <> USPFIZER INC2021034464
SPLTTYPE 976848 [] <> USPFIZER INC2021034534
SPLTTYPE 976852 [] <> USPFIZER INC2021034581
SPLTTYPE 976855 [] <> USPFIZER INC2021034701
SPLTTYPE 976857 [] <> USPFIZER INC2021035041
SPLTTYPE 976860 [] <> USPFIZER INC2021035098
SPLTTYPE 976862 [] <> USPFIZER INC2021035212
SPLTTYPE 976863 [] <> USPFIZER INC2021035217
SPLTTYPE 976868 [] <> USPFIZER INC2021035521
SPLTTYPE 976874 [] <> USPFIZER INC2021035823
SPLTTYPE 976879 [] <> USPFIZER INC2021036099
SPLTTYPE 976885 [] <> USPFIZER INC2021036238
SPLTTYPE 976897 [] <> USPFIZER INC2021036395
SPLTTYPE 980907 [] <> USPFIZER INC2021049027
SPLTTYPE 976948 [] <> USPFIZER INC2021049821
SPLTTYPE 980911 [] <> USPFIZER INC2021050671
SPLTTYPE 976960 [] <> USPFIZER INC2021050815
SPLTTYPE 976966 [] <> USPFIZER INC2021053100
SPLTTYPE 976968 [] <> USPFIZER INC2021056474
SPLTTYPE 1150778 [] <> USPFIZER INC2021121563
SPLTTYPE 1150839 [] <> USPFIZER INC2021154703
SPLTTYPE 1370442 [] <> USPFIZER INC2021246436
SPLTTYPE 1255612 [] <> USPFIZER INC2021413260
SPLTTYPE 1255617 [] <> USPFIZER INC2021415133
SPLTTYPE 1255618 [] <> USPFIZER INC2021415134
SPLTTYPE 1309552 [] <> USPFIZER INC2021469912
SPLTTYPE 1309563 [] <> USPFIZER INC2021470590
SPLTTYPE 1353446 [] <> USPFIZER INC2021485366
SPLTTYPE 1306200 [] <> USPFIZER INC2021488684
SPLTTYPE 1360549 [] <> USPFIZER INC2021553001
3 SPLTTYPE [] <> vsafe [2499704, 2503290, 2506457]
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 978636 United States <>
SYMPTOM_TEXT 1946502 BOOSTER; CONSCIOUSNESS DECREASED; cerebral ... ~2062 more <> []
SYMPTOM_TEXT 1945931 Booster; Joint pain; Myalgia; feels worse ... ~2233 more <> []
SYMPTOM_TEXT 1941183 Booster; Swollen lymph nodes; This is a ... ~1085 more <> []
SYMPTOM_TEXT 2017545 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1996756 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1938344 twitter <>
SYMPTOM_TEXT 1856798 AbbVie <> Company
SYMPTOM_TEXT 1906372 RA 5969785 <>
SYMPTOM_TEXT 1383557 BioNTech SE <> the
SYMPTOM_TEXT 1946224 Fatigue; Booster; RA This is a solicited ... ~2370 more <> []
SYMPTOM_TEXT 1673374 RXPathways Epsilon gullable <> gullible
SYMPTOM_TEXT 1941121 Headache aggravated; Feeling sick; Aching ... ~2925 more <> []
SYMPTOM_TEXT 1577740 Augenlid rechts <> right eyelid
SYMPTOM_TEXT 1577775 Grado III <>
SYMPTOM_TEXT 1937784 Leg pain; This case was received via RA ( ... ~1602 more <> []
SYMPTOM_TEXT 1934390 Loss of consciousness; fainted; Vomiting ... ~2104 more <> []
SYMPTOM_TEXT 1940535 Lymphadenopathy cervical; Condition worsened ... ~2033 more <> []
SYMPTOM_TEXT 1876811 MRN:2362710 <>
SYMPTOM_TEXT 1477367 COVAES <>
SYMPTOM_TEXT 1946162 Painful arm; Red rash; Hot dry skin; Itching ... ~2501 more <> []
SYMPTOM_TEXT 1933980 Patient received at least one dose of non ... ~3067 more <> []
SYMPTOM_TEXT 2518768 CMS/HCC Walmart <> HCC store
SYMPTOM_TEXT 1477109 PRIVACY <>
SYMPTOM_TEXT 1941231 Racing heart; Chills; Tingly; Unwell; Shaking ... ~6115 more <> []
SYMPTOM_TEXT 1934133 Stiff joint; my top of arms and shoulders ... ~3735 more <> []
SYMPTOM_TEXT 1941181 Swelling/ It's red and swollen and sore.; ... ~3319 more <> []
SYMPTOM_TEXT 1945934 Swollen lymph nodes; Painful lymphadenopathy ... ~2928 more <> []
SYMPTOM_TEXT 1988220 white <>
SYMPTOM_TEXT 1903177 Vaccination failure; have been diagnosed ... ~2762 more <> []
SYMPTOM_TEXT 1946049 Vomiting; Off-label use; Interchange of ... ~1412 more <> []
SYMPTOM_TEXT 1937705 ectopic heartbeat; Heart fluttering; This ... ~1853 more <> []
SYMPTOM_TEXT 1748022 AbbVie USA AbbVie's abbvie's <> Company Company's
SYMPTOM_TEXT 1740166 from AbbVie <>
SYMPTOM_TEXT 1770573 NIH <> Agency
SYMPTOM_TEXT 1938692 159558 VA FedEx <> medical facility
SYMPTOM_TEXT 1489014 COVAES <>
VAX_DOSE_SERIES 1927741 1|UNK <> 1
VAX_DOSE_SERIES 1927681 2|UNK <> 2
VAX_DOSE_SERIES 1320166 UNK|2 <> 2
VAX_DOSE_SERIES 2525585 1 <> 5
VAX_DOSE_SERIES 1423951 UNK|UNK <> UNK
VAX_DOSE_SERIES 1168846 UNK|UNK|UNK|UNK <> UNK|UNK|UNK
VAX_LOT 5 cells of trivial non-letter differences ignored
2 VAX_MANU Janssen|Unknown <> Janssen [1927681, 1927741]
VAX_MANU 1423951 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_MANU 1168846 Unknown|Merck|Unknown|Unknown <> Unknown|Merck|Unknown
VAX_MANU 1320166 Unknown|Pfizer-BionT <> Pfizer-BionT
2 VAX_NAME C19 Janssen|Not Specified NO BRAND NAME <> C19 Janssen [1927681, 1927741]
VAX_NAME 1423951 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_NAME 1168846 II|Not Specified NO BRAND NAME|C19 <> II|C19
VAX_NAME 1320166 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 5 cells of trivial non-letter differences ignored
VAX_SITE 5 cells of trivial non-letter differences ignored
3 VAX_TYPE COVID19|UNK <> COVID19 [1423951, 1927681, 1927741]
VAX_TYPE 1168846 FLUX|MMR|UNK|COVID19 <> FLUX|MMR|COVID19
VAX_TYPE 1320166 UNK|COVID19 <> COVID19
14 columns altered
25876 modified reports on 2023-01-06
Writing ... vaers_changes/2023-01-06_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SPLTTYPE': 219, 'SYMPTOM_TEXT': 37, 'HISTORY': 10, 'LAB_DATA': 8, 'VAX_DOSE_SERIES': 6, 'VAX_NAME': 5, 'VAX_MANU': 5, 'VAX_TYPE': 5, 'OTHER_MEDS': 5, 'CUR_ILL': 4, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'VAX_LOT': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'STATE': 0, 'CAGE_YR': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'VAX_ROUTE': 0, 'symptom_entries': 0}
This week
1 delayed/late/gapfill
86 deleted
0 restored
17 cell edits trivial not printed
304 cell edits significant
34 cells emptied entirely
37 writeups changed
All time
539966 delayed/late/gapfill
25711 deleted
10 restored
29371734 cell edits trivial not printed
25679 cell edits significant
1475609 cells emptied entirely
5983 writeups changed
30781 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2552191, 2552192, 2552193, 2552195, 2552198, 2552199, 2552202, 2552203]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-01-13
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-01-13_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2559279
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2557173
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2559264
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2559304
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2559279
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2557173
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2559264
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2559304
4324 exact duplicates dropped in concatenated files, now 1889950 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2559279
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2557173
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2559264
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2559304
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1605112 reports to work with (unique VAERS_IDs)
99838 dropped in df_data due to no covid VAX_TYPE involved in the report
123181 dropped in df_vax due to no covid VAX_TYPE involved in the report
123026 dropped in df_syms due to no covid VAX_TYPE involved in the report
1505274 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1480 SYMPTOM_TEXT field repeat sentences deduped in 250 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1579497 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1579497 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-01-13_VAERS_CONSOLIDATED.csv
Consolidation of 2023-01-13 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1505274 rows in df_vax_flat
Merging DATA into VAX flattened
1505274 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-01-13_VAERS_FLATTENED.csv
1505274 rows in vaers_flattened/2023-01-13_VAERS_FLATTENED.csv
Flattening of 2023-01-13 done
Using flat 2023-01-06 already in memory, 1499446 rows
Using flat 2023-01-13 already in memory, 1505274 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-01-06 already in memory
Comparing
2023-01-06 v. 2023-01-13
1505274 this drop total covid
1499446 previous total covid
1499304 identical set aside
5970 this drop to work with
142 previous to work with
5828 difference
5939 new in 2023-01-13
0 delayed this week
111 deleted this week kept
0 restored this week
Column value changes
LAB_DATA 1961615 Thermo Fisher Scientific TaqPath <>
OTHER_MEDS 1550022 [] <> DUPHASTON; PROGYNOVA [ESTRADIOL]
3 OTHER_MEDS [] <> HUMIRA [1810586, 1935300, 1947174]
SYMPTOM_TEXT 1961615 Thermo Fisher Scientific TaqPath <>
SYMPTOM_TEXT 1789913 white Not Hispanic/Latino <>
SYMPTOM_TEXT 1484220 Takeda Pharmaceuticals TASK0020194 PMDA <> regulatory authority RA
SYMPTOM_TEXT 1492552 COVAES <> Regulatory Authority
SYMPTOM_TEXT 1996898 141003 <>
SYMPTOM_TEXT 1998419 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1996753 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1500046 COVAES <>
SYMPTOM_TEXT 1442111 Pfizer <>
SYMPTOM_TEXT 1577052 PHIFDA <>
SYMPTOM_TEXT 1915880 yeti <> cup
SYMPTOM_TEXT 1887779 Eastern Std <>
SYMPTOM_TEXT 1507378 Pfizer <> a
SYMPTOM_TEXT 1477442 COVAES <>
SYMPTOM_TEXT 2017544 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1994586 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1996875 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1998429 African American <>
SYMPTOM_TEXT 1791123 clinic/Veterans administration <> clinic/administration
SYMPTOM_TEXT 1590107 RSI <> index
SYMPTOM_TEXT 1996941 in state name <>
SYMPTOM_TEXT 2306379 005570 <>
SYMPTOM_TEXT 1504452 COVID-19 Vaccine Adverse Event Reporting System Workplace <> the regulatory authority
SYMPTOM_TEXT 1730485 Covax US support <>
SYMPTOM_TEXT 1278981 COVAX Support <>
SYMPTOM_TEXT 2461660 003110 <>
SYMPTOM_TEXT 1469564 chest diseases specialist for bnt162b2 <> from
VAX_DOSE_SERIES 1550022 1|UNK <> 1
VAX_DOSE_SERIES 1935300 UNK|1 <> 1
VAX_DOSE_SERIES 1810586 2|UNK <> 2
VAX_DOSE_SERIES 1947174 3|UNK <> 3
VAX_LOT 4 cells of trivial non-letter differences ignored
VAX_MANU 1550022 Moderna|Unknown <> Moderna
2 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1810586, 1947174]
VAX_MANU 1935300 Unknown|Janssen <> Janssen
VAX_NAME 1550022 C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna
2 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1810586, 1947174]
VAX_NAME 1935300 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
3 VAX_ROUTE OT|OT <> OT [1550022, 1810586, 1947174]
VAX_SITE 4 cells of trivial non-letter differences ignored
3 VAX_TYPE COVID19|UNK <> COVID19 [1550022, 1810586, 1947174]
VAX_TYPE 1935300 UNK|COVID19 <> COVID19
10 columns altered
25732 modified reports on 2023-01-13
Writing ... vaers_changes/2023-01-13_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 27, 'VAX_DOSE_SERIES': 4, 'VAX_NAME': 4, 'VAX_MANU': 4, 'VAX_TYPE': 4, 'OTHER_MEDS': 4, 'VAX_ROUTE': 3, 'LAB_DATA': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'VAX_LOT': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'HISTORY': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'symptom_entries': 0}
This week
0 delayed/late/gapfill
111 deleted
0 restored
9 cell edits trivial not printed
51 cell edits significant
0 cells emptied entirely
27 writeups changed
All time
539966 delayed/late/gapfill
25822 deleted
10 restored
29371743 cell edits trivial not printed
25730 cell edits significant
1475609 cells emptied entirely
6010 writeups changed
30865 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2559296, 2559297, 2559298, 2559299, 2559300, 2559301, 2559302, 2559303]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-01-20
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-01-20_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2564333
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2561218
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2564201
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2564189
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2564333
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2561218
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2564201
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2564189
4344 exact duplicates dropped in concatenated files, now 1896286 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2564333
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2561218
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2564201
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2564189
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1610512 reports to work with (unique VAERS_IDs)
101103 dropped in df_data due to no covid VAX_TYPE involved in the report
124822 dropped in df_vax due to no covid VAX_TYPE involved in the report
124568 dropped in df_syms due to no covid VAX_TYPE involved in the report
1509409 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
3101 SYMPTOM_TEXT field repeat sentences deduped in 484 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1584192 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1584192 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-01-20_VAERS_CONSOLIDATED.csv
Consolidation of 2023-01-20 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1509409 rows in df_vax_flat
Merging DATA into VAX flattened
1509409 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-01-20_VAERS_FLATTENED.csv
1509409 rows in vaers_flattened/2023-01-20_VAERS_FLATTENED.csv
Flattening of 2023-01-20 done
Using flat 2023-01-13 already in memory, 1505274 rows
Using flat 2023-01-20 already in memory, 1509409 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-01-13 already in memory
Comparing
2023-01-13 v. 2023-01-20
1509409 this drop total covid
1505274 previous total covid
1505150 identical set aside
4259 this drop to work with
124 previous to work with
4135 difference
4036 new in 2023-01-20
171 delayed this week
72 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1353652 Hyperlipidemia; Hypertension; Sleep apnea <> []
DIED 2042248 [] <> Y
LAB_DATA 1507328 JCS <> CS
OTHER_MEDS 1575006 [] <> DROSPIRENONA + ETINILESTRADIOL
OTHER_MEDS 1483583 [] <> Estring
9 SPLTTYPE [] <> vsafe [2499292, 2509599, 2515276, 2515334, 2516848, 2520000, 2550315, 2556084, 2556158]
SPLTTYPE 1353652 202100058018 <> []
SYMPTOM_TEXT 2042248 LITERATURE REFERENCE Adedoyin O Brijmohan Lisung GF Undetectable SARS-CoV-2 active adaptive immunity post-vaccination or post-COVID-19 severe disease after immunosuppressants use BMJ Case Rep;14(11):e246308 <>
SYMPTOM_TEXT 1507328 Japan JCS <> CS
SYMPTOM_TEXT 1499941 Swiss group <> the agency
SYMPTOM_TEXT 2037509 Product Quality Complaint <> regulatory authority
SYMPTOM_TEXT 1938713 USMI for <>
SYMPTOM_TEXT 1353652 Facial nerve paresis; This regulatory authority ... ~1180 more <> []
SYMPTOM_TEXT 1312223 Pfizer <> a
SYMPTOM_TEXT 1524682 Covaes <> regulatory authority
SYMPTOM_TEXT 1966905 Wille wille <>
SYMPTOM_TEXT 1470160 Tim <> my internist him
SYMPTOM_TEXT 1625756 PHIFDA <> RA
SYMPTOM_TEXT 2017559 product quality complaint <> regulatory authority
SYMPTOM_TEXT 1398135 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
SYMPTOM_TEXT 1463850 Pharmaceuticals Moderna <> the regulatory authority company
SYMPTOM_TEXT 2024028 product quality complaint 90000210790 <> regulatory authority
SYMPTOM_TEXT 1884222 clinic/military facility <> clinic/facility
SYMPTOM_TEXT 1531378 VAC31518COV4007 WHO <>
SYMPTOM_TEXT 2017443 product quality complaint 90000208925 <> regulatory authority
SYMPTOM_TEXT 2027086 product quality complaint <> regularity authority
SYMPTOM_TEXT 2030935 product quality complaint 90000210541 <> regulatory authority
SYMPTOM_TEXT 2020490 white and non Hispanic or Latino <>
SYMPTOM_TEXT 2024029 product quality complaint 90000210791 <> regulatory authority
SYMPTOM_TEXT 1618312 pizza <> pizza/His upper right buttock and lower back has a rash about the size of bill
SYMPTOM_TEXT 1031494 Corporate Pfizer Social Media Platforms <>
SYMPTOM_TEXT 2027083 product quality complaint 90000210332 <> regulatory authority
SYMPTOM_TEXT 1467407 FitBit <> smart
SYMPTOM_TEXT 1591075 Akute Regenbogenhautentz ndung mit vernebelter Iris rechts Schmerzen am rechten Auge <>
SYMPTOM_TEXT 2030934 product quality complaint PQC <> regulatory authority
SYMPTOM_TEXT 2018858 product quality group <> regulatory authority
SYMPTOM_TEXT 1269125 patient <>
SYMPTOM_TEXT 1470061 via COVAES Clinic/Veterans Administration <> Clinic/Administration
SYMPTOM_TEXT 1517462 COVAES <>
SYMPTOM_TEXT 1995375 002191 <>
SYMPTOM_TEXT 1915874 Pediatric <>
SYMPTOM_TEXT 1449898 clinic/veterans administration facility <> clinic
SYMPTOM_TEXT 1647241 <> Pfizer sponsored program
SYMPTOM_TEXT 1151475 PQC <>
SYMPTOM_TEXT 1298630 small and medium clots in her lungs Diarrhea Agitation Tiredness/fatigue Quite unbalanced <>
VAX_DOSE_SERIES 1591073 UNK|1 <> 1
VAX_DOSE_SERIES 1483583 2|UNK <> 2
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 1483583 EN6200|VK993A <> EN6200
VAX_MANU 1483583 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_MANU 1591073 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 1483583 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_NAME 1591073 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 2 cells of trivial non-letter differences ignored
VAX_SITE 2 cells of trivial non-letter differences ignored
VAX_TYPE 1483583 COVID19|UNK <> COVID19
VAX_TYPE 1591073 UNK|COVID19 <> COVID19
13 columns altered
25864 modified reports on 2023-01-20
Writing ... vaers_changes/2023-01-20_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 38, 'SPLTTYPE': 12, 'VAX_DOSE_SERIES': 2, 'VAX_NAME': 2, 'VAX_MANU': 2, 'VAX_TYPE': 2, 'OTHER_MEDS': 2, 'LAB_DATA': 1, 'VAX_LOT': 1, 'DIED': 1, 'CUR_ILL': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'HISTORY': 0, 'STATE': 0, 'CAGE_YR': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'VAX_ROUTE': 0, 'symptom_entries': 0}
This week
171 delayed/late/gapfill
72 deleted
0 restored
5 cell edits trivial not printed
64 cell edits significant
3 cells emptied entirely
38 writeups changed
All time
540137 delayed/late/gapfill
25894 deleted
10 restored
29371748 cell edits trivial not printed
25794 cell edits significant
1475612 cells emptied entirely
6048 writeups changed
30421 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2564325, 2564326, 2564327, 2564328, 2564329, 2564330, 2564331, 2564332]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-01-27
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-01-27_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2569159
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2568401
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2569076
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2569064
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2569159
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2568401
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2569076
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2569064
4356 exact duplicates dropped in concatenated files, now 1902049 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2569159
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2568401
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2569076
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2569064
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1615524 reports to work with (unique VAERS_IDs)
102321 dropped in df_data due to no covid VAX_TYPE involved in the report
126304 dropped in df_vax due to no covid VAX_TYPE involved in the report
126002 dropped in df_syms due to no covid VAX_TYPE involved in the report
1513203 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
2259 SYMPTOM_TEXT field repeat sentences deduped in 374 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1588473 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1588473 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-01-27_VAERS_CONSOLIDATED.csv
Consolidation of 2023-01-27 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1513203 rows in df_vax_flat
Merging DATA into VAX flattened
1513203 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-01-27_VAERS_FLATTENED.csv
1513203 rows in vaers_flattened/2023-01-27_VAERS_FLATTENED.csv
Flattening of 2023-01-27 done
Using flat 2023-01-20 already in memory, 1509409 rows
Using flat 2023-01-27 already in memory, 1513203 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-01-20 already in memory
Comparing
2023-01-20 v. 2023-01-27
1513203 this drop total covid
1509409 previous total covid
1509160 identical set aside
4043 this drop to work with
249 previous to work with
3794 difference
3903 new in 2023-01-27
9 delayed this week
118 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2525400 [] <> 46.0
AGE_YRS 2556495 [] <> 48.0
AGE_YRS 2494139 [] <> 63.0
OTHER_MEDS 1856799 <> GOCOVRI METFORMIN
OTHER_MEDS 2091270 [] <> BENADRYL
OTHER_MEDS 2322742 [] <> CREON
OTHER_MEDS 2387079 [] <> DUPIXENT
OTHER_MEDS 2338887 [] <> Evusheld COVID Antibodies
20 OTHER_MEDS [] <> HUMIRA [1646171, 1711634, 1974308, 2061876, 2118652, 2128078, 2177065, 2249378, 2259748, 2309490, 2335722, 2410336, 2457148, 2457409, 2457456, 2457568, 2457574, 2458059, 2458732, 2519652]
OTHER_MEDS 2091027 [] <> HUMIRA; PLAQUENIL
OTHER_MEDS 2128140 [] <> HUMIRA; SKYRIZI
OTHER_MEDS 2457852 <> HUMIRA
OTHER_MEDS 2456700 <> HUMIRA
OTHER_MEDS 2187086 <> ATORVASTATIN
OTHER_MEDS 2457034 <> HUMIRA
OTHER_MEDS 2289016 [] <> PAXLOVID
2 OTHER_MEDS [] <> RINVOQ [2177031, 2191582]
4 OTHER_MEDS [] <> SKYRIZI [2362210, 2402338, 2402346, 2457386]
OTHER_MEDS 2371840 [] <> XELJANZ
3 SEX [] <> F [2494139, 2525400, 2556495]
SPLTTYPE 1 cell of trivial non-letter differences ignored
SPLTTYPE 950702 V-safe registration: FF6- <> []
7 SPLTTYPE vafe <> vsafe [1828758, 2123585, 2123615, 2123645, 2129199, 2131164, 2131789]
11 SPLTTYPE vasfe <> vsafe [1821438, 1846084, 1873701, 1877035, 1885260, 1916994, 2139991, 2148260, 2210013, 2404295, 2485601]
SPLTTYPE 1905838 vsfe <> vsafe
STATE 2556495 [] <> WV
SYMPTOM_TEXT 2 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1974308 AbbVie <> COMPANY
SYMPTOM_TEXT 1524535 COVAES <>
SYMPTOM_TEXT 1425247 COVID-19 Adverse Event Self-Reporting Solution RAs <> the regulatory authority authorities
SYMPTOM_TEXT 1863350 On 25-Jun-2021 on 25-JUN-2021 <>
SYMPTOM_TEXT 1412112 patient's brother-in-law RAs <> Regulatory Authorities
SYMPTOM_TEXT 1387226 COVAES <>
SYMPTOM_TEXT 1544354 United States <>
SYMPTOM_TEXT 2071099 product quality complaint 90000213548 <> regulatory authority
SYMPTOM_TEXT 2053697 90000211920 <> 90000211920.regulatory authority
SYMPTOM_TEXT 1974335 AbbVie <>
SYMPTOM_TEXT 1435390 COVAES <>
SYMPTOM_TEXT 1439234 PMDA <> RA
SYMPTOM_TEXT 1931595 product quality group <> regulatory authority
SYMPTOM_TEXT 2018643 product quality group <> regulatory authority
SYMPTOM_TEXT 1646171 AbbVie Inc <> Company
SYMPTOM_TEXT 1527789 COVID-19 <> the
SYMPTOM_TEXT 2057287 product quality group <> regulatory authority
SYMPTOM_TEXT 1711634 AbbVies <> Company's
SYMPTOM_TEXT 1422674 COVID-19 Adverse Event Self-Reporting Solution police <> the regulatory authority law enforcement
SYMPTOM_TEXT 1640564 Muskelschmerzen Sch ttelfrost Fieber <>
SYMPTOM_TEXT 1500044 COVAES <>
SYMPTOM_TEXT 1893268 FACILITATED COLLECT <>
SYMPTOM_TEXT 1445379 COVAES Pharmaceuticals and Medical Devices Agency PMDA <> RA
SYMPTOM_TEXT 1998423 African American <>
SYMPTOM_TEXT 2074137 product quality complaint pqc PQC <> regulatory authority RA
SYMPTOM_TEXT 2065243 product quality complaint 90000213497 <> regulatory authority
SYMPTOM_TEXT 2056518 product quality complaint 90000211246 <> regulatory authority
SYMPTOM_TEXT 2065244 product quality complaint 90000213348 <> regulatory authority
SYMPTOM_TEXT 2041965 product quality complaint 90000211464 <> regulatory authority
SYMPTOM_TEXT 2071095 product quality complaint 90000213000 <> regulatory authority
SYMPTOM_TEXT 2041967 product quality complaint 90000211919 <> regulatory authority
SYMPTOM_TEXT 2074143 product quality complaint 90000213518 <> regulatory authority
SYMPTOM_TEXT 2053698 product quality complaint PQC <> regulatory authority
SYMPTOM_TEXT 2056522 product quality complaint number 90000211597 <> regulatory authority
SYMPTOM_TEXT 1377546 Agency Swiss WHO/Agency <> WHO/regulatory
SYMPTOM_TEXT 1653455 RSI <> index
SYMPTOM_TEXT 1496501 from the Israel Medical Association Journal 2021 vol 23 6 pp-341 entitled Immune Thrombocytopenia <>
SYMPTOM_TEXT 1958027 AbbVie <> Company
SYMPTOM_TEXT 1309846 PRIVACY <>
SYMPTOM_TEXT 1625067 non noto <>
SYMPTOM_TEXT 2031109 Product Quality Complaint 90000211012 <> regulatory authority
SYMPTOM_TEXT 1190800 was black <>
SYMPTOM_TEXT 1651002 EQUATE <>
SYMPTOM_TEXT 1428978 COVID-19 Adverse Event Self-Reporting Solution COVAES <> the regulatory authority
SYMPTOM_TEXT 1245407 E2B <>
SYMPTOM_TEXT 2057255 product quality group <> regulatory authority
SYMPTOM_TEXT 1496658 Pfizer <>
SYMPTOM_TEXT 1496706 Pfizer <>
SYMPTOM_TEXT 1432334 COVID-19 Vaccine Adverse Event Reporting System COVAES RAs <> the regulatory authority Regulatory Authorities
SYMPTOM_TEXT 1164069 No PQC present <> No present
SYMPTOM_TEXT 1057845 County <>
SYMPTOM_TEXT 1957997 damn DSU reactiorn <> dang reaction
SYMPTOM_TEXT 2057079 product quality group <> regulatory authority
SYMPTOM_TEXT 1165779 valentines <> holiday
SYMPTOM_TEXT 2034641 product quality group <> regulatory authority
SYMPTOM_TEXT 2042569 product quality group <> regulatory authority
SYMPTOM_TEXT 1442071 Pfizer <>
11 VAX_DOSE_SERIES 1|UNK <> 1 [1974308, 2061876, 2118652, 2128078, 2249378, 2402346, 2410336, 2457574, 2457852, 2458059, 2458732]
VAX_DOSE_SERIES 2338887 1|2|3|UNK <> 1|2|3
VAX_DOSE_SERIES 2511649 3 <> 1|3
VAX_DOSE_SERIES 2540919 1|1 <> 1|5
12 VAX_DOSE_SERIES 2|UNK <> 2 [1646171, 1711634, 2128140, 2177065, 2191582, 2335722, 2457034, 2457148, 2457386, 2457456, 2457568, 2519652]
VAX_DOSE_SERIES 2187086 UNK|2 <> 2
VAX_DOSE_SERIES 2309490 2|3|UNK <> 2|3
5 VAX_DOSE_SERIES 3|UNK <> 3 [2177031, 2259748, 2289016, 2456700, 2457409]
VAX_DOSE_SERIES 2091027 3|UNK|UNK <> 3
VAX_DOSE_SERIES 2091270 UNK|3 <> 3
VAX_DOSE_SERIES 2494139 1 <> 4
7 VAX_DOSE_SERIES UNK|UNK <> UNK [1048030, 2303139, 2322742, 2362210, 2371840, 2387079, 2402338]
VAX_DOSE_SERIES 1856799 UNK|UNK|UNK <> UNK
VAX_LOT 35 cells of trivial non-letter differences ignored
VAX_LOT 2458059 |1149378 <> []
VAX_LOT 2457852 |1152115 <> []
VAX_LOT 2457409 |1152635 <> []
VAX_LOT 2191582 |1155129 <> []
VAX_LOT 2177065 |115591 <> []
VAX_LOT 2249378 |1159098 <> []
VAX_LOT 2362210 |1161378 <> []
2 VAX_MANU Janssen|Unknown <> Janssen [2118652, 2410336]
VAX_MANU 2511649 Moderna <> Unknown|Moderna
VAX_MANU 2338887 Moderna|Moderna|Janssen|Unknown <> Moderna|Moderna|Janssen
VAX_MANU 2309490 Moderna|Pfizer-BionT|Unknown <> Moderna|Pfizer-BionT
19 VAX_MANU Moderna|Unknown <> Moderna [2289016, 2303139, 2322742, 2335722, 2362210, 2387079, 2402338, 2402346, 2456700, 2457034, 2457148, 2457386, 2457409, 2457456, 2457568, 2457574, 2457852, 2458059, 2458732]
14 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1048030, 1646171, 1711634, 1974308, 2061876, 2128078, 2128140, 2177031, 2177065, 2191582, 2249378, 2259748, 2371840, 2519652]
2 VAX_MANU Pfizer-BionT|Unknown|Unknown <> Pfizer-BionT [1856799, 2091027]
VAX_MANU 2187086 Unknown|Moderna <> Moderna
VAX_MANU 2091270 Unknown|Pfizer-BionT <> Pfizer-BionT
2 VAX_NAME C19 Janssen|Not Specified NO BRAND NAME <> C19 Janssen [2118652, 2410336]
VAX_NAME 2511649 C19 <> Flu SEASONAL NO BRAND NAME|C19
VAX_NAME 2338887 Janssen|C19 UNKNOWN <> Janssen
VAX_NAME 2309490 Pfizer-BionT|Not Specified NO BRAND NAME <> Pfizer-BionT
19 VAX_NAME C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna [2289016, 2303139, 2322742, 2335722, 2362210, 2387079, 2402338, 2402346, 2456700, 2457034, 2457148, 2457386, 2457409, 2457456, 2457568, 2457574, 2457852, 2458059, 2458732]
14 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1048030, 1646171, 1711634, 1974308, 2061876, 2128078, 2128140, 2177031, 2177065, 2191582, 2249378, 2259748, 2371840, 2519652]
2 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1856799, 2091027]
VAX_NAME 2187086 Not Specified NO BRAND NAME|C19 <> C19
VAX_NAME 2091270 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 6 cells of trivial non-letter differences ignored
VAX_ROUTE 1646171 |OT <> []
VAX_ROUTE 1856799 ||OT <> []
VAX_ROUTE 2511649 IM <> IM|IM
31 VAX_ROUTE OT|OT <> OT [1711634, 1974308, 2061876, 2128078, 2128140, 2177031, 2177065, 2187086, 2191582, 2249378, 2259748, 2289016, 2303139, 2322742, 2335722, 2362210, 2387079, 2402338, 2402346, 2456700, 2457034, 2457148, 2457386, 2457409, 2457456, 2457568, 2457574, 2457852, 2458059, 2458732, 2519652]
VAX_ROUTE 2091027 OT||OT <> OT
VAX_ROUTE 2309490 OT|OT|OT <> OT|OT
VAX_SITE 41 cells of trivial non-letter differences ignored
VAX_SITE 2511649 LA <> LA|LA
VAX_TYPE 2549698 COVID19 <> COVID19-2
VAX_TYPE 2511649 COVID19 <> FLUX|COVID19
VAX_TYPE 2338887 COVID19|COVID19|COVID19|COVID19 <> COVID19|COVID19|COVID19
VAX_TYPE 2309490 COVID19|COVID19|UNK <> COVID19|COVID19
35 VAX_TYPE COVID19|UNK <> COVID19 [1048030, 1646171, 1711634, 1974308, 2061876, 2118652, 2128078, 2128140, 2177031, 2177065, 2191582, 2249378, 2259748, 2289016, 2303139, 2322742, 2335722, 2362210, 2371840, 2387079, 2402338, 2402346, 2410336, 2456700, 2457034, 2457148, 2457386, 2457409, 2457456, 2457568, 2457574, 2457852, 2458059, 2458732, 2519652]
2 VAX_TYPE COVID19|UNK|UNK <> COVID19 [1856799, 2091027]
2 VAX_TYPE UNK|COVID19 <> COVID19 [2091270, 2187086]
13 columns altered
26015 modified reports on 2023-01-27
Writing ... vaers_changes/2023-01-27_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 57, 'VAX_DOSE_SERIES': 44, 'VAX_TYPE': 43, 'VAX_NAME': 42, 'VAX_MANU': 42, 'OTHER_MEDS': 39, 'VAX_ROUTE': 36, 'SPLTTYPE': 28, 'VAX_LOT': 7, 'AGE_YRS': 3, 'SEX': 3, 'VAX_SITE': 1, 'STATE': 1, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'BIRTH_DEFECT': 0, 'HISTORY': 0, 'CAGE_YR': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'symptom_entries': 0}
This week
9 delayed/late/gapfill
118 deleted
0 restored
85 cell edits trivial not printed
346 cell edits significant
10 cells emptied entirely
57 writeups changed
All time
540146 delayed/late/gapfill
26012 deleted
10 restored
29371833 cell edits trivial not printed
26140 cell edits significant
1475622 cells emptied entirely
6105 writeups changed
30115 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2569148, 2569150, 2569151, 2569152, 2569154, 2569156, 2569157, 2569158]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-02-03
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-02-03_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2574861
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2574762
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2574756
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2574861
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2574762
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2574756
4385 exact duplicates dropped in concatenated files, now 1909032 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2574861
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2574762
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2574756
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1621628 reports to work with (unique VAERS_IDs)
103850 dropped in df_data due to no covid VAX_TYPE involved in the report
128275 dropped in df_vax due to no covid VAX_TYPE involved in the report
127921 dropped in df_syms due to no covid VAX_TYPE involved in the report
1517778 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
4198 SYMPTOM_TEXT field repeat sentences deduped in 693 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1593485 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1593485 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-02-03_VAERS_CONSOLIDATED.csv
Consolidation of 2023-02-03 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1517778 rows in df_vax_flat
Merging DATA into VAX flattened
1517778 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-02-03_VAERS_FLATTENED.csv
1517778 rows in vaers_flattened/2023-02-03_VAERS_FLATTENED.csv
Flattening of 2023-02-03 done
Using flat 2023-01-27 already in memory, 1513203 rows
Using flat 2023-02-03 already in memory, 1517778 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-01-27 already in memory
Comparing
2023-01-27 v. 2023-02-03
1517778 this drop total covid
1513203 previous total covid
1513011 identical set aside
4767 this drop to work with
192 previous to work with
4575 difference
4624 new in 2023-02-03
2 delayed this week
52 deleted this week kept
1 restored this week 1515569
Column value changes
AGE_YRS 2548048 34.0 <> 40.0
CAGE_YR 2548048 34.0 <> 40.0
3 OTHER_MEDS [] <> HUMIRA [1923009, 2018404, 2061925]
OTHER_MEDS 1996933 [] <> RINVOQ
SYMPTOM_TEXT 1527306 SE <>
SYMPTOM_TEXT 1767587 from Liver transplantation entitled Guillain-Barre syndrome after COVID-19 mRNA vaccination in a liver transplant recipient with favorable treatment response <>
SYMPTOM_TEXT 2018587 for the following source Inpatient rehabilitation 76-year-old male with acute post-BNT162B2 COVID 19 vaccination <>
SYMPTOM_TEXT 1984129 500 dollars <> expensive
SYMPTOM_TEXT 1899227 PPSIMM000646 <> Agency
SYMPTOM_TEXT 1633166 Ohnmacht <>
SYMPTOM_TEXT 2539263 adm <> administration took place All 6 family members in the room during vaccine It became apparent that pt received a dose of VFC and private flu after because vaccines were counted an extra COVID booster was left Reviewed with Pt privet instead Informed error Educated possible side effects d/t Gave VIS Mother verbalized having daughter receive correct administered Family stayed clinic for 20 minutes RN assessed discharged without any evidence physical distress information RN's business card educated to call questions Vaccines documented pt's chart VAERS report completed Called mother on 12/21/2022 at 10:20 AM reports has fever she given 400 mg ibuprofen is common effect both did about medication fevers including acetaminophen Pt's all other do not have except older son feeling achy over
SYMPTOM_TEXT 1514400 Rapid and severe worsening of diabetes in a heart transplant recipient after Johnson Johnson's Janssen COVID-19 vaccine administration Medicine 2021 Jun 19;101-104 <>
SYMPTOM_TEXT 1653085 a mofo <> mad
SYMPTOM_TEXT 2061925 FACILITATED COLLECT <>
SYMPTOM_TEXT 1638421 Hong Kong <> the
SYMPTOM_TEXT 1630238 Pfizer BioNTech for BNT162B2 COMIRNATY <> the company
SYMPTOM_TEXT 2018404 the USA by <>
SYMPTOM_TEXT 1593519 Pfizer BioNtech SE BNT162B2 COMIRNATY COVID-19 vaccines Adverse events Response and Evaluation Programme of University Hong Kong <> company regulatory authority
SYMPTOM_TEXT 1994811 white <>
SYMPTOM_TEXT 1652305 iwatch <> fitness watch
SYMPTOM_TEXT 1477932 to PRIVACY <>
2 VAX_DOSE_SERIES 1|UNK <> 1 [1996933, 2018404]
VAX_DOSE_SERIES 2524498 UNK <> 1
VAX_DOSE_SERIES 2521507 1|1 <> 1|3
4 VAX_DOSE_SERIES 1|1 <> 1|4 [2520914, 2521894, 2525435, 2525561]
2 VAX_DOSE_SERIES 1|UNK <> 1|4 [2522002, 2525628]
5 VAX_DOSE_SERIES 1|1 <> 1|5 [2521900, 2521966, 2524279, 2525384, 2525479]
VAX_DOSE_SERIES 2524112 1|UNK <> 1|5
VAX_DOSE_SERIES 1638035 2|UNK <> 2
VAX_DOSE_SERIES 2523216 1|2 <> 2|5
3 VAX_DOSE_SERIES 1 <> 3 [2521969, 2524170, 2525482]
33 VAX_DOSE_SERIES 1 <> 4 [2520102, 2520119, 2520848, 2520925, 2520929, 2520940, 2520950, 2520986, 2520993, 2521039, 2521209, 2521218, 2521855, 2521892, 2521904, 2521910, 2521932, 2522897, 2522919, 2522990, 2523034, 2523039, 2523150, 2524235, 2524298, 2524315, 2524334, 2524372, 2525350, 2525471, 2525657, 2526742, 2526771]
18 VAX_DOSE_SERIES UNK <> 4 [2520017, 2520084, 2520838, 2521896, 2522945, 2523027, 2523222, 2523400, 2524148, 2524156, 2524242, 2524503, 2525476, 2525491, 2525500, 2525538, 2525663, 2526811]
VAX_DOSE_SERIES 2524278 1|1 <> 4|1
28 VAX_DOSE_SERIES 1 <> 5 [2519925, 2520091, 2520868, 2520903, 2520946, 2521037, 2521083, 2521887, 2521931, 2523130, 2524117, 2524119, 2524193, 2524202, 2524213, 2524338, 2524360, 2525442, 2525444, 2525489, 2525519, 2525545, 2525607, 2525641, 2525836, 2526153, 2526776, 2526786]
11 VAX_DOSE_SERIES UNK <> 5 [2520139, 2520890, 2521856, 2523024, 2523063, 2524224, 2524325, 2524502, 2525394, 2525536, 2526813]
VAX_DOSE_SERIES 2521084 1|1 <> 5|1
VAX_DOSE_SERIES 2519968 1|7+ <> 5|7+
VAX_DOSE_SERIES 2524302 1 <> 6
VAX_DOSE_SERIES 2061925 UNK|UNK <> UNK
VAX_DOSE_SERIES 2525621 UNK|1 <> UNK|4
2 VAX_DOSE_SERIES |1 <> |4 [2521989, 2522997]
2 VAX_DOSE_SERIES |1 <> |5 [2523085, 2524169]
VAX_LOT 3 cells of trivial non-letter differences ignored
VAX_LOT 2525836 [] <> AS7143C
VAX_LOT 1638035 FD0785|Unknown <> FD0785
VAX_MANU 2523216 Moderna|Glaxo <> Glaxo|Moderna
4 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1638035, 1996933, 2018404, 2061925]
VAX_NAME 2523216 C19 BIVALENT|ZOSTER SHINGRIX <> ZOSTER SHINGRIX|C19 BIVALENT
4 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1638035, 1996933, 2018404, 2061925]
VAX_NAME 2523710 Not Specified OTHER|C19 <> Flu SEASONAL NO BRAND NAME|C19
VAX_NAME 2521839 Not Specified OTHER|C19 <> Flu SEASONAL NO BRAND NAME|C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
3 VAX_ROUTE OT|OT <> OT [1638035, 1996933, 2018404]
VAX_SITE 4 cells of trivial non-letter differences ignored
VAX_TYPE 2523216 COVID19-2|VARZOS <> VARZOS|COVID19-2
4 VAX_TYPE COVID19|UNK <> COVID19 [1638035, 1996933, 2018404, 2061925]
VAX_TYPE 2521839 UNK|COVID19 <> FLUX|COVID19
VAX_TYPE 2523710 UNK|COVID19-2 <> FLUX|COVID19-2
11 columns altered
26141 modified reports on 2023-02-03
Writing ... vaers_changes/2023-02-03_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'VAX_DOSE_SERIES': 121, 'SYMPTOM_TEXT': 17, 'VAX_NAME': 7, 'VAX_TYPE': 7, 'VAX_MANU': 5, 'OTHER_MEDS': 4, 'VAX_ROUTE': 3, 'VAX_LOT': 2, 'AGE_YRS': 1, 'CAGE_YR': 1, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'HISTORY': 0, 'STATE': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'symptom_entries': 0}
This week
2 delayed/late/gapfill
52 deleted
1 restored
8 cell edits trivial not printed
168 cell edits significant
0 cells emptied entirely
17 writeups changed
All time
540148 delayed/late/gapfill
26064 deleted
11 restored
29371841 cell edits trivial not printed
26308 cell edits significant
1475622 cells emptied entirely
6122 writeups changed
29658 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2574852, 2574853, 2574855, 2574856, 2574857, 2574858, 2574859, 2574860]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-02-10
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-02-10_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2579448
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2579446
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2579447
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2579448
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2579446
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2579447
4404 exact duplicates dropped in concatenated files, now 1914254 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2579448
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2579446
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2579447
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1626128 reports to work with (unique VAERS_IDs)
104782 dropped in df_data due to no covid VAX_TYPE involved in the report
129471 dropped in df_vax due to no covid VAX_TYPE involved in the report
129150 dropped in df_syms due to no covid VAX_TYPE involved in the report
1521346 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1700 SYMPTOM_TEXT field repeat sentences deduped in 263 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1597511 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1597511 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-02-10_VAERS_CONSOLIDATED.csv
Consolidation of 2023-02-10 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1521346 rows in df_vax_flat
Merging DATA into VAX flattened
1521346 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-02-10_VAERS_FLATTENED.csv
1521346 rows in vaers_flattened/2023-02-10_VAERS_FLATTENED.csv
Flattening of 2023-02-10 done
Using flat 2023-02-03 already in memory, 1517778 rows
Using flat 2023-02-10 already in memory, 1521346 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-02-03 already in memory
Comparing
2023-02-03 v. 2023-02-10
1521346 this drop total covid
1517778 previous total covid
1516849 identical set aside
4497 this drop to work with
929 previous to work with
3568 difference
3759 new in 2023-02-10
37 delayed this week
228 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2527451 55.0 <> 56.0
HISTORY 1394969 Humphrey 5-24-17-JEH Kahnoski <> 5-24-17
LAB_DATA 2573405 EST <>
LAB_DATA 1711779 Christmas <>
OTHER_MEDS 1488742 [] <> IBUPROFEN; PARACETAMOL
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1546932 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1517399 COVAES <>
SYMPTOM_TEXT 1492537 Pfizer <>
SYMPTOM_TEXT 1546976 privacy <> a
SYMPTOM_TEXT 1853122 COVID 19 Registryt number <>
SYMPTOM_TEXT 2573405 EST 001021298078 <>
SYMPTOM_TEXT 1315494 privacy general <> a
SYMPTOM_TEXT 1249904 trupha henry <>
SYMPTOM_TEXT 2546042 state <>
SYMPTOM_TEXT 1183909 MI <>
SYMPTOM_TEXT 1631861 Oberlippe geschwollen leicht schlechteres Sehverm gen auf einem Auge <>
SYMPTOM_TEXT 1488846 Pfizer RAs <> Regulatory Authorities
SYMPTOM_TEXT 1630228 Pfizer BioNTech SE for bnt162b2 COMIRNATY <> the company
SYMPTOM_TEXT 1630220 SE <>
SYMPTOM_TEXT 1630214 Fosun is a marketing authorization holder of one of COVID-19 vaccine Tozinameran in country <>
SYMPTOM_TEXT 1946997 Military <>
SYMPTOM_TEXT 1640549 a.e embolisch mit M1 Verschluss rechts <>
SYMPTOM_TEXT 1625492 Pfizer BioNtech SE for bnt162b2 COMIRNATY <> the company
SYMPTOM_TEXT 1585677 in Hong Kong <>
SYMPTOM_TEXT 1711779 2021 DOI 10.1080/21645515.2021.1963173 entitled after administration of Pfizer-BioNTech COVID-19 vaccine Christmas <>
SYMPTOM_TEXT 1546945 PRIVACY <>
SYMPTOM_TEXT 1630219 Hong Kong <> the
SYMPTOM_TEXT 1635985 AVC multiples h morragique(isch mique avec transformation pari tale gauche type microbleeds <>
SYMPTOM_TEXT 1920566 Vet <> Patient
SYMPTOM_TEXT 1708810 t <> toes were bleeding and looked like an open wound on large On 4/8/2021 I had the second Madera vaccine May 24 2021 returned to clinic for emergency care concerning my getting worse The toe nails they going fall off continued bleed soak sock with blood which puss skin both kept pealing falling was similar a look of received prescription ointment used as directed through July 1 improved but small amounts left Skin still peeling From Mid until now bottom feet have progressively become number at 60 80 numb am seeking medical help big peels has minor
SYMPTOM_TEXT 1547007 COVAES <>
SYMPTOM_TEXT 1682015 COVAX US <>
VAX_DOSE_SERIES 1488742 1|UNK <> 1
VAX_DOSE_SERIES 2539343 1|1|1 <> 1|1|5
3 VAX_DOSE_SERIES 1|1 <> 1|3 [2531335, 2544819, 2544996]
VAX_DOSE_SERIES 2530100 1| <> 1|4
26 VAX_DOSE_SERIES 1|1 <> 1|4 [2526601, 2527859, 2529286, 2531310, 2531311, 2531468, 2533432, 2535176, 2535183, 2535393, 2536657, 2537675, 2537714, 2539466, 2540770, 2540872, 2541970, 2541978, 2543672, 2543989, 2543993, 2544677, 2544880, 2546037, 2547053, 2549031]
9 VAX_DOSE_SERIES 1|UNK <> 1|4 [2527924, 2528812, 2530167, 2535387, 2539019, 2543629, 2543685, 2543808, 2547270]
56 VAX_DOSE_SERIES 1|1 <> 1|5 [2526738, 2527792, 2530031, 2530123, 2530183, 2530973, 2531000, 2531016, 2531309, 2533140, 2533185, 2533294, 2533316, 2533330, 2533375, 2533392, 2533397, 2533530, 2535413, 2536757, 2536779, 2536837, 2537756, 2537772, 2537793, 2539309, 2539375, 2539473, 2540672, 2540701, 2540841, 2541100, 2541109, 2541927, 2541959, 2542013, 2543704, 2543705, 2543807, 2544302, 2544621, 2544712, 2544756, 2544779, 2544781, 2544907, 2544938, 2544977, 2545003, 2545029, 2545811, 2545865, 2546900, 2546990, 2547051, 2547102]
VAX_DOSE_SERIES 2527721 1|UNK <> 1|5
VAX_DOSE_SERIES 2545794 1|1 <> 1|6
VAX_DOSE_SERIES 2547038 1|UNK <> 1|6
VAX_DOSE_SERIES 1574940 1|2 <> 2
VAX_DOSE_SERIES 1517321 2|2 <> 2
VAX_DOSE_SERIES 2535377 2||1 <> 2||5
20 VAX_DOSE_SERIES 1 <> 3 [2527059, 2527679, 2527762, 2527868, 2527886, 2529066, 2529888, 2531482, 2535281, 2539220, 2543997, 2544625, 2544772, 2544985, 2544997, 2545076, 2545824, 2546963, 2547084, 2548944]
VAX_DOSE_SERIES 2572779 3|UNK <> 3
102 VAX_DOSE_SERIES 1 <> 4 [2526634, 2526713, 2526893, 2527430, 2527683, 2527750, 2527869, 2527899, 2528814, 2528850, 2529021, 2529023, 2529028, 2529105, 2529283, 2530037, 2530058, 2530060, 2530065, 2530073, 2530087, 2530101, 2530118, 2530935, 2530989, 2531262, 2531485, 2533296, 2533389, 2533399, 2535137, 2535292, 2535299, 2535416, 2535440, 2535587, 2535852, 2536539, 2536610, 2536624, 2536687, 2536691, 2536754, 2537306, 2537666, 2537676, 2537693, 2537730, 2537746, 2539222, 2539249, 2539417, 2539446, 2539488, 2539846, 2540535, 2540576, 2540713, 2540723, 2540786, 2540796, 2541988, 2541997, 2542006, 2542693, 2543524, 2543619, 2543759, 2543826, 2544632, 2544710, 2544729, 2544742, 2544747, 2544762, 2544787, 2544820, 2544827, 2544929, 2544942, 2544969, 2545027, 2545644, 2545653, 2546880, 2546942, 2546992, 2547034, 2547041, 2547078, 2547087, 2547139, 2548854, 2548928, 2548953, 2548987, 2549002, 2549007, 2549013, 2549035, 2549059, 2549117]
36 VAX_DOSE_SERIES UNK <> 4 [2526714, 2526816, 2527778, 2528954, 2528961, 2529001, 2529875, 2530971, 2531047, 2531072, 2531096, 2533152, 2533190, 2533269, 2533428, 2535162, 2536903, 2537662, 2539321, 2539382, 2539420, 2540686, 2541108, 2543657, 2543659, 2543714, 2543755, 2544623, 2544635, 2544766, 2545248, 2545570, 2545902, 2546946, 2547068, 2549024]
2 VAX_DOSE_SERIES 1| <> 4| [2530132, 2533149]
VAX_DOSE_SERIES 2548855 1|1 <> 4|1
VAX_DOSE_SERIES 2527422 4|1 <> 4|4
VAX_DOSE_SERIES 2540710 1|7+ <> 4|7+
VAX_DOSE_SERIES 2535468 1|UNK <> 4|UNK
266 VAX_DOSE_SERIES 1 <> 5 [2526656, 2526675, 2526895, 2527700, 2527749, 2527786, 2527862, 2527916, 2527959, 2528217, 2528218, 2528227, 2528297, 2528816, 2528827, 2528865, 2528893, 2528965, 2528997, 2528998, 2529053, 2529290, 2529469, 2529471, 2529891, 2529928, 2529938, 2529958, 2529967, 2529968, 2529981, 2529987, 2530036, 2530038, 2530067, 2530104, 2530121, 2530143, 2530145, 2530147, 2530150, 2530152, 2530153, 2530179, 2530184, 2530946, 2531003, 2531035, 2531052, 2531085, 2531106, 2531287, 2531323, 2531332, 2531478, 2531480, 2531483, 2531781, 2531788, 2533151, 2533166, 2533175, 2533181, 2533217, 2533273, 2533284, 2533292, 2533324, 2533340, 2533372, 2533394, 2533401, 2533420, 2533532, 2533796, 2533800, 2535103, 2535140, 2535145, 2535158, 2535168, 2535194, 2535203, 2535211, 2535270, 2535303, 2535306, 2535307, 2535311, 2535352, 2535358, 2535390, 2535401, 2535427, 2535439, 2535450, 2535571, 2535585, 2535857, 2536521, 2536629, 2536638, 2536688, 2536695, 2536710, 2536737, 2536815, 2536818, 2536906, 2537043, 2537296, 2537642, 2537668, 2537726, 2537750, 2537779, 2537781, 2537880, 2539062, 2539065, 2539099, 2539150, 2539166, 2539252, 2539299, 2539324, 2539372, 2539396, 2539407, 2539411, 2539455, 2539484, 2539489, 2539491, 2539618, 2540612, 2540634, 2540685, 2540692, 2540721, 2540739, 2540772, 2540811, 2540822, 2540852, 2540873, 2540906, 2540933, 2541934, 2541938, 2541960, 2541964, 2541965, 2542009, 2542011, 2542024, 2543566, 2543616, 2543617, 2543625, 2543631, 2543654, 2543656, 2543669, 2543679, 2543688, 2543690, 2543719, 2543776, 2543783, 2543805, 2543810, 2543835, 2543847, 2544301, 2544303, 2544309, 2544585, 2544613, 2544626, 2544657, 2544665, 2544669, 2544686, 2544733, 2544737, 2544791, 2544795, 2544799, 2544814, 2544846, 2544857, 2544864, 2544868, 2544918, 2544930, 2544950, 2544954, 2544962, 2544991, 2545001, 2545021, 2545023, 2545028, 2545245, 2545247, 2545250, 2545608, 2545613, 2545617, 2545638, 2545669, 2545687, 2545697, 2545749, 2545762, 2545767, 2545797, 2545832, 2545835, 2545839, 2545862, 2545894, 2545897, 2546036, 2546901, 2546941, 2546945, 2546967, 2546976, 2546980, 2546983, 2546988, 2547007, 2547013, 2547039, 2547045, 2547074, 2547090, 2547107, 2547113, 2547123, 2547130, 2547131, 2547138, 2547140, 2547145, 2547259, 2547643, 2547647, 2547651, 2548809, 2548820, 2548826, 2548849, 2548852, 2548904, 2548934, 2548945, 2548966, 2548984, 2549009, 2549027, 2549058, 2549090, 2549113]
41 VAX_DOSE_SERIES UNK <> 5 [2526590, 2526607, 2526689, 2526737, 2527704, 2528226, 2528975, 2530008, 2530362, 2531233, 2531316, 2533183, 2533215, 2533232, 2535269, 2536605, 2536635, 2536877, 2536895, 2537700, 2539235, 2540750, 2542201, 2543568, 2543573, 2543596, 2543635, 2543794, 2543828, 2545017, 2545580, 2545677, 2545772, 2545789, 2545901, 2546359, 2546952, 2547054, 2548950, 2549026, 2549039]
VAX_DOSE_SERIES 2533369 1| <> 5|
6 VAX_DOSE_SERIES 1|1 <> 5|1 [2530176, 2531204, 2531239, 2533328, 2545692, 2547119]
3 VAX_DOSE_SERIES 1|7+ <> 5|7+ [2545579, 2546966, 2547263]
3 VAX_DOSE_SERIES 1|UNK <> 5|UNK [2529942, 2536700, 2545635]
8 VAX_DOSE_SERIES 1 <> 6 [2526646, 2528772, 2535582, 2537048, 2544894, 2544986, 2546342, 2547067]
2 VAX_DOSE_SERIES UNK <> 6 [2531192, 2544893]
VAX_DOSE_SERIES 2540699 7+|1 <> 7+|4
3 VAX_DOSE_SERIES 7+|1 <> 7+|5 [2537778, 2543633, 2545639]
VAX_DOSE_SERIES 1640926 UNK|UNK <> UNK
VAX_DOSE_SERIES 2546044 UNK|1 <> UNK|3
VAX_DOSE_SERIES 2543645 1|UNK <> UNK|4
9 VAX_DOSE_SERIES UNK|1 <> UNK|4 [2529039, 2530090, 2530954, 2530983, 2531036, 2531091, 2536789, 2545860, 2546969]
2 VAX_DOSE_SERIES UNK|UNK <> UNK|4 [2528979, 2531200]
VAX_DOSE_SERIES 2545826 1|1 <> UNK|5
15 VAX_DOSE_SERIES UNK|1 <> UNK|5 [2526672, 2527077, 2533158, 2533308, 2538466, 2539345, 2539354, 2539470, 2543665, 2544640, 2545571, 2545650, 2545673, 2546960, 2547146]
3 VAX_DOSE_SERIES UNK|UNK <> UNK|5 [2542004, 2544777, 2547093]
VAX_DOSE_SERIES 2527860 1|UNK <> UNK|UNK
12 VAX_DOSE_SERIES |1 <> |4 [2526594, 2529901, 2530943, 2535146, 2539144, 2539275, 2539464, 2542025, 2543601, 2545672, 2548822, 2548994]
2 VAX_DOSE_SERIES |UNK <> |4 [2535578, 2537797]
18 VAX_DOSE_SERIES |1 <> |5 [2526696, 2527809, 2531043, 2531075, 2531295, 2533200, 2533429, 2535412, 2536659, 2536761, 2536778, 2537055, 2540757, 2543555, 2545603, 2545741, 2546933, 2548914]
2 VAX_DOSE_SERIES |UNK <> |5 [2539295, 2544744]
VAX_LOT 5 cells of trivial non-letter differences ignored
VAX_LOT 2540888 [] <> 014B22A
VAX_LOT 2536710 [] <> AS7145B
VAX_LOT 2536539 [] <> AS7148B
VAX_LOT 2547145 [] <> AS7162B
VAX_LOT 2545811 AS7162B <> AS7162B|AS7162B
VAX_LOT 2533166 [] <> GH9693
2 VAX_LOT [] <> GJ2524 [2533175, 2545797]
VAX_LOT 2543645 | <> |GH9694
VAX_LOT 2533392 | <> |GH9702
3 VAX_LOT | <> |GJ2524 [2539375, 2541109, 2543989]
VAX_MANU 1640926 Moderna|Unknown <> Moderna
3 VAX_MANU Moderna|Unknown <> Unknown|Moderna [2527859, 2530123, 2536657]
2 VAX_MANU Pfizer-BionT|Sanofi <> Sanofi|Pfizer-BionT [2541109, 2547051]
4 VAX_MANU Pfizer-BionT|Seqirus <> Seqirus|Pfizer-BionT [2533375, 2535183, 2543989, 2544907]
2 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1488742, 2572779]
2 VAX_MANU Pfizer-BionT|Unknown <> Unknown|Pfizer-BionT [2539375, 2543645]
VAX_MANU 2545811 Sanofi|Moderna <> Moderna|Sanofi
VAX_MANU 1574940 Unknown|Moderna <> Moderna
VAX_MANU 2526601 Unknown|Moderna <> Unknown|Pfizer-BionT
VAX_MANU 1517321 Unknown|Pfizer-BionT <> Pfizer-BionT
3 VAX_NAME C19 BIVALENT|Flu NAME <> Flu NAME|C19 BIVALENT [2527859, 2530123, 2536657]
VAX_NAME 1640926 C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna
4 VAX_NAME C19 Pfizer-BionT|Flu QUADRIVALENT <> Flu QUADRIVALENT|C19 Pfizer-BionT [2533375, 2535183, 2543989, 2544907]
2 VAX_NAME C19 Pfizer-BionT|Flu QUADRIVALENT <> Flu QUADRIVALENT|C19 Pfizer-BionT [2541109, 2547051]
2 VAX_NAME C19 Pfizer-BionT|Flu NAME <> Flu NAME|C19 Pfizer-BionT [2539375, 2543645]
2 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1488742, 2572779]
VAX_NAME 1574940 C19 UNKNOWN|C19 Moderna <> C19 Moderna
VAX_NAME 2545811 Flu QUADRIVALENT|C19 BIVALENT <> C19 BIVALENT|Flu QUADRIVALENT
VAX_NAME 2526601 Moderna BIVALENT <> Pfizer-BionT
VAX_NAME 1517321 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 5 cells of trivial non-letter differences ignored
3 VAX_ROUTE OT|OT <> OT [1488742, 1574940, 1640926]
VAX_SITE 5 cells of trivial non-letter differences ignored
VAX_SITE 2545811 RA|LA <> LA|RA
2 VAX_SITE LA|RA <> RA|LA [2539375, 2541109]
VAX_TYPE 2543783 COVID19-2 <> COVID19
6 VAX_TYPE COVID19-2|FLU4 <> FLU4|COVID19-2 [2533375, 2535183, 2541109, 2543989, 2544907, 2547051]
5 VAX_TYPE COVID19-2|FLUX <> FLUX|COVID19-2 [2527859, 2530123, 2536657, 2539375, 2543645]
VAX_TYPE 1574940 COVID19|COVID19 <> COVID19
3 VAX_TYPE COVID19|UNK <> COVID19 [1488742, 1640926, 2572779]
VAX_TYPE 2545811 FLU4|COVID19-2 <> COVID19-2|FLU4
VAX_TYPE 1517321 UNK|COVID19 <> COVID19
12 columns altered
26754 modified reports on 2023-02-10
Writing ... vaers_changes/2023-02-10_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'VAX_DOSE_SERIES': 670, 'SYMPTOM_TEXT': 27, 'VAX_NAME': 18, 'VAX_MANU': 18, 'VAX_TYPE': 18, 'VAX_LOT': 13, 'VAX_SITE': 3, 'VAX_ROUTE': 3, 'LAB_DATA': 2, 'AGE_YRS': 1, 'HISTORY': 1, 'OTHER_MEDS': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'BIRTH_DEFECT': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'symptom_entries': 0}
This week
37 delayed/late/gapfill
228 deleted
0 restored
16 cell edits trivial not printed
775 cell edits significant
0 cells emptied entirely
27 writeups changed
All time
540185 delayed/late/gapfill
26292 deleted
11 restored
29371857 cell edits trivial not printed
27083 cell edits significant
1475622 cells emptied entirely
6149 writeups changed
29511 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2579411, 2579415, 2579418, 2579420, 2579426, 2579430, 2579437, 2579441]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-02-17
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-02-17_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2582123
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2583350
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2583356
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2582123
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2583350
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2583356
4427 exact duplicates dropped in concatenated files, now 1918926 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2582123
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2583350
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2583356
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1630132 reports to work with (unique VAERS_IDs)
105651 dropped in df_data due to no covid VAX_TYPE involved in the report
130636 dropped in df_vax due to no covid VAX_TYPE involved in the report
130278 dropped in df_syms due to no covid VAX_TYPE involved in the report
1524481 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1210 SYMPTOM_TEXT field repeat sentences deduped in 219 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1601018 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1601018 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-02-17_VAERS_CONSOLIDATED.csv
Consolidation of 2023-02-17 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1524481 rows in df_vax_flat
Merging DATA into VAX flattened
1524481 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-02-17_VAERS_FLATTENED.csv
1524481 rows in vaers_flattened/2023-02-17_VAERS_FLATTENED.csv
Flattening of 2023-02-17 done
Using flat 2023-02-10 already in memory, 1521346 rows
Using flat 2023-02-17 already in memory, 1524481 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-02-10 already in memory
Comparing
2023-02-10 v. 2023-02-17
1524481 this drop total covid
1521346 previous total covid
1520827 identical set aside
3654 this drop to work with
519 previous to work with
3135 difference
3187 new in 2023-02-17
137 delayed this week
189 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1995371 in 1975 or 1976 <>
LAB_DATA 1521505 JCS <> CS
OTHER_MEDS 2056521 [] <> HUMIRA
OTHER_MEDS 1661509 <> TYVASO
SYMPTOM_TEXT 1712115 Military <>
SYMPTOM_TEXT 1632185 Amn sie globale transitoire <> Transient global amnesia
SYMPTOM_TEXT 1546974 PMDA <> RA
SYMPTOM_TEXT 1653456 with an unspecified race and ethnic origin <>
SYMPTOM_TEXT 1445405 PMDA <> RA
SYMPTOM_TEXT 1530208 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
SYMPTOM_TEXT 2103918 white <>
SYMPTOM_TEXT 1625609 PRIVACY <> a
SYMPTOM_TEXT 1533591 COVID-19 <> the
SYMPTOM_TEXT 1659931 white <> pale
SYMPTOM_TEXT 1439902 Encharqueis encharqueis <> sweat
SYMPTOM_TEXT 1521505 JCS <> CS
SYMPTOM_TEXT 1664689 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1541766 COVAES <>
SYMPTOM_TEXT 1630240 SE <>
SYMPTOM_TEXT 1791114 because she can't speak English <>
SYMPTOM_TEXT 1593840 Asian <>
SYMPTOM_TEXT 1579859 Takeda Pharmaceuticals Pharmaceutical Company Limited MAH <> regulatory authority RA
SYMPTOM_TEXT 1527770 PRIVACY <>
SYMPTOM_TEXT 1711908 COVAX US Support <>
SYMPTOM_TEXT 1456829 COVAES <>
SYMPTOM_TEXT 1441875 Agency unknown word fuwa-tooko <>
SYMPTOM_TEXT 1823540 hell <> heck
SYMPTOM_TEXT 1445380 COVAES <> COVID-19 Adverse Event Self-Reporting Solution
SYMPTOM_TEXT 1995371 in 1975 or 1976 <>
VAX_DOSE_SERIES 1590782 1|2 <> 1
VAX_DOSE_SERIES 1661509 1|UNK <> 1
8 VAX_DOSE_SERIES 1|1 <> 1|4 [2550126, 2550796, 2550797, 2551357, 2552454, 2554881, 2558741, 2559995]
VAX_DOSE_SERIES 2552579 1|UNK <> 1|4
25 VAX_DOSE_SERIES 1|1 <> 1|5 [2550052, 2550109, 2550116, 2550278, 2550308, 2550479, 2551343, 2551393, 2551471, 2551521, 2551558, 2552464, 2552533, 2552564, 2552616, 2552750, 2552837, 2554681, 2554743, 2554866, 2557614, 2557624, 2557761, 2559557, 2559673]
VAX_DOSE_SERIES 2557735 1|UNK <> 1|5
VAX_DOSE_SERIES 2056521 2|UNK|1 <> 2|1
8 VAX_DOSE_SERIES 1 <> 3 [2550083, 2552431, 2552681, 2554569, 2554703, 2554836, 2557511, 2559533]
VAX_DOSE_SERIES 2490056 2 <> 3
68 VAX_DOSE_SERIES 1 <> 4 [2550057, 2550085, 2550091, 2550117, 2550157, 2550190, 2550191, 2550208, 2550210, 2550215, 2550225, 2550235, 2550246, 2550250, 2550253, 2550275, 2550309, 2550325, 2551364, 2551385, 2551396, 2551453, 2551456, 2551457, 2551592, 2551619, 2551773, 2551787, 2551796, 2551960, 2552468, 2552550, 2552557, 2552562, 2554510, 2554584, 2554602, 2554608, 2554630, 2554666, 2554674, 2554684, 2554754, 2554815, 2554817, 2554821, 2554838, 2554850, 2554888, 2557467, 2557483, 2557486, 2557492, 2557755, 2557758, 2557769, 2557794, 2557939, 2557956, 2558520, 2558591, 2558670, 2558757, 2559485, 2559558, 2560008, 2560653, 2565621]
11 VAX_DOSE_SERIES UNK <> 4 [2550137, 2550220, 2550326, 2552607, 2554600, 2554779, 2554784, 2557462, 2557565, 2558529, 2558539]
VAX_DOSE_SERIES 2554803 1| <> 4|
2 VAX_DOSE_SERIES 1|7+ <> 4|7+ [2557615, 2557954]
VAX_DOSE_SERIES 2554765 1|UNK <> 4|UNK
125 VAX_DOSE_SERIES 1 <> 5 [2550045, 2550069, 2550095, 2550101, 2550112, 2550118, 2550125, 2550129, 2550145, 2550186, 2550203, 2550206, 2550228, 2550243, 2550245, 2550247, 2550259, 2550270, 2550274, 2550306, 2551314, 2551319, 2551336, 2551355, 2551368, 2551380, 2551404, 2551406, 2551407, 2551435, 2551450, 2551452, 2551462, 2551477, 2551510, 2551524, 2551566, 2551577, 2551581, 2552427, 2552445, 2552474, 2552488, 2552492, 2552502, 2552526, 2552534, 2552538, 2552543, 2552582, 2552588, 2552615, 2552623, 2552632, 2552745, 2552834, 2552838, 2554573, 2554591, 2554644, 2554654, 2554709, 2554723, 2554852, 2554860, 2554862, 2554867, 2554870, 2554889, 2555003, 2555005, 2555126, 2555130, 2557482, 2557497, 2557506, 2557516, 2557533, 2557534, 2557546, 2557555, 2557596, 2557600, 2557613, 2557616, 2557631, 2557633, 2557637, 2557642, 2557646, 2557672, 2557690, 2557752, 2557766, 2557782, 2558522, 2558556, 2558564, 2558572, 2558593, 2558597, 2558619, 2558692, 2558722, 2558736, 2558747, 2558756, 2558760, 2558943, 2559502, 2559506, 2559508, 2559520, 2559532, 2559555, 2559559, 2559578, 2559581, 2559584, 2559653, 2559669, 2559679, 2559697, 2560849, 2566878]
16 VAX_DOSE_SERIES UNK <> 5 [2514085, 2550033, 2550059, 2550178, 2551432, 2551497, 2551530, 2552456, 2552473, 2552553, 2554846, 2557558, 2557962, 2558723, 2558768, 2559594]
VAX_DOSE_SERIES 2558645 UNK| <> 5|
VAX_DOSE_SERIES 2558600 1|1 <> 5|1
VAX_DOSE_SERIES 2550093 1|UNK <> 5|UNK
6 VAX_DOSE_SERIES 1 <> 6 [2550159, 2550327, 2551968, 2552570, 2552592, 2557719]
VAX_DOSE_SERIES 2557673 7+|1 <> 7+|5
2 VAX_DOSE_SERIES UNK|1 <> UNK|4 [2550146, 2561434]
8 VAX_DOSE_SERIES UNK|1 <> UNK|5 [2550036, 2550120, 2550226, 2550252, 2551564, 2552422, 2557602, 2564543]
VAX_DOSE_SERIES 2551423 UNK|UNK <> UNK|5
3 VAX_DOSE_SERIES |1 <> |4 [2550050, 2550139, 2554607]
VAX_DOSE_SERIES 2550289 |UNK <> |4
7 VAX_DOSE_SERIES |1 <> |5 [2550064, 2550195, 2550236, 2551489, 2558576, 2558684, 2559517]
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 1661509 |2101898 <> []
VAX_LOT 1590782 |3001944 <> []
VAX_LOT 2550159 [] <> AS7163B
VAX_LOT 2552632 [] <> GH9702
VAX_LOT 2554888 [] <> GJ2524
VAX_MANU 2554881 Moderna|Glaxo <> Glaxo|Moderna
VAX_MANU 1661509 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_MANU 2056521 Pfizer-BionT|Unknown|Janssen <> Pfizer-BionT|Janssen
VAX_MANU 2550139 Sanofi|Pfizer-BionT <> Sanofi|Moderna
VAX_MANU 1590782 Unknown|Moderna <> Unknown
VAX_NAME 2554881 C19 BIVALENT|Flu QUADRIVALENT <> Flu QUADRIVALENT|C19 BIVALENT
VAX_NAME 1661509 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_NAME 2056521 C19 Pfizer-BionT|Not Specified NO BRAND NAME|C19 Janssen <> C19 Pfizer-BionT|C19 Janssen
VAX_NAME 1590782 C19 UNKNOWN|C19 Moderna <> C19 UNKNOWN
VAX_NAME 2550139 Pfizer-BionT <> Moderna BIVALENT
VAX_ROUTE 2 cells of trivial non-letter differences ignored
VAX_ROUTE 1590782 OT|OT <> OT
VAX_SITE 3 cells of trivial non-letter differences ignored
VAX_TYPE 2554881 COVID19-2|FLU4 <> FLU4|COVID19-2
VAX_TYPE 1590782 COVID19|COVID19 <> COVID19
VAX_TYPE 1661509 COVID19|UNK <> COVID19
VAX_TYPE 2056521 COVID19|UNK|COVID19 <> COVID19|COVID19
symptom_entries 956271 _|_Computerised tomogram_|_ <>
symptom_entries 1018893 _|_Injection site pain_|_Myalgia_|_ <>
12 columns altered
26611 modified reports on 2023-02-17
Writing ... vaers_changes/2023-02-17_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'VAX_DOSE_SERIES': 303, 'SYMPTOM_TEXT': 25, 'VAX_LOT': 5, 'VAX_NAME': 5, 'VAX_MANU': 5, 'VAX_TYPE': 4, 'OTHER_MEDS': 2, 'symptom_entries': 2, 'LAB_DATA': 1, 'CUR_ILL': 1, 'VAX_ROUTE': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'HISTORY': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
137 delayed/late/gapfill
189 deleted
0 restored
6 cell edits trivial not printed
354 cell edits significant
2 cells emptied entirely
25 writeups changed
All time
540322 delayed/late/gapfill
26481 deleted
11 restored
29371863 cell edits trivial not printed
27437 cell edits significant
1475624 cells emptied entirely
6174 writeups changed
29208 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2583332, 2583338, 2583347, 2583351, 2583352, 2583353, 2583354, 2583355]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-02-24
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-02-24_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2582123
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2586742
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2586741
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2582123
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2586742
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2586741
4464 exact duplicates dropped in concatenated files, now 1923500 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2582123
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2574705
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2586742
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2586741
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1633876 reports to work with (unique VAERS_IDs)
106506 dropped in df_data due to no covid VAX_TYPE involved in the report
131935 dropped in df_vax due to no covid VAX_TYPE involved in the report
131402 dropped in df_syms due to no covid VAX_TYPE involved in the report
1527370 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1549 SYMPTOM_TEXT field repeat sentences deduped in 226 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1604293 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1604293 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-02-24_VAERS_CONSOLIDATED.csv
Consolidation of 2023-02-24 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1527370 rows in df_vax_flat
Merging DATA into VAX flattened
1527370 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-02-24_VAERS_FLATTENED.csv
1527370 rows in vaers_flattened/2023-02-24_VAERS_FLATTENED.csv
Flattening of 2023-02-24 done
Using flat 2023-02-17 already in memory, 1524481 rows
Using flat 2023-02-24 already in memory, 1527370 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-02-17 already in memory
Comparing
2023-02-17 v. 2023-02-24
1527370 this drop total covid
1524481 previous total covid
1523885 identical set aside
3485 this drop to work with
596 previous to work with
2889 difference
2665 new in 2023-02-24
464 delayed this week
240 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 2309876 Not gay <>
LAB_DATA 1409051 JCS <> CS
SYMPTOM_TEXT 1441863 Medical Devices Agency MDA <> regulatory authority
SYMPTOM_TEXT 1306079 COVAX support <>
SYMPTOM_TEXT 1367593 Zoom <> an online
SYMPTOM_TEXT 1442086 Pfizer <>
SYMPTOM_TEXT 1458539 COVID-19 Adverse Event Self-Reporting Solution Pfizer <> regulatory authority
SYMPTOM_TEXT 1456230 COVAES <>
SYMPTOM_TEXT 2581480 EST <> 6:0 7:00
SYMPTOM_TEXT 1445366 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1305312 googled <> researched
SYMPTOM_TEXT 1332965 white and Hispanic or Latino <>
SYMPTOM_TEXT 1404893 Pfizer <>
SYMPTOM_TEXT 1558023 Source for Protocol C4591006 <>
SYMPTOM_TEXT 1435433 COVID-19 Adverse Event Self-Reporting Solution Pfizer <> regulatory authority
SYMPTOM_TEXT 1938335 white and non Hispanic or Latino <>
SYMPTOM_TEXT 2176571 Vaccine was not administered at military facility <>
SYMPTOM_TEXT 1733263 uc irvine <>
SYMPTOM_TEXT 1894565 to Virgin Galactic <>
SYMPTOM_TEXT 1500029 COVAES <>
SYMPTOM_TEXT 1304753 COVID-19 <> the regulatory authority
SYMPTOM_TEXT 1409051 Agency JCS <> regulatory authority CS
SYMPTOM_TEXT 1254392 COVAX <>
SYMPTOM_TEXT 1312270 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1387012 in CDS SPC and USPI <>
SYMPTOM_TEXT 1661525 COVAX US Support <>
SYMPTOM_TEXT 1398118 PRIVACY <> the
SYMPTOM_TEXT 1190923 Freedom <> Urgent Care
SYMPTOM_TEXT 1070497 Pfizer First Connect <>
SYMPTOM_TEXT 1255406 google <> internet
SYMPTOM_TEXT 1306004 LAB-1451-4.0 LAB-1457-7.0 <>
2 VAX_DOSE_SERIES 1|1|1 <> 1|1|5 [2561344, 2570690]
9 VAX_DOSE_SERIES 1|1 <> 1|4 [2461905, 2471842, 2475468, 2560814, 2560886, 2562327, 2564642, 2566681, 2566775]
VAX_DOSE_SERIES 2563530 1|UNK <> 1|4
VAX_DOSE_SERIES 2569295 4 <> 1|4
23 VAX_DOSE_SERIES 1|1 <> 1|5 [2451187, 2463464, 2471824, 2471827, 2475414, 2475759, 2477169, 2477193, 2560721, 2561088, 2561447, 2561577, 2561581, 2561586, 2562337, 2564641, 2565632, 2565764, 2566068, 2567626, 2568615, 2569363, 2569695]
VAX_DOSE_SERIES 2562373 1|UNK <> 1|5
VAX_DOSE_SERIES 2568745 2|1 <> 2|5
4 VAX_DOSE_SERIES 1 <> 3 [2563262, 2563401, 2567587, 2568536]
82 VAX_DOSE_SERIES 1 <> 4 [2455930, 2461998, 2462063, 2462067, 2463109, 2463390, 2464426, 2465760, 2467135, 2467193, 2467207, 2467464, 2468220, 2468381, 2469666, 2469744, 2470603, 2470623, 2470884, 2471788, 2471895, 2473239, 2473378, 2473389, 2473451, 2473671, 2473684, 2473742, 2475538, 2475546, 2475732, 2477122, 2477159, 2560686, 2560803, 2560818, 2560842, 2560853, 2560871, 2560872, 2560891, 2561342, 2561409, 2561423, 2561470, 2561482, 2561484, 2561498, 2561529, 2561583, 2561589, 2562214, 2562249, 2562281, 2562299, 2562311, 2562343, 2563293, 2563419, 2563664, 2564549, 2565624, 2565817, 2565925, 2565956, 2566678, 2566706, 2566709, 2566748, 2566769, 2566890, 2567580, 2567582, 2567586, 2567597, 2568545, 2568548, 2568572, 2568621, 2568715, 2570583, 2570598]
9 VAX_DOSE_SERIES UNK <> 4 [2560651, 2560662, 2561356, 2561400, 2563285, 2563295, 2565798, 2567804, 2567839]
2 VAX_DOSE_SERIES 1|1 <> 4|1 [2561083, 2562243]
VAX_DOSE_SERIES 2569350 1|UNK <> 4|UNK
138 VAX_DOSE_SERIES 1 <> 5 [2452015, 2461879, 2461931, 2461934, 2461935, 2461938, 2461943, 2462004, 2462021, 2463178, 2463454, 2464470, 2464601, 2464730, 2464762, 2465380, 2465435, 2465790, 2467150, 2467220, 2467279, 2467352, 2467463, 2468336, 2468355, 2468378, 2468414, 2468423, 2468445, 2468583, 2469674, 2470671, 2470782, 2471774, 2472008, 2472021, 2472047, 2472325, 2473294, 2473345, 2475274, 2475353, 2475426, 2475542, 2475711, 2475721, 2475750, 2477111, 2477124, 2477143, 2560649, 2560669, 2560708, 2560751, 2560779, 2560781, 2560797, 2560802, 2560852, 2560856, 2560857, 2561087, 2561095, 2561133, 2561330, 2561366, 2561369, 2561381, 2561408, 2561448, 2561449, 2561505, 2561532, 2561576, 2561593, 2561690, 2562197, 2562228, 2562246, 2562275, 2562283, 2562291, 2562308, 2562339, 2562353, 2562364, 2562602, 2562817, 2563284, 2563337, 2563463, 2563485, 2563525, 2564532, 2564558, 2564579, 2564613, 2564774, 2565625, 2565635, 2565654, 2565713, 2565756, 2565939, 2566069, 2566663, 2566710, 2566744, 2566780, 2566783, 2566807, 2566811, 2566848, 2566855, 2566918, 2566931, 2567596, 2567609, 2567616, 2567641, 2567667, 2567690, 2567701, 2567777, 2567818, 2567826, 2567827, 2567867, 2568593, 2568656, 2568964, 2569292, 2570561, 2570566, 2570620, 2570624, 2570669, 2570680]
13 VAX_DOSE_SERIES UNK <> 5 [2560780, 2560809, 2560870, 2560884, 2561093, 2562358, 2563376, 2565615, 2565802, 2565813, 2566327, 2567620, 2570633]
2 VAX_DOSE_SERIES 1|1 <> 5|1 [2565702, 2567312]
VAX_DOSE_SERIES 2566795 1|UNK <> 5|UNK
3 VAX_DOSE_SERIES 1 <> 6 [2469747, 2570623, 2570722]
3 VAX_DOSE_SERIES UNK <> 6 [2560684, 2561360, 2562313]
VAX_DOSE_SERIES 2465468 1 <> UNK
VAX_DOSE_SERIES 2470634 UNK|1 <> UNK|3
5 VAX_DOSE_SERIES UNK|1 <> UNK|4 [2471822, 2563299, 2569345, 2570522, 2570683]
6 VAX_DOSE_SERIES UNK|1 <> UNK|5 [2475529, 2475661, 2563312, 2564521, 2564626, 2567612]
VAX_DOSE_SERIES 2561335 UNK|UNK|1 <> UNK|UNK|3
5 VAX_DOSE_SERIES |1 <> |4 [2454654, 2565617, 2565842, 2567725, 2570980]
6 VAX_DOSE_SERIES |1 <> |5 [2463134, 2464441, 2471820, 2561468, 2562402, 2565806]
VAX_DOSE_SERIES 2567775 |1 <> |6
VAX_DOSE_SERIES 2565857 |||1 <> |||4
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 2467464 [] <> GJ3277
VAX_LOT 2477653 6J5342 <> GJ5342
VAX_MANU 2471842 Moderna|Sanofi <> Sanofi|Moderna
VAX_MANU 2569295 Pfizer-BionT <> Sanofi|Pfizer-BionT
VAX_MANU 2569363 Pfizer-BionT|Seqirus <> Seqirus|Pfizer-BionT
VAX_NAME 2471842 C19 BIVALENT|Flu QUADRIVALENT <> Flu QUADRIVALENT|C19 BIVALENT
VAX_NAME 2569295 C19 <> Flu SEASONAL FLUZONE QUADRIVALENT|C19
VAX_NAME 2569363 C19 Pfizer-BionT|Flu QUADRIVALENT <> Flu QUADRIVALENT|C19 Pfizer-BionT
VAX_ROUTE 2569295 SYR <> SYR|SYR
VAX_SITE 2569295 AR <> AR|AR
VAX_TYPE 2569295 COVID19-2 <> FLU4|COVID19-2
VAX_TYPE 2471842 COVID19-2|FLU4 <> FLU4|COVID19-2
VAX_TYPE 2569363 COVID19-2|FLUC4 <> FLUC4|COVID19-2
symptom_entries 1051353 _|_Sleep disorder_|_ <>
symptom_entries 1064517 _|_Cardiac arrest_|_ <>
11 columns altered
26826 modified reports on 2023-02-24
Writing ... vaers_changes/2023-02-24_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'VAX_DOSE_SERIES': 323, 'SYMPTOM_TEXT': 29, 'VAX_NAME': 3, 'VAX_MANU': 3, 'VAX_TYPE': 3, 'VAX_LOT': 2, 'symptom_entries': 2, 'LAB_DATA': 1, 'VAX_SITE': 1, 'CUR_ILL': 1, 'VAX_ROUTE': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'HISTORY': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'OTHER_MEDS': 0}
This week
464 delayed/late/gapfill
240 deleted
0 restored
1 cell edits trivial not printed
369 cell edits significant
0 cells emptied entirely
29 writeups changed
All time
540786 delayed/late/gapfill
26721 deleted
11 restored
29371864 cell edits trivial not printed
27806 cell edits significant
1475624 cells emptied entirely
6203 writeups changed
28591 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2586603, 2586608, 2586695, 2586730, 2586731, 2586732, 2586733, 2586738]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-03-03
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-03-03_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2590178
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2590159
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2590770
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2590763
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2590178
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2590159
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2590770
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2590763
4473 exact duplicates dropped in concatenated files, now 1927940 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2590178
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2590159
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2590770
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2590763
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1637654 reports to work with (unique VAERS_IDs)
107326 dropped in df_data due to no covid VAX_TYPE involved in the report
133030 dropped in df_vax due to no covid VAX_TYPE involved in the report
132478 dropped in df_syms due to no covid VAX_TYPE involved in the report
1530328 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1559 SYMPTOM_TEXT field repeat sentences deduped in 251 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1607638 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1607638 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-03-03_VAERS_CONSOLIDATED.csv
Consolidation of 2023-03-03 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1530328 rows in df_vax_flat
Merging DATA into VAX flattened
1530328 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-03-03_VAERS_FLATTENED.csv
1530328 rows in vaers_flattened/2023-03-03_VAERS_FLATTENED.csv
Flattening of 2023-03-03 done
Using flat 2023-02-24 already in memory, 1527370 rows
Using flat 2023-03-03 already in memory, 1530328 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-02-24 already in memory
Comparing
2023-02-24 v. 2023-03-03
1530328 this drop total covid
1527370 previous total covid
1526973 identical set aside
3355 this drop to work with
397 previous to work with
2958 difference
3198 new in 2023-03-03
69 delayed this week
309 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2471820 [] <> 71.0
CUR_ILL 2165414 CMS/HCC CMS/HCC);End <> HCC HCC);End
DIED 1743742 [] <> Y
HISTORY 2165414 CMS/HCC <> HCC
LAB_DATA 1144124 Fleming <>
LAB_DATA 1586191 JCS <> CS
OTHER_MEDS 1690250 <> EXFORGE ESIDREX
OTHER_MEDS 2107667 [] <> PROZAC; LAMOTRIGINE; LORAZEPAM
SEX 2471820 [] <> F
STATE 2471820 [] <> GA
SYMPTOM_TEXT 1271573 Brazilian <>
SYMPTOM_TEXT 1853128 A Rare Variant Guillain-Barre Syndrome Following Ad26.COV2.S Vaccination white Caucasian race and <>
SYMPTOM_TEXT 1688145 COVAES <>
SYMPTOM_TEXT 2585074 OSF <>
SYMPTOM_TEXT 1383569 SE <>
SYMPTOM_TEXT 1699297 SE <>
SYMPTOM_TEXT 1488993 Health Agency HA 119 <> regulatory authority the emergency number
SYMPTOM_TEXT 1680983 PMDA <> regulatory authority
SYMPTOM_TEXT 1430788 Public Administration <>
SYMPTOM_TEXT 2101083 hell <> misery
SYMPTOM_TEXT 1504396 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
SYMPTOM_TEXT 1517461 global <>
SYMPTOM_TEXT 1435429 nursing home 19 immunization at a <> residential facility
SYMPTOM_TEXT 1576793 Pfizer <>
SYMPTOM_TEXT 1332057 COVAES <>
SYMPTOM_TEXT 1306037 COVAX <>
SYMPTOM_TEXT 1456313 COVID-19 Vaccine Adverse Event Reporting System <> the regulatory authority
SYMPTOM_TEXT 1712465 COVAX US <>
SYMPTOM_TEXT 1963807 Uses Spanish as primary spoken in Venezuela <>
SYMPTOM_TEXT 1672243 by the left Battalion division <>
SYMPTOM_TEXT 2091033 AbbVie's <> Company's
SYMPTOM_TEXT 1416505 from COVAES <>
SYMPTOM_TEXT 1419446 COVAES <>
SYMPTOM_TEXT 1688751 Perimyokarditis nach Covid-Impfung ED <> Covid
SYMPTOM_TEXT 1638471 Hong Kong SE <>
SYMPTOM_TEXT 1586191 JCS <> regulatory authority CS
SYMPTOM_TEXT 1954102 white not Hispanic or Latino <>
SYMPTOM_TEXT 2130285 on 05-Feb-2022 <>
SYMPTOM_TEXT 1504400 Center <> a team
SYMPTOM_TEXT 1439285 COVID-19 Adverse Event Self-Reporting <> the regulatory authority
SYMPTOM_TEXT 1528686 Ecuador <>
SYMPTOM_TEXT 1376220 Javid <>
SYMPTOM_TEXT 1589827 Pfizer <>
SYMPTOM_TEXT 1174206 sprite <> soda
SYMPTOM_TEXT 2108842 with RX Pathways CEPID <>
SYMPTOM_TEXT 1387520 Pfizer First Connect <>
SYMPTOM_TEXT 1586307 privacy <>
SYMPTOM_TEXT 1531439 by COVAES <>
SYMPTOM_TEXT 1332790 COVAX <>
VAX_DOSE_SERIES 1473769 1|UNK|UNK <> 1
2 VAX_DOSE_SERIES UNK|1 <> 1 [1638099, 2107667]
VAX_DOSE_SERIES 2478556 1|1 <> 1|4
4 VAX_DOSE_SERIES 1|1 <> 1|5 [2478816, 2481661, 2481665, 2481701]
2 VAX_DOSE_SERIES 2|UNK <> 2 [1297236, 1690250]
VAX_DOSE_SERIES 2480422 1 <> 3
7 VAX_DOSE_SERIES 1 <> 4 [2478376, 2478589, 2478613, 2480487, 2481099, 2481620, 2482823]
VAX_DOSE_SERIES 2584326 3 <> 4
VAX_DOSE_SERIES 2478522 1| <> 4|
15 VAX_DOSE_SERIES 1 <> 5 [2478368, 2478472, 2480366, 2481627, 2481644, 2481681, 2481753, 2481799, 2481854, 2481855, 2481867, 2481918, 2482054, 2482100, 2482803]
VAX_DOSE_SERIES 2481761 1|1 <> 5|1
VAX_DOSE_SERIES 2480414 7+|1 <> 7+|5
VAX_DOSE_SERIES 1657496 UNK|UNK <> UNK
VAX_DOSE_SERIES 2478406 UNK|1 <> UNK|4
VAX_DOSE_SERIES 2480367 UNK|1 <> UNK|5
2 VAX_DOSE_SERIES |1 <> |5 [2478353, 2480315]
VAX_LOT 4 cells of trivial non-letter differences ignored
VAX_LOT 1297236 |Unknown <> []
VAX_LOT 1690250 EP2166|Unknown <> EP2166
VAX_LOT 2482100 6J2524 <> GJ2524
VAX_LOT 2481701 6H9693 <> GH9693
VAX_LOT 2478406 RH9694 <> GH9694
3 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1297236, 1657496, 1690250]
VAX_MANU 1473769 Pfizer-BionT|Unknown|Unknown <> Pfizer-BionT
2 VAX_MANU Unknown|Pfizer-BionT <> Pfizer-BionT [1638099, 2107667]
3 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1297236, 1657496, 1690250]
VAX_NAME 1473769 C19 Pfizer-BionT|Not Specified NO BRAND NAME|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
2 VAX_NAME Not Specified NO BRAND NAME|C19 <> C19 [1638099, 2107667]
VAX_ROUTE 2 cells of trivial non-letter differences ignored
VAX_ROUTE 1473769 ||OT <> []
3 VAX_ROUTE OT|OT <> OT [1297236, 1657496, 1690250]
VAX_SITE 6 cells of trivial non-letter differences ignored
3 VAX_TYPE COVID19|UNK <> COVID19 [1297236, 1657496, 1690250]
VAX_TYPE 1473769 COVID19|UNK|UNK <> COVID19
2 VAX_TYPE UNK|COVID19 <> COVID19 [1638099, 2107667]
symptom_entries 1100467 _|_Abdominal pain_|_ <>
symptom_entries 1073628 _|_Pain_|_ <>
17 columns altered
26798 modified reports on 2023-03-03
Writing ... vaers_changes/2023-03-03_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'VAX_DOSE_SERIES': 42, 'SYMPTOM_TEXT': 39, 'VAX_LOT': 6, 'VAX_NAME': 6, 'VAX_MANU': 6, 'VAX_TYPE': 6, 'VAX_ROUTE': 4, 'LAB_DATA': 2, 'OTHER_MEDS': 2, 'symptom_entries': 2, 'AGE_YRS': 1, 'HISTORY': 1, 'STATE': 1, 'DIED': 1, 'SEX': 1, 'CUR_ILL': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
69 delayed/late/gapfill
309 deleted
0 restored
12 cell edits trivial not printed
121 cell edits significant
2 cells emptied entirely
39 writeups changed
All time
540855 delayed/late/gapfill
27030 deleted
11 restored
29371876 cell edits trivial not printed
27927 cell edits significant
1475626 cells emptied entirely
6242 writeups changed
28523 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2590746, 2590747, 2590748, 2590750, 2590751, 2590753, 2590766, 2590769]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-03-10
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-03-10_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2593702
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2593040
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2594384
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2594378
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2593702
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2593040
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2594384
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2594378
4492 exact duplicates dropped in concatenated files, now 1932410 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2593702
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2593040
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2594384
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2594378
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1641424 reports to work with (unique VAERS_IDs)
108243 dropped in df_data due to no covid VAX_TYPE involved in the report
134270 dropped in df_vax due to no covid VAX_TYPE involved in the report
133720 dropped in df_syms due to no covid VAX_TYPE involved in the report
1533181 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1059 SYMPTOM_TEXT field repeat sentences deduped in 214 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1610868 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1610868 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-03-10_VAERS_CONSOLIDATED.csv
Consolidation of 2023-03-10 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1533181 rows in df_vax_flat
Merging DATA into VAX flattened
1533181 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-03-10_VAERS_FLATTENED.csv
1533181 rows in vaers_flattened/2023-03-10_VAERS_FLATTENED.csv
Flattening of 2023-03-10 done
Using flat 2023-03-03 already in memory, 1530328 rows
Using flat 2023-03-10 already in memory, 1533181 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-03-03 already in memory
Comparing
2023-03-03 v. 2023-03-10
1533181 this drop total covid
1530328 previous total covid
1530120 identical set aside
3061 this drop to work with
208 previous to work with
2853 difference
2622 new in 2023-03-10
383 delayed this week
152 deleted this week kept
0 restored this week
Column value changes
ALLERGIES 968427 Erythromyocin Sprionolactone Thimerasol <> hives thimerosal itching redness spironolactone chest pain erythromycin abdominal
CUR_ILL 968427 None <> []
DATEDIED 1 cell of trivial non-letter differences ignored
DATEDIED 2108984 [] <> 12/23/2021
DATEDIED 2590275 [] <> 12/30/2022
4 DIED [] <> Y [1071365, 2108984, 2515064, 2590275]
HISTORY 2576570 HCC <>
HISTORY 968427 None <> heart palpitations hemorrhoids
LAB_DATA 968427 None <> []
NUMDAYS 968427 28.0 <> 0.0
2 OTHER_MEDS [] <> HUMIRA [1995565, 2057280]
OTHER_MEDS 968427 None <> famotidine 20mg BID hydrocortisone rectal cream BID Xanax 0.5mg PRN Albuterol HFA PRN
PRIOR_VAX 968427 12/26/2020 Covid10 (Moderna) <> []
RECOVD 2515064 [] <> U
RECVDATE 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1073431 NJIIS Rite Aid 00994 <> pharmacy
SYMPTOM_TEXT 1630520 Agency by post-office clerk <> regulatory authority
SYMPTOM_TEXT 1442099 Pfizer was an in-house staff she healthcare professional and <>
SYMPTOM_TEXT 1555612 department health BioNTech SE bnt162b2 COMIRNATY <> regulatory company
SYMPTOM_TEXT 1688748 Beinvenenthroombose <>
SYMPTOM_TEXT 1555616 Health Authority Pfizer BioNTech SE for bnt162b2 COMIRNATY <> regulatory company
SYMPTOM_TEXT 1823581 AbbVie <> Company
SYMPTOM_TEXT 2018379 Israeli <>
SYMPTOM_TEXT 1680864 his family <> another
SYMPTOM_TEXT 1948274 WRITTEN AS 4/12/2009 AND IMMTRAC 150737060 4/12/2010 <> SYSTEM DIFFERENT
SYMPTOM_TEXT 2122633 pisses off Google google <> angers search the internet
SYMPTOM_TEXT 1547028 PRIVACY <> a
SYMPTOM_TEXT 1593713 COVAES <>
SYMPTOM_TEXT 1571429 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority
SYMPTOM_TEXT 1483524 COVAX Support first Connect CoVax US <> program
SYMPTOM_TEXT 1479962 Pfizer <>
SYMPTOM_TEXT 1479961 Pfizer <>
SYMPTOM_TEXT 1439287 Pfizer <>
SYMPTOM_TEXT 2018707 005570 <>
SYMPTOM_TEXT 1589975 COVAES <>
SYMPTOM_TEXT 1644581 LITERATURE REFERENCE: Immune thrombocytopenic purpura and acute liver injury after COVID-19 vaccine <>
SYMPTOM_TEXT 2502140 Children's <>
SYMPTOM_TEXT 1955544 Halloween <> 10/31
SYMPTOM_TEXT 1948114 date of birth written as 10/23/2008 10/23/2009 <> different
SYMPTOM_TEXT 968427 oral Benadryl 50g Pepcid 10:15am Received Moderan right arm 11:30am At 11:45 began feeling lightheaded bilateral tonque thick Reported nurse who administered Vitals were taken BP 198/90 temp respirations SATs HR within normal limits Escorted vital 203/90 Telemetry monitor applied Oral 12:04pm 1:15pm side tongue left improving Repeat 177/83 Discharged home 1:47pm <> Pt had allergic reaction 1st the prior month which time she was treated with famotidine diphenhydramine her improved On date 50mg Approximately 15 minutes after receiving felt lips tingling developed throat tightness itching some difficulty swallowing She went for treatment where an additional PO observed 2 hours discharge
SYMPTOM_TEXT 1435425 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
SYMPTOM_TEXT 1531406 via COVAES <>
SYMPTOM_TEXT 1449062 Pfizer <>
SYMPTOM_TEXT 1644475 LITERATURE REFERENCE Clinical effectiveness of COVID-19 vaccination in solid organ transplant recipients Transpl Infect Dis 2021:e13705 <>
SYMPTOM_TEXT 2128765 white not Hispanic or Latino <>
SYMPTOM_TEXT 1654771 SE <>
SYMPTOM_TEXT 1442027 COVAES <>
SYMPTOM_TEXT 1456242 privacy holding a drug addiction family classroom in seminar room <> working
SYMPTOM_TEXT 1182734 9/11 <> accident
SYMPTOM_TEXT 1954412 005570 <>
SYMPTOM_TEXT 1527705 Pfizer <>
SYMPTOM_TEXT 1477452 Pfizer <>
SYMPTOM_TEXT 1480765 TUFAM <> regulatory authority
SYMPTOM_TEXT 1456827 customer engagement <>
SYMPTOM_TEXT 1593661 PMDA <> RA
SYMPTOM_TEXT 2091259 google <> internet search
SYMPTOM_TEXT 1957956 159558 PMI PSCC CEP <> RA
TODAYS_DATE 1 cell of trivial non-letter differences ignored
VAX_DATE 968427 12/26/2020 <> 01/23/2021
VAX_DOSE_SERIES 1500067 1|UNK <> 1
2 VAX_DOSE_SERIES 2|UNK <> 2 [1995565, 2057280]
VAX_LOT 2 cells of trivial non-letter differences ignored
VAX_LOT 2057280 |1155267 <> []
VAX_LOT 968427 [] <> 028l20a
3 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1500067, 1995565, 2057280]
3 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1500067, 1995565, 2057280]
VAX_ROUTE 1 cell of trivial non-letter differences ignored
2 VAX_ROUTE OT|OT <> OT [1995565, 2057280]
VAX_SITE 3 cells of trivial non-letter differences ignored
VAX_SITE 968427 [] <> LA
3 VAX_TYPE COVID19|UNK <> COVID19 [1500067, 1995565, 2057280]
symptom_entries 1150825 _|_Condition aggravated_|_ <>
symptom_entries 968427 _|_Dizziness_|_Tongue disorder_|_ <> _|_Dysphagia_|_Hypersensitivity_|_Paraesthesia oral_|_Throat irritation_|_Throat tightness_|_
symptom_entries 1150508 _|_Inappropriate schedule of product administration_|_ <>
symptom_entries 1151866 _|_Seizure_|_ <>
22 columns altered
27075 modified reports on 2023-03-10
Writing ... vaers_changes/2023-03-10_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 45, 'DIED': 4, 'symptom_entries': 4, 'VAX_DOSE_SERIES': 3, 'VAX_NAME': 3, 'VAX_MANU': 3, 'VAX_TYPE': 3, 'OTHER_MEDS': 3, 'VAX_LOT': 2, 'HISTORY': 2, 'DATEDIED': 2, 'VAX_ROUTE': 2, 'LAB_DATA': 1, 'NUMDAYS': 1, 'VAX_SITE': 1, 'VAX_DATE': 1, 'ALLERGIES': 1, 'PRIOR_VAX': 1, 'CUR_ILL': 1, 'RECOVD': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'RPT_DATE': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'CAGE_MO': 0, 'FORM_VERS': 0}
This week
383 delayed/late/gapfill
152 deleted
0 restored
10 cell edits trivial not printed
84 cell edits significant
4 cells emptied entirely
45 writeups changed
All time
541238 delayed/late/gapfill
27182 deleted
11 restored
29371886 cell edits trivial not printed
28011 cell edits significant
1475630 cells emptied entirely
6287 writeups changed
28212 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2594318, 2594336, 2594337, 2594364, 2594365, 2594368, 2594374, 2594375]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-03-17
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-03-17_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2598353
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2594430
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2598307
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2598297
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2598353
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2594430
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2598307
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2598297
4512 exact duplicates dropped in concatenated files, now 1936779 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2598353
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2594430
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2598307
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2598297
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1645022 reports to work with (unique VAERS_IDs)
109057 dropped in df_data due to no covid VAX_TYPE involved in the report
135365 dropped in df_vax due to no covid VAX_TYPE involved in the report
134724 dropped in df_syms due to no covid VAX_TYPE involved in the report
1535965 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1324 SYMPTOM_TEXT field repeat sentences deduped in 227 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1614142 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1614142 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-03-17_VAERS_CONSOLIDATED.csv
Consolidation of 2023-03-17 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1535965 rows in df_vax_flat
Merging DATA into VAX flattened
1535965 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-03-17_VAERS_FLATTENED.csv
1535965 rows in vaers_flattened/2023-03-17_VAERS_FLATTENED.csv
Flattening of 2023-03-17 done
Using flat 2023-03-10 already in memory, 1533181 rows
Using flat 2023-03-17 already in memory, 1535965 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-03-10 already in memory
Comparing
2023-03-10 v. 2023-03-17
1535965 this drop total covid
1533181 previous total covid
1532932 identical set aside
3033 this drop to work with
249 previous to work with
2784 difference
2780 new in 2023-03-17
180 delayed this week
176 deleted this week kept
0 restored this week
Column value changes
DATEDIED 2 cells of trivial non-letter differences ignored
DIED 1114382 Y <> []
7 DIED [] <> Y [1178338, 1869468, 1873571, 1885480, 1903464, 1999564, 2129297]
HISTORY 1885480 2674092017 100055018 158518015 252311015 178784013 37256012 8902018 81982015 92826017 1215744012 456794012 81186016 107806013 447501012 354406016 <>
LAB_DATA 1456294 JCS <> CS
OTHER_MEDS 1482295 [] <> PRAVASTATIN
SYMPTOM_TEXT 1576875 of unspecified race and ethnicity <>
SYMPTOM_TEXT 1458565 privacy <> local
SYMPTOM_TEXT 1511157 mass of citizen at forensic medicine class university <>
SYMPTOM_TEXT 1524481 Pfizer <> The company
SYMPTOM_TEXT 1456294 <> consciousness level dropped to CS double digit
SYMPTOM_TEXT 1623225 race and ethnicity <>
SYMPTOM_TEXT 1701977 GENERAL INVESTIGATION TARGETING THE VACCINES HEALTH CARE PROVIDERS HCPS WHO ARE VACCINATED IN EARLY POST-APPROVAL PHASE FOLLOW-UP STUDY for Protocol C4591006 <>
SYMPTOM_TEXT 1695719 RSI <> index
SYMPTOM_TEXT 1539061 of unknown race and ethnicity <>
SYMPTOM_TEXT 1488958 Pfizer <>
SYMPTOM_TEXT 1645892 CEP <>
SYMPTOM_TEXT 2161561 005570 <>
SYMPTOM_TEXT 1500237 unknown race ethnicity 119 general <> emergency call
SYMPTOM_TEXT 1548816 via COVAES <>
SYMPTOM_TEXT 1654793 Division of Epidemiology the Ministry Health received <> Regulatory Authority
SYMPTOM_TEXT 945282 DOB 10/02/2020 <>
SYMPTOM_TEXT 1983821 old white <>
SYMPTOM_TEXT 1983819 old white not hispanic or latino <>
SYMPTOM_TEXT 1414395 OSDH <> DH
SYMPTOM_TEXT 1414304 OSDH for GSP Health <> DH
15 SYMPTOM_TEXT OSDH for GSP Health <> DH [1413893, 1413894, 1413897, 1413898, 1413901, 1413902, 1413908, 1413945, 1413949, 1413955, 1414014, 1414153, 1414297, 1414306, 1414342]
SYMPTOM_TEXT 1414466 OSDH <> DH
SYMPTOM_TEXT 1570637 on 02-Jun-2016 24-Nov-2017 <>
SYMPTOM_TEXT 1674418 COVAX US support <>
SYMPTOM_TEXT 1721467 Predominance Preprint 25 Aug-2021 SARS-CoV <>
SYMPTOM_TEXT 1285984 Central time <>
SYMPTOM_TEXT 1645768 military <>
SYMPTOM_TEXT 1489104 holiday <>
SYMPTOM_TEXT 1978683 005570 <>
SYMPTOM_TEXT 1681748 from Korea Asian <>
SYMPTOM_TEXT 1579851 Moderna RA JCS university <> company regulatory authority CS facility
SYMPTOM_TEXT 1410576 via COVAES <>
SYMPTOM_TEXT 1374593 in French <>
SYMPTOM_TEXT 1145409 CMS/HCC <> HCC
SYMPTOM_TEXT 1524743 reporter's relative <>
SYMPTOM_TEXT 1645731 COVAX US Support <>
SYMPTOM_TEXT 1682048 at VA <>
SYMPTOM_TEXT 1645438 Support <>
SYMPTOM_TEXT 2181688 159558 <>
SYMPTOM_TEXT 1646671 COVAX US Support <>
SYMPTOM_TEXT 1426374 PSCC www.cvdvaccine.com and www.pfizermedinfo.com 800-438-1985 option 3 <>
SYMPTOM_TEXT 1692294 COVAX US Support <>
SYMPTOM_TEXT 1646176 Tom <> Rom
VAX_DOSE_SERIES 1482295 UNK|1 <> 1
VAX_DOSE_SERIES 1654870 2|UNK <> 2
VAX_DOSE_SERIES 1680841 UNK|2 <> 2
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 1482295 100015462|EN5318 <> EN5318
VAX_LOT 1654870 Unknown|Unknown <> Unknown
VAX_MANU 1654870 Pfizer-BionT|Unknown <> Pfizer-BionT
2 VAX_MANU Unknown|Pfizer-BionT <> Pfizer-BionT [1482295, 1680841]
VAX_NAME 2593781 <> BIVALENT
VAX_NAME 1654870 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
2 VAX_NAME Not Specified NO BRAND NAME|C19 <> C19 [1482295, 1680841]
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 1482295 OT| <> []
VAX_ROUTE 1680841 OT|OT <> OT
VAX_SITE 3 cells of trivial non-letter differences ignored
VAX_TYPE 2593781 COVID19 <> COVID19-2
VAX_TYPE 1654870 COVID19|UNK <> COVID19
2 VAX_TYPE UNK|COVID19 <> COVID19 [1482295, 1680841]
symptom_entries 1306364 _|_Blood creatine normal_|_ <>
symptom_entries 1174809 _|_Hypoaesthesia_|_Peripheral nerve paresis_|_ <>
14 columns altered
27244 modified reports on 2023-03-17
Writing ... vaers_changes/2023-03-17_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 59, 'DIED': 8, 'VAX_NAME': 4, 'VAX_TYPE': 4, 'VAX_DOSE_SERIES': 3, 'VAX_MANU': 3, 'VAX_LOT': 2, 'VAX_ROUTE': 2, 'symptom_entries': 2, 'LAB_DATA': 1, 'HISTORY': 1, 'OTHER_MEDS': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
180 delayed/late/gapfill
176 deleted
0 restored
7 cell edits trivial not printed
90 cell edits significant
2 cells emptied entirely
59 writeups changed
All time
541418 delayed/late/gapfill
27358 deleted
11 restored
29371893 cell edits trivial not printed
28101 cell edits significant
1475632 cells emptied entirely
6346 writeups changed
28397 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2598345, 2598346, 2598347, 2598348, 2598349, 2598350, 2598351, 2598352]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-03-24
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-03-24_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2603168
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2594430
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2603141
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2603151
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2603168
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2594430
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2603141
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2603151
4523 exact duplicates dropped in concatenated files, now 1941095 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2603168
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2594430
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2603141
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2603151
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1648559 reports to work with (unique VAERS_IDs)
110073 dropped in df_data due to no covid VAX_TYPE involved in the report
136737 dropped in df_vax due to no covid VAX_TYPE involved in the report
136025 dropped in df_syms due to no covid VAX_TYPE involved in the report
1538486 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1226 SYMPTOM_TEXT field repeat sentences deduped in 206 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1617086 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1617086 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-03-24_VAERS_CONSOLIDATED.csv
Consolidation of 2023-03-24 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1538486 rows in df_vax_flat
Merging DATA into VAX flattened
1538486 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-03-24_VAERS_FLATTENED.csv
1538486 rows in vaers_flattened/2023-03-24_VAERS_FLATTENED.csv
Flattening of 2023-03-24 done
Using flat 2023-03-17 already in memory, 1535965 rows
Using flat 2023-03-24 already in memory, 1538486 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-03-17 already in memory
Comparing
2023-03-17 v. 2023-03-24
1538486 this drop total covid
1535965 previous total covid
1535645 identical set aside
2841 this drop to work with
320 previous to work with
2521 difference
2708 new in 2023-03-24
82 delayed this week
269 deleted this week kept
0 restored this week
Column value changes
DIED 2596895 [] <> Y
HISTORY 1314225 CMS/HCC <> HCC
HISTORY 1302437 CMS/HCC <> HCC
OTHER_MEDS 1860342 INFLUENZA VACCINE <> METHOTREXATE SODIUM RINVOQ
OTHER_MEDS 1899365 <> HUMIRA
SYMPTOM_TEXT 1387175 Solution COVAES).The <> Solution.The
SYMPTOM_TEXT 2208821 005570 <>
SYMPTOM_TEXT 2050296 005570 <>
SYMPTOM_TEXT 2042304 005570 <>
SYMPTOM_TEXT 1791815 SohCahToa <>
SYMPTOM_TEXT 2069166 253858549 <>
SYMPTOM_TEXT 1517439 PRIVACY <>
SYMPTOM_TEXT 1437184 PRIVACY <> HCF
SYMPTOM_TEXT 1442597 COVAX US Support <>
SYMPTOM_TEXT 1648090 COVAX US Support <>
SYMPTOM_TEXT 1437159 EST <>
SYMPTOM_TEXT 1500043 COVID-19 Adverse Event Self-Reporting Solution and <>
SYMPTOM_TEXT 2095912 PRIVATE as 11/08/2016 11/08/2017 <> different date
SYMPTOM_TEXT 2095894 as 11/08/2016 11/08/2017 <> different date
SYMPTOM_TEXT 2527370 005570 <>
SYMPTOM_TEXT 1655729 CVS LiveHealth <> Pharmacy
SYMPTOM_TEXT 1410748 DOB is 6/22/2009 4 <>
SYMPTOM_TEXT 1476914 COVAES <>
SYMPTOM_TEXT 1517320 privacy <>
SYMPTOM_TEXT 1652653 military <>
SYMPTOM_TEXT 2412020 159558 <>
SYMPTOM_TEXT 1730407 Viatris <>
SYMPTOM_TEXT 1707728 military <>
SYMPTOM_TEXT 1708172 T2 L sionen eine cerebell r Schwindel events,19 und dem Auftreten des Schwindels der ist f die aktive Immunisierung zur Vorbeugung durch das SARS-CoV-2-Virus verursachten Coronavirus-2019-Erkrankung bei Personen ab 18 Jahren indiziert Schweizer Arzneimittelinformation von oder cerebralen nicht explizit als unerw nschte Arzneimittelwirkung aufgef hrt WHO-Datenbank Pharmacovigilance sind seit insgesamt 291'234 individuellen Case Safety Reports zu AI variant Elasomeran 24'827 F lle PT Dizziness 22 Central nervous system lesion Zwischen Anwendung COVID besteht ein zeitlicher Zusammenhang Bei Fortbestand Beschwerden zum Zeitpunkt Meldung kann Dechallenge bewertet werden Zusammenfassend beurteilen wir auf Grund zeitlichen Zusammenhangs Dokumentation jedoch m glicher anderer ausschliessbarer nicht-medikament ser Ursachen Risikofaktoren endogene Kausalit t zwischen CO-VID gem ss WHO/CIOMS-Kriterien formal glich <>
SYMPTOM_TEXT 1433075 via COVAES <>
SYMPTOM_TEXT 1988202 white <>
SYMPTOM_TEXT 1899365 AbbVie AbbVie's <> Company Company's
SYMPTOM_TEXT 2079346 01/22/2009 01/22/2010 <> 01/22/XXXX
SYMPTOM_TEXT 2079339 01/22/2009 01/22/2010 <> 01/22/XXXX
SYMPTOM_TEXT 1807487 hell Blackberry an Android <> heck mobile different
SYMPTOM_TEXT 1634515 COVAES <>
SYMPTOM_TEXT 2074429 159558 <>
SYMPTOM_TEXT 2018598 005570 <>
SYMPTOM_TEXT 2412026 004756 159558 <>
SYMPTOM_TEXT 1915901 005570 <>
SYMPTOM_TEXT 1860342 AbbVie <> Company
SYMPTOM_TEXT 1730411 ID <>
SYMPTOM_TEXT 2412025 159558 <>
SYMPTOM_TEXT 2533731 005570 <>
SYMPTOM_TEXT 2062469 12/23/2021 <>
SYMPTOM_TEXT 1507347 PRIVACY Privacy <>
SYMPTOM_TEXT 2328397 159558 <>
SYMPTOM_TEXT 1396146 Pfizer sponsored program COVAES <> regulatory authority
SYMPTOM_TEXT 1418431 Customer Support Program for XELJANZ <> the regulatory authority
SYMPTOM_TEXT 2057181 005570 <>
SYMPTOM_TEXT 1489034 119 <> the emergency number
VAX_DOSE_SERIES 1899365 UNK|1 <> 1
VAX_LOT 1 cell of trivial non-letter differences ignored
VAX_LOT 2282972 12YUP IOC028-72 <> FJ9943
VAX_MANU 1899365 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 1860342 Pfizer-BionT|Not Specified <> Pfizer-BionT|Flu SEASONAL
VAX_NAME 1899365 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1899365 OT|OT <> OT
VAX_SITE 1 cell of trivial non-letter differences ignored
VAX_TYPE 1860342 COVID19|UNK <> COVID19|FLUX
VAX_TYPE 1899365 UNK|COVID19 <> COVID19
11 columns altered
27398 modified reports on 2023-03-24
Writing ... vaers_changes/2023-03-24_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 47, 'HISTORY': 2, 'VAX_NAME': 2, 'VAX_TYPE': 2, 'OTHER_MEDS': 2, 'VAX_LOT': 1, 'VAX_DOSE_SERIES': 1, 'DIED': 1, 'VAX_MANU': 1, 'VAX_ROUTE': 1, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'symptom_entries': 0}
This week
82 delayed/late/gapfill
269 deleted
0 restored
2 cell edits trivial not printed
60 cell edits significant
0 cells emptied entirely
47 writeups changed
All time
541500 delayed/late/gapfill
27627 deleted
11 restored
29371895 cell edits trivial not printed
28161 cell edits significant
1475632 cells emptied entirely
6393 writeups changed
29385 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2603159, 2603160, 2603161, 2603162, 2603163, 2603164, 2603165, 2603166]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-03-31
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-03-31_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2607254
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2607132
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2607080
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2607077
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2607254
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2607132
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2607080
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2607077
4551 exact duplicates dropped in concatenated files, now 1945300 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2607254
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2607132
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2607080
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2607077
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1652019 reports to work with (unique VAERS_IDs)
110745 dropped in df_data due to no covid VAX_TYPE involved in the report
137687 dropped in df_vax due to no covid VAX_TYPE involved in the report
136884 dropped in df_syms due to no covid VAX_TYPE involved in the report
1541274 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
773 SYMPTOM_TEXT field repeat sentences deduped in 153 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1620341 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1620341 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-03-31_VAERS_CONSOLIDATED.csv
Consolidation of 2023-03-31 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1541274 rows in df_vax_flat
Merging DATA into VAX flattened
1541274 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-03-31_VAERS_FLATTENED.csv
1541274 rows in vaers_flattened/2023-03-31_VAERS_FLATTENED.csv
Flattening of 2023-03-31 done
Using flat 2023-03-24 already in memory, 1538486 rows
Using flat 2023-03-31 already in memory, 1541274 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-03-24 already in memory
Comparing
2023-03-24 v. 2023-03-31
1541274 this drop total covid
1538486 previous total covid
1538244 identical set aside
3030 this drop to work with
242 previous to work with
2788 difference
2966 new in 2023-03-31
7 delayed this week
185 deleted this week kept
0 restored this week
Column value changes
HISTORY 1306994 CMS/HCC <> HCC
LAB_DATA 2582369 FACS Mayo <>
OTHER_MEDS 1901186 [] <> IMBRUVICA
OTHER_MEDS 1839202 FLU VACCINE VII <>
SYMPTOM_TEXT 1341151 DOB 06/09/1992 <>
SYMPTOM_TEXT 1085423 NY Presbyterian <>
SYMPTOM_TEXT 1242806 I-care on C-North <>
SYMPTOM_TEXT 1442053 COVID-19 Adverse Event Self-Reporting Solution Pfizer <> regulatory authority
SYMPTOM_TEXT 1513968 COVAES privacy <>
SYMPTOM_TEXT 1370741 Hispanic <>
SYMPTOM_TEXT 1511203 Pfizer <>
SYMPTOM_TEXT 2109000 172086 <>
SYMPTOM_TEXT 1427548 COVAES <> the regulatory authority
SYMPTOM_TEXT 1823684 JS <>
SYMPTOM_TEXT 1504442 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
SYMPTOM_TEXT 1590024 Takeda Pharmaceuticals <> the regulatory authority RA
SYMPTOM_TEXT 1500168 nearby <>
SYMPTOM_TEXT 1246992 living in Indiana <>
SYMPTOM_TEXT 1593734 Moderna Modernas adverse reaction reporting site <> the company regulatory authority
SYMPTOM_TEXT 2109118 005570 <>
SYMPTOM_TEXT 2108275 Walgreen <> Store
SYMPTOM_TEXT 1827801 Support <>
SYMPTOM_TEXT 1935118 159558 <>
SYMPTOM_TEXT 2104435 Patient was may only appear red in lighter-skinned people <>
SYMPTOM_TEXT 1173651 MI CONS-inactive US United States <> inactive
SYMPTOM_TEXT 1292947 OOCHC <>
SYMPTOM_TEXT 1558027 Takeda Pharmaceuticals <> a regulatory authority the RA
SYMPTOM_TEXT 1901186 AbbVie <> Company
SYMPTOM_TEXT 2027383 159558 <>
SYMPTOM_TEXT 2109016 hell <>
SYMPTOM_TEXT 2031166 005570 <>
SYMPTOM_TEXT 1511069 COVID-19 Adverse Event Self-Reporting Solution COVAES Pfizer <> regulatory authority
SYMPTOM_TEXT 1661682 Liden <> Leiden
SYMPTOM_TEXT 1281489 Walgreens <> Store
SYMPTOM_TEXT 1504489 Pfizer <>
SYMPTOM_TEXT 2107159 159558 <>
SYMPTOM_TEXT 1978795 163738 <>
SYMPTOM_TEXT 1436002 he was in the United States <>
SYMPTOM_TEXT 1185582 via COVAES <>
SYMPTOM_TEXT 2109073 005570 <>
SYMPTOM_TEXT 1100461 She sees UA-DOD <>
SYMPTOM_TEXT 1957970 005570 <>
SYMPTOM_TEXT 1774077 He was employed by Pfizer in (state name) <>
SYMPTOM_TEXT 1681717 COVAX US Support Covax <> study
SYMPTOM_TEXT 1860273 Military <>
SYMPTOM_TEXT 1810854 COVAX US Support <>
SYMPTOM_TEXT 915722 Welcome <>
SYMPTOM_TEXT 1638581 COVAES <>
SYMPTOM_TEXT 2108859 086396 <>
SYMPTOM_TEXT 1995209 159558 <>
SYMPTOM_TEXT 1255729 COVAX US support <>
SYMPTOM_TEXT 2107903 159558 <>
SYMPTOM_TEXT 1935037 005570 <>
SYMPTOM_TEXT 2107972 159558 <>
VAX_DOSE_SERIES 1465481 UNK|UNK|1 <> 1
2 VAX_DOSE_SERIES UNK|UNK <> UNK [1710245, 1901186]
VAX_DOSE_SERIES 1839202 3 <> UNK|3
VAX_LOT 4 cells of trivial non-letter differences ignored
Exception workaround, 'charmap' codec can't encode character '\ufffd' in position 108: character maps to ...
VAX_LOT 1484244 EFTERS_KS <> []
VAX_MANU 1710245 Moderna|Unknown <> Moderna
VAX_MANU 1839202 Pfizer-BionT <> Unknown|Pfizer-BionT
VAX_MANU 1901186 Pfizer-BionT|Unknown <> Pfizer-BionT
VAX_MANU 1465481 Unknown|Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 1710245 C19 Moderna|C19 UNKNOWN <> C19 Moderna
VAX_NAME 1839202 C19 <> Flu SEASONAL NO BRAND NAME|C19
VAX_NAME 1901186 C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_NAME 1465481 Not Specified NO BRAND NAME|Not NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
2 VAX_ROUTE OT|OT <> OT [1710245, 1901186]
VAX_ROUTE 1465481 |OT|OT <> OT
VAX_SITE 4 cells of trivial non-letter differences ignored
VAX_TYPE 1839202 COVID19 <> FLUX|COVID19
VAX_TYPE 1710245 COVID19|COVID19 <> COVID19
VAX_TYPE 1901186 COVID19|UNK <> COVID19
VAX_TYPE 1465481 UNK|UNK|COVID19 <> COVID19
symptom_entries 2459810 <> _|_Incorrect product formulation administered_|_
12 columns altered
27673 modified reports on 2023-03-31
Writing ... vaers_changes/2023-03-31_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 50, 'VAX_DOSE_SERIES': 4, 'VAX_NAME': 4, 'VAX_MANU': 4, 'VAX_TYPE': 4, 'VAX_ROUTE': 3, 'OTHER_MEDS': 2, 'LAB_DATA': 1, 'VAX_LOT': 1, 'HISTORY': 1, 'symptom_entries': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
7 delayed/late/gapfill
185 deleted
0 restored
9 cell edits trivial not printed
75 cell edits significant
1 cells emptied entirely
50 writeups changed
All time
541507 delayed/late/gapfill
27812 deleted
11 restored
29371904 cell edits trivial not printed
28236 cell edits significant
1475633 cells emptied entirely
6443 writeups changed
29819 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2607239, 2607240, 2607241, 2607242, 2607243, 2607244, 2607245, 2607246]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-04-07
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-04-07_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2611262
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2608136
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2611251
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2611264
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2611262
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2608136
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2611251
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2611264
4553 exact duplicates dropped in concatenated files, now 1950182 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2611262
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2608136
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2611251
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2611264
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1656160 reports to work with (unique VAERS_IDs)
111651 dropped in df_data due to no covid VAX_TYPE involved in the report
138931 dropped in df_vax due to no covid VAX_TYPE involved in the report
137976 dropped in df_syms due to no covid VAX_TYPE involved in the report
1544509 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1622 SYMPTOM_TEXT field repeat sentences deduped in 283 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1623979 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1623979 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-04-07_VAERS_CONSOLIDATED.csv
Consolidation of 2023-04-07 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1544509 rows in df_vax_flat
Merging DATA into VAX flattened
1544509 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-04-07_VAERS_FLATTENED.csv
1544509 rows in vaers_flattened/2023-04-07_VAERS_FLATTENED.csv
Flattening of 2023-04-07 done
Using flat 2023-03-31 already in memory, 1541274 rows
Using flat 2023-04-07 already in memory, 1544509 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-03-31 already in memory
Comparing
2023-03-31 v. 2023-04-07
1544509 this drop total covid
1541274 previous total covid
1541016 identical set aside
3493 this drop to work with
258 previous to work with
3235 difference
3392 new in 2023-04-07
29 delayed this week
186 deleted this week kept
0 restored this week
Column value changes
DIED 1839151 [] <> Y
HISTORY 1668933 privacy <>
HISTORY 1385968 Nona <> None
LAB_DATA 1477390 JCS <> CS
LAB_DATA 1513996 JCS <> CS
LAB_DATA 1668890 Japan <>
OTHER_MEDS 2176990 <> HUMIRA
2 OTHER_MEDS [] <> HUMIRA [1995433, 2107428]
OTHER_MEDS 1488872 [] <> LAMICTAL, BAREON
OTHER_MEDS 1326186 <> RINVOQ
OTHER_MEDS 2603983 Ca Fe Zyrtec <> Calcium Iron ZYRTEC
OTHER_MEDS 1702524 [] <> NEBIDO [TESTOSTERONE UNDECANOATE]
OTHER_MEDS 2177066 [] <> RESTYLANE L
OTHER_MEDS 1893960 propran <> propanoloL traZODone triamterene-hydrochlorothiazide
SYMPTOM_TEXT 1947105 005570 <>
SYMPTOM_TEXT 2115802 159558 <>
SYMPTOM_TEXT 2469074 169431 <>
SYMPTOM_TEXT 1579843 Takeda Pharmaceuticals MAH <> the regulatory authority RA
SYMPTOM_TEXT 2129806 Pfizer <>
SYMPTOM_TEXT 1555653 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority
SYMPTOM_TEXT 1308812 Pharmaceuticals and Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 2469091 169431 <>
SYMPTOM_TEXT 1590852 Takeda Pharmaceuticals <> a regulatory authority
SYMPTOM_TEXT 1638549 COVAES <>
SYMPTOM_TEXT 2107428 AbbVie <> Company
SYMPTOM_TEXT 2147300 005570 <>
SYMPTOM_TEXT 1660578 Devices Agency DA <> Regulatory authority
SYMPTOM_TEXT 1553529 Swissmedic WHO CIOMS <> RA authority
SYMPTOM_TEXT 1513996 Japan JCS <> CS
SYMPTOM_TEXT 1456215 rice balls for <>
SYMPTOM_TEXT 1375929 patient DOB 03/02/1985 <>
SYMPTOM_TEXT 1377968 TIP <> IP
SYMPTOM_TEXT 1377906 CVS <>
SYMPTOM_TEXT 1388054 Island on <> place
SYMPTOM_TEXT 1395862 IS 10-05-2009 10-05-2008 <> different
SYMPTOM_TEXT 2110506 DOB 08/02/1978 <>
SYMPTOM_TEXT 1371669 in Jail doing jail <>
SYMPTOM_TEXT 1893960 w <> week ago Patient admitted and started on remdesivir
SYMPTOM_TEXT 1995221 002591 <>
SYMPTOM_TEXT 1668911 PMDA <> RA
SYMPTOM_TEXT 1571455 Takeda Pharmaceuticals <> a regulatory authority
SYMPTOM_TEXT 2130622 159558 <>
SYMPTOM_TEXT 1590057 Pharmaceuticals and Medical Devices Agency PMDA MAH <> regulatory authority RA
SYMPTOM_TEXT 1453176 COVAES <>
SYMPTOM_TEXT 1590070 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1409104 JCSII-10 agency <> CSII-10
SYMPTOM_TEXT 1470088 from Allergy 2021 DOI 10.1111/ALL.14739 entitled statement on the diagnosis management and prevention of severe allergic reactions to COVID-19 vaccines <>
SYMPTOM_TEXT 1367006 COVAX US Support <> program
SYMPTOM_TEXT 1974238 program(003110 <> program
SYMPTOM_TEXT 2018851 and believed had an August birthday <>
SYMPTOM_TEXT 1373906 COVAX US Support <>
SYMPTOM_TEXT 1970611 002591 <>
SYMPTOM_TEXT 2042311 159558 <>
SYMPTOM_TEXT 2147235 159558 <>
SYMPTOM_TEXT 2127609 159558 <>
SYMPTOM_TEXT 1970621 141003 <>
SYMPTOM_TEXT 1376215 CVS/Caremark Specialty Pharmacy <>
SYMPTOM_TEXT 1774670 NCSP 159558 <>
SYMPTOM_TEXT 2090030 159558 <>
SYMPTOM_TEXT 1612103 at UCSF <>
SYMPTOM_TEXT 2091004 005570 <>
SYMPTOM_TEXT 1668933 PMDA privacy <> RA
SYMPTOM_TEXT 2057214 hell <> heck
SYMPTOM_TEXT 1811515 Military <>
SYMPTOM_TEXT 2108204 159558 <>
SYMPTOM_TEXT 2127595 159558 <>
SYMPTOM_TEXT 1707731 red bull <> energy drink
SYMPTOM_TEXT 2129856 159558 <>
SYMPTOM_TEXT 1439936 COVAX support <>
SYMPTOM_TEXT 1677329 Japanese <>
SYMPTOM_TEXT 1477432 Pfizer <>
2 VAX_DOSE_SERIES 1|UNK <> 1 [1716474, 1995433]
5 VAX_DOSE_SERIES 2|UNK <> 2 [1488872, 1590268, 1690950, 1702524, 2107428]
2 VAX_DOSE_SERIES UNK|2 <> 2 [1326186, 1409067]
VAX_DOSE_SERIES 2177066 3|UNK <> 3
VAX_DOSE_SERIES 2176990 UNK|3 <> 3
VAX_LOT 8 cells of trivial non-letter differences ignored
VAX_LOT 1690950 FC3143|Unknown <> FC3143
VAX_LOT 1702524 FF4213|Unknown <> FF4213
VAX_LOT 1716474 Unknown|Unknown <> Unknown
8 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1488872, 1590268, 1690950, 1702524, 1716474, 1995433, 2107428, 2177066]
3 VAX_MANU Unknown|Pfizer-BionT <> Pfizer-BionT [1326186, 1409067, 2176990]
8 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1488872, 1590268, 1690950, 1702524, 1716474, 1995433, 2107428, 2177066]
3 VAX_NAME Not Specified NO BRAND NAME|C19 <> C19 [1326186, 1409067, 2176990]
VAX_ROUTE 6 cells of trivial non-letter differences ignored
VAX_ROUTE 1409067 OT| <> []
4 VAX_ROUTE OT|OT <> OT [1326186, 1995433, 2107428, 2176990]
VAX_SITE 11 cells of trivial non-letter differences ignored
8 VAX_TYPE COVID19|UNK <> COVID19 [1488872, 1590268, 1690950, 1702524, 1716474, 1995433, 2107428, 2177066]
3 VAX_TYPE UNK|COVID19 <> COVID19 [1326186, 1409067, 2176990]
12 columns altered
27873 modified reports on 2023-04-07
Writing ... vaers_changes/2023-04-07_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 58, 'VAX_DOSE_SERIES': 11, 'VAX_NAME': 11, 'VAX_MANU': 11, 'VAX_TYPE': 11, 'OTHER_MEDS': 9, 'VAX_ROUTE': 5, 'LAB_DATA': 3, 'VAX_LOT': 3, 'HISTORY': 2, 'DIED': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0, 'symptom_entries': 0}
This week
29 delayed/late/gapfill
186 deleted
0 restored
25 cell edits trivial not printed
125 cell edits significant
1 cells emptied entirely
58 writeups changed
All time
541536 delayed/late/gapfill
27998 deleted
11 restored
29371929 cell edits trivial not printed
28361 cell edits significant
1475634 cells emptied entirely
6501 writeups changed
29472 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2611253, 2611254, 2611255, 2611256, 2611258, 2611260, 2611261, 2611263]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-04-14
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-04-14_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2615127
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2612105
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2615084
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2615071
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2615127
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2612105
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2615084
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2615071
4559 exact duplicates dropped in concatenated files, now 1954667 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2615127
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2612105
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2615084
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2615071
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1659938 reports to work with (unique VAERS_IDs)
112583 dropped in df_data due to no covid VAX_TYPE involved in the report
140154 dropped in df_vax due to no covid VAX_TYPE involved in the report
139073 dropped in df_syms due to no covid VAX_TYPE involved in the report
1547355 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1009 SYMPTOM_TEXT field repeat sentences deduped in 211 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1627241 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1627241 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-04-14_VAERS_CONSOLIDATED.csv
Consolidation of 2023-04-14 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1547355 rows in df_vax_flat
Merging DATA into VAX flattened
1547355 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-04-14_VAERS_FLATTENED.csv
1547355 rows in vaers_flattened/2023-04-14_VAERS_FLATTENED.csv
Flattening of 2023-04-14 done
Using flat 2023-04-07 already in memory, 1544509 rows
Using flat 2023-04-14 already in memory, 1547355 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-04-07 already in memory
Comparing
2023-04-07 v. 2023-04-14
1547355 this drop total covid
1544509 previous total covid
1544274 identical set aside
3081 this drop to work with
235 previous to work with
2846 difference
2943 new in 2023-04-14
77 delayed this week
175 deleted this week kept
1 restored this week 1208299
Column value changes
HISTORY 1347707 CMS/HCC <> HCC
LAB_DATA 1347707 3282516641 <>
OTHER_MEDS 1791199 <> HUMIRA
4 SPLTTYPE [] <> vsafe [2570518, 2596339, 2603511, 2610643]
SYMPTOM_TEXT 2 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 2127773 159558 <>
SYMPTOM_TEXT 2091328 545550 <>
SYMPTOM_TEXT 2091007 159558 <>
SYMPTOM_TEXT 1411865 COVAES <>
SYMPTOM_TEXT 2034635 005570 <>
SYMPTOM_TEXT 1713174 of unknown race and ethnicity <>
SYMPTOM_TEXT 1654843 COVID-19 Adverse Event Self-Reporting Solution COVAES Pfizer <> regulatory authority
SYMPTOM_TEXT 1512581 3/16/2009 9/16/2009 <> different
SYMPTOM_TEXT 1512571 3/16/2009 9/16/09 <> different
SYMPTOM_TEXT 1668823 COVID-19 Adverse Event Self-Reporting Solution COVAES <> Regulatory Authority
SYMPTOM_TEXT 1713176 of unspecified ethnic origin RSI <> the regulatory authority
SYMPTOM_TEXT 2034088 On 28-JUL-2021 <>
SYMPTOM_TEXT 1347707 CMS/HCC <> HCC
SYMPTOM_TEXT 1701055 RA <> the Regulatory
SYMPTOM_TEXT 1437907 DOB <> Child
SYMPTOM_TEXT 2609872 CDG <> CDC
SYMPTOM_TEXT 2593993 Ziacam <> Zicam
SYMPTOM_TEXT 1513005 8/25/2009 <>
SYMPTOM_TEXT 1322069 DOB 05-01-2003 <>
SYMPTOM_TEXT 1365520 DOB 11/13/1979 <>
SYMPTOM_TEXT 1195177 WebIZ <> database system
SYMPTOM_TEXT 1262891 Stroger Lifeline <>
SYMPTOM_TEXT 2109054 159558 <>
SYMPTOM_TEXT 1534506 COVAX US <>
SYMPTOM_TEXT 1079551 Jasper <>
SYMPTOM_TEXT 1506041 another state <>
SYMPTOM_TEXT 1997069 002191 <>
SYMPTOM_TEXT 2161804 for the following source(s Clinical relapse of immune-mediated thrombotic thrombocytopenic purpura COVID-19 vaccination Research and Practice in Thrombosis Haemostasis 2022 Vol:6(1 DOI:10.1002/rth2.12658 <>
SYMPTOM_TEXT 2091092 005570 <>
SYMPTOM_TEXT 2188960 005570 <>
SYMPTOM_TEXT 2091203 003110 <>
SYMPTOM_TEXT 2126879 Army <> facility
SYMPTOM_TEXT 1298065 CVS <> pharmacy
SYMPTOM_TEXT 1996909 159558 <>
SYMPTOM_TEXT 2176142 159558 <>
SYMPTOM_TEXT 2091144 005570 <>
SYMPTOM_TEXT 1647378 Covax Support <>
SYMPTOM_TEXT 2050339 159558 <>
SYMPTOM_TEXT 2108846 005570 <>
SYMPTOM_TEXT 2019017 159558 <>
SYMPTOM_TEXT 2322943 003110 <>
SYMPTOM_TEXT 1721126 PRIVACY <>
SYMPTOM_TEXT 2169931 by State state <>
SYMPTOM_TEXT 1509078 Eastern <>
SYMPTOM_TEXT 1477074 COVAES <>
2 VAX_DOSE_SERIES 2|UNK <> 2 [1710360, 1791199]
VAX_DOSE_SERIES 2503322 |1 <> |5
VAX_LOT 2 cells of trivial non-letter differences ignored
VAX_LOT 2360939 0331521A <> []
VAX_LOT 2593124 G56742 <> []
VAX_LOT 2496405 WAG13155 <> []
VAX_LOT 2554835 6H9697 <> GH9697
2 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1710360, 1791199]
VAX_NAME 2598644 <> BIVALENT
2 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1710360, 1791199]
VAX_NAME 2609872 Not Specified OTHER|C19 <> Flu SEASONAL NO BRAND NAME|C19
2 VAX_ROUTE OT|OT <> OT [1710360, 1791199]
VAX_SITE 2 cells of trivial non-letter differences ignored
2 VAX_TYPE COVID19 <> COVID19-2 [2597785, 2598644]
2 VAX_TYPE COVID19|UNK <> COVID19 [1710360, 1791199]
VAX_TYPE 2581561 FLUA4|COVID19 <> FLUA4|COVID19-2
VAX_TYPE 2609872 UNK|COVID19 <> FLUX|COVID19-2
symptom_entries 2604571 _|_Blood glucose normal_|_ <>
13 columns altered
28046 modified reports on 2023-04-14
Writing ... vaers_changes/2023-04-14_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 46, 'VAX_TYPE': 6, 'SPLTTYPE': 5, 'VAX_LOT': 4, 'VAX_NAME': 4, 'VAX_DOSE_SERIES': 3, 'VAX_MANU': 2, 'VAX_ROUTE': 2, 'LAB_DATA': 1, 'HISTORY': 1, 'OTHER_MEDS': 1, 'symptom_entries': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'STATE': 0, 'CAGE_YR': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
77 delayed/late/gapfill
175 deleted
1 restored
6 cell edits trivial not printed
76 cell edits significant
3 cells emptied entirely
46 writeups changed
All time
541613 delayed/late/gapfill
28173 deleted
12 restored
29371935 cell edits trivial not printed
28437 cell edits significant
1475637 cells emptied entirely
6547 writeups changed
29377 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2615119, 2615120, 2615121, 2615122, 2615123, 2615124, 2615125, 2615126]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-04-21
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-04-21_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2618828
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2618061
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2618761
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2618821
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2618828
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2618061
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2618761
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2618821
4566 exact duplicates dropped in concatenated files, now 1958886 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2618828
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2618061
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2618761
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2618821
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1663549 reports to work with (unique VAERS_IDs)
113451 dropped in df_data due to no covid VAX_TYPE involved in the report
141309 dropped in df_vax due to no covid VAX_TYPE involved in the report
140179 dropped in df_syms due to no covid VAX_TYPE involved in the report
1550098 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1193 SYMPTOM_TEXT field repeat sentences deduped in 198 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1630305 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1630305 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-04-21_VAERS_CONSOLIDATED.csv
Consolidation of 2023-04-21 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1550098 rows in df_vax_flat
Merging DATA into VAX flattened
1550098 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-04-21_VAERS_FLATTENED.csv
1550098 rows in vaers_flattened/2023-04-21_VAERS_FLATTENED.csv
Flattening of 2023-04-21 done
Using flat 2023-04-14 already in memory, 1547355 rows
Using flat 2023-04-21 already in memory, 1550098 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-04-14 already in memory
Comparing
2023-04-14 v. 2023-04-21
1550098 this drop total covid
1547355 previous total covid
1547027 identical set aside
3071 this drop to work with
328 previous to work with
2743 difference
2899 new in 2023-04-21
55 delayed this week
211 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2362712 65.0 <> 57.0
CUR_ILL 2210805 CMS/HCC <>
CUR_ILL 1470795 CMS/HCC <> HCC
DATEDIED 2550675 [] <> 10/31/2022
2 DIED [] <> Y [1099264, 1500686]
HISTORY 1470795 CMS/HCC <> HCC
HISTORY 2210805 CMS/HCC)ICD-10-CM <> ICD-10-CM
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1411895 JCS <> CS
OTHER_MEDS 2177016 <> HUMIRA
5 OTHER_MEDS [] <> HUMIRA [1958037, 2177067, 2177082, 2177083, 2215632]
OTHER_MEDS 2198314 <> VIACTIV CALCIUM
RECVDATE 1 cell of trivial non-letter differences ignored
SPLTTYPE 1 cell of trivial non-letter differences ignored
SPLTTYPE 2612986 [] <> vsafe
SYMPTOM_TEXT 2231277 reaching,dressing HSS wihtout <> reaching dressing
SYMPTOM_TEXT 1437165 nurse clinic/veterans administration facility <> clinic/facility
SYMPTOM_TEXT 2034529 159558 <>
SYMPTOM_TEXT 1590074 Takeda Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1477321 PRIVACY <>
SYMPTOM_TEXT 1428953 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
SYMPTOM_TEXT 2018499 004756 <>
SYMPTOM_TEXT 1240536 Hispanic or Latino <>
SYMPTOM_TEXT 1576842 Moderna Moderna's adverse reaction reporting site <> company regulatory authority
SYMPTOM_TEXT 2210805 CMS/HCC)ICD-10-CM CMS/HCC Claudication(CMS/HCC regions(CMS/HCC <> Claudication regions
SYMPTOM_TEXT 1514977 Pfizer <>
SYMPTOM_TEXT 1630565 ethnicity and race <>
SYMPTOM_TEXT 1579414 COVAES <> a regulatory authority
SYMPTOM_TEXT 2242932 12(US)/24(CA <> 12/24
SYMPTOM_TEXT 1466482 06/01/2021 <>
SYMPTOM_TEXT 2176935 EB <>
SYMPTOM_TEXT 1130775 PA <>
SYMPTOM_TEXT 1339365 Pfizer <> a
SYMPTOM_TEXT 1793053 Italy <>
SYMPTOM_TEXT 1513977 Pfizer <> a
SYMPTOM_TEXT 2183921 159558 <>
SYMPTOM_TEXT 1439951 COVAX US Support <>
SYMPTOM_TEXT 2018393 159558 <>
SYMPTOM_TEXT 2027399 005570 <>
SYMPTOM_TEXT 2027416 005570 <>
SYMPTOM_TEXT 2183912 005570 <>
SYMPTOM_TEXT 1303825 CMS/HCC <> HCC
SYMPTOM_TEXT 2084753 White Hispanic or Latino <>
SYMPTOM_TEXT 2177001 AbbVie <> Company
SYMPTOM_TEXT 2183903 172086 <>
SYMPTOM_TEXT 1645825 YZGLV3WO.This <> This
SYMPTOM_TEXT 2200482 005570 <>
SYMPTOM_TEXT 1419391 COVAES <>
SYMPTOM_TEXT 2503769 159558 <>
SYMPTOM_TEXT 1593631 COVAES <>
SYMPTOM_TEXT 1640904 COVAES <> online
SYMPTOM_TEXT 1021026 CVS <> store
SYMPTOM_TEXT 1285901 CMS/HCC <> HCC
SYMPTOM_TEXT 1630543 MAH <> RA
SYMPTOM_TEXT 2183911 005570 <>
SYMPTOM_TEXT 1298274 Medical Devices MDA <>
SYMPTOM_TEXT 2177076 at cf <>
SYMPTOM_TEXT 1226403 pomulos <> cheekbones
SYMPTOM_TEXT 1540214 PRIVACY <> HCF
SYMPTOM_TEXT 1165667 a First Connect <>
SYMPTOM_TEXT 1449771 Walgreens CVS 8862 <> store
SYMPTOM_TEXT 2018602 005570 <>
SYMPTOM_TEXT 2237639 for the following literature source(s INCESSANT PERICARDITIS AND CARDIAC TAMPONADE FOLLOWING THE BNT162B2 MRNA COVID-19 VACCINE Journal of Cardiology 2022 Vol:79 9 pgs:2325 DOI:10.1016/S0735-1097%2822%2903316-2 <>
SYMPTOM_TEXT 2237789 Case study of hypertriglyceridemia from COVID-19 Pfizer-BioNTech vaccination in patient with familial hypercholesteremia Local Review Medical and Sciences 2021 Vol:25(17 pgs:5525-5528 DOI:10.26355/eurrev_202109_26664 <>
SYMPTOM_TEXT 1558748 Pfizer <> the company
SYMPTOM_TEXT 1485741 Pharmaceuticals <> regulatory authority
SYMPTOM_TEXT 2200492 005570 <>
SYMPTOM_TEXT 2225659 LITERATURE REFERENCE:- Severe aplastic anemia after receiving SARS-CoV-2 Moderna mRNA vaccination. 2022;11(1):34-9 <>
SYMPTOM_TEXT 2237572 Thyroid eye disease reactivation associated with COVID-19 vaccination 12(1):93 <>
SYMPTOM_TEXT 2237557 2022;12(1):93-96 TED reactivation <>
SYMPTOM_TEXT 2089733 Hispanic or Latino <>
SYMPTOM_TEXT 1720964 Pfizer BioNTech SE for bnt162b2 COMIRNATY <> the company
SYMPTOM_TEXT 2219848 005570 <>
SYMPTOM_TEXT 1688207 Pfizer <>
SYMPTOM_TEXT 2183926 003110 <>
SYMPTOM_TEXT 2175052 159558 <>
SYMPTOM_TEXT 2182020 005570 <>
SYMPTOM_TEXT 1411895 JCS <> CS
SYMPTOM_TEXT 2203535 158558 <>
SYMPTOM_TEXT 2126679 159558 <>
SYMPTOM_TEXT 1647876 COVAX US Support <>
SYMPTOM_TEXT 2107885 159558 <>
SYMPTOM_TEXT 2200514 005570 <>
SYMPTOM_TEXT 1540206 COVAES <> website
SYMPTOM_TEXT 2198346 159558 <>
SYMPTOM_TEXT 2195832 005570 <>
SYMPTOM_TEXT 2126737 159558 <>
SYMPTOM_TEXT 2200515 159558 <>
SYMPTOM_TEXT 2179435 federal <>
SYMPTOM_TEXT 2200495 005570 <>
SYMPTOM_TEXT 1459231 CEP ID 159558 <>
SYMPTOM_TEXT 2219824 159558 <>
SYMPTOM_TEXT 1623604 141,000 <>
SYMPTOM_TEXT 1652901 military <>
SYMPTOM_TEXT 1652882 PRIVATE referring people <>
SYMPTOM_TEXT 2179454 003110 <>
SYMPTOM_TEXT 1224913 COVAX US Support <>
SYMPTOM_TEXT 2188873 Military <>
SYMPTOM_TEXT 1647959 COVAX US Support <>
SYMPTOM_TEXT 1641653 portuguese <> language
SYMPTOM_TEXT 2183922 003110 <>
SYMPTOM_TEXT 2325335 005570 <>
SYMPTOM_TEXT 1585931 <> a
2 VAX_DOSE_SERIES 1|UNK <> 1 [1592694, 1958037]
VAX_DOSE_SERIES 2177083 2|UNK <> 2
3 VAX_DOSE_SERIES 3|UNK <> 3 [2177036, 2177082, 2215632]
VAX_DOSE_SERIES 2198314 UNK|3 <> 3
VAX_DOSE_SERIES 2177067 UNK|UNK <> UNK
VAX_DOSE_SERIES 2177016 UNK|UNK|2 <> UNK|2
VAX_LOT 8 cells of trivial non-letter differences ignored
VAX_LOT 2362712 deepani@karu.us <> []
VAX_LOT 2231277 Booster <>
VAX_LOT 1592694 Unknown|Unknown <> Unknown
7 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1592694, 1958037, 2177036, 2177067, 2177082, 2177083, 2215632]
VAX_MANU 2177016 Unknown|Glaxo|Pfizer-BionT <> Glaxo|Pfizer-BionT
VAX_MANU 2198314 Unknown|Pfizer-BionT <> Pfizer-BionT
7 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1592694, 1958037, 2177036, 2177067, 2177082, 2177083, 2215632]
VAX_NAME 2198314 Not Specified NO BRAND NAME|C19 <> C19
VAX_NAME 2177016 Not Specified NO BRAND NAME|ZOSTER <> ZOSTER
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 2177036 |OT <> []
6 VAX_ROUTE OT|OT <> OT [1592694, 1958037, 2177067, 2177082, 2177083, 2215632]
VAX_ROUTE 2177016 OT||OT <> |OT
VAX_SITE 9 cells of trivial non-letter differences ignored
7 VAX_TYPE COVID19|UNK <> COVID19 [1592694, 1958037, 2177036, 2177067, 2177082, 2177083, 2215632]
VAX_TYPE 2198314 UNK|COVID19 <> COVID19
VAX_TYPE 2177016 UNK|VARZOS|COVID19 <> VARZOS|COVID19
symptom_entries 2590024 _|_White blood cell count_|_White blood cell count decreased_|_ <>
symptom_entries 1254606 _|_Arthropod sting_|_Neoplasm_|_ <>
symptom_entries 1255482 _|_Feeling abnormal_|_ <>
symptom_entries 1255726 _|_Blood test_|_Lumbar puncture_|_Magnetic resonance imaging_|_ <>
symptom_entries 2588445 _|_Heart rate_|_ <>
symptom_entries 1255599 _|_Condition aggravated_|_ <>
symptom_entries 2588126 _|_Hepatitis C antibody positive_|_ <>
symptom_entries 1255633 _|_Tinnitus_|_ <>
symptom_entries 1254675 _|_Neoplasm_|_ <>
symptom_entries 2590646 _|_Hepatic enzyme_|_ <>
symptom_entries 2590058 _|_Pregnancy test_|_ <>
18 columns altered
28278 modified reports on 2023-04-21
Writing ... vaers_changes/2023-04-21_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 88, 'symptom_entries': 11, 'VAX_DOSE_SERIES': 9, 'VAX_NAME': 9, 'VAX_MANU': 9, 'VAX_TYPE': 9, 'VAX_ROUTE': 8, 'OTHER_MEDS': 7, 'VAX_LOT': 4, 'HISTORY': 2, 'DIED': 2, 'CUR_ILL': 2, 'LAB_DATA': 1, 'AGE_YRS': 1, 'SPLTTYPE': 1, 'DATEDIED': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'STATE': 0, 'CAGE_YR': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
55 delayed/late/gapfill
211 deleted
0 restored
21 cell edits trivial not printed
164 cell edits significant
2 cells emptied entirely
88 writeups changed
All time
541668 delayed/late/gapfill
28384 deleted
12 restored
29371956 cell edits trivial not printed
28601 cell edits significant
1475639 cells emptied entirely
6635 writeups changed
29252 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2618789, 2618793, 2618797, 2618799, 2618807, 2618814, 2618817, 2618823]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-04-28
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-04-28_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2622952
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2621979
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2622943
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2622901
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2622952
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2621979
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2622943
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2622901
4582 exact duplicates dropped in concatenated files, now 1963730 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2622952
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2621979
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2622943
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2622901
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1667600 reports to work with (unique VAERS_IDs)
114413 dropped in df_data due to no covid VAX_TYPE involved in the report
142665 dropped in df_vax due to no covid VAX_TYPE involved in the report
141458 dropped in df_syms due to no covid VAX_TYPE involved in the report
1553187 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1320 SYMPTOM_TEXT field repeat sentences deduped in 226 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1633793 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1633793 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-04-28_VAERS_CONSOLIDATED.csv
Consolidation of 2023-04-28 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1553187 rows in df_vax_flat
Merging DATA into VAX flattened
1553187 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-04-28_VAERS_FLATTENED.csv
1553187 rows in vaers_flattened/2023-04-28_VAERS_FLATTENED.csv
Flattening of 2023-04-28 done
Using flat 2023-04-21 already in memory, 1550098 rows
Using flat 2023-04-28 already in memory, 1553187 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-04-21 already in memory
Comparing
2023-04-21 v. 2023-04-28
1553187 this drop total covid
1550098 previous total covid
1549822 identical set aside
3365 this drop to work with
276 previous to work with
3089 difference
3126 new in 2023-04-28
119 delayed this week
157 deleted this week kept
1 restored this week 2176298
Column value changes
AGE_YRS 1764796 [] <> 39.0
AGE_YRS 1935920 [] <> 50.0
AGE_YRS 1089143 [] <> 53.0
AGE_YRS 1388515 [] <> 61.0
AGE_YRS 2505860 [] <> 64.0
AGE_YRS 2450921 [] <> 66.0
AGE_YRS 2366023 [] <> 69.0
AGE_YRS 2527686 [] <> 7.0
AGE_YRS 2105220 [] <> 72.0
AGE_YRS 2137157 [] <> 73.0
AGE_YRS 2545782 71.0 <> 70.0
AGE_YRS 2593117 72.0 <> 71.0
AGE_YRS 2427650 73.0 <> 72.0
AGE_YRS 2539460 76.0 <> 75.0
ALLERGIES 2273687 [] <> Meat allergy; Iodopropynyl butylcarbamate
ALLERGIES 1715887 [] <> Sulfa drugs
6 CAGE_MO 0.0 <> [] [2450921, 2470839, 2484232, 2491565, 2527686, 2530130]
CAGE_YR 2546926 [] <> 27.0
CAGE_YR 1764796 [] <> 39.0
CAGE_YR 2529914 [] <> 58.0
CAGE_YR 2549341 [] <> 63.0
CAGE_YR 2505860 [] <> 64.0
CAGE_YR 2597093 [] <> 66.0
CAGE_YR 2593117 [] <> 71.0
CAGE_YR 2427650 [] <> 72.0
CAGE_YR 2539460 [] <> 75.0
CAGE_YR 2581490 [] <> 76.0
CAGE_YR 2593790 [] <> 80.0
4 CAGE_YR 0.0 <> [] [2484232, 2491565, 2527686, 2530130]
CAGE_YR 2470839 0.0 <> 33.0
CAGE_YR 2450921 0.0 <> 66.0
CAGE_YR 2583519 67.0 <> []
2 CUR_ILL [] <> None [1715887, 2273687]
DIED 2169801 [] <> Y
3 ER_ED_VISIT [] <> Y [2447907, 2469722, 2491251]
2 HISTORY [] <> None [1715887, 2273687]
HISTORY 1640941 CMS/HCC <> HCC
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1688188 JCS <> CS
LAB_DATA 1494208 with Peacehealth <>
NUMDAYS 1764796 [] <> 0.0
NUMDAYS 2593790 [] <> 75.0
NUMDAYS 2583519 226.0 <> []
OFC_VISIT 2469722 [] <> Y
ONSET_DATE 2 cells of trivial non-letter differences ignored
OTHER_MEDS 2198351 [] <> HUMIRA
OTHER_MEDS 2128122 [] <> RINVOQ
2 OTHER_MEDS [] <> SYNTHROID [2261620, 2273687]
OTHER_MEDS 1715887 [] <> Yaz birth control; Gummy multivitamin
RECVDATE 1 cell of trivial non-letter differences ignored
7 SEX [] <> F [1089143, 1388515, 1764796, 2105220, 2137157, 2503204, 2593790]
2 SEX [] <> M [2366023, 2394907]
SPLTTYPE 1 cell of trivial non-letter differences ignored
SPLTTYPE 2618529 [] <> vsafe
2 STATE [] <> CA [1089143, 1715887]
STATE 2548991 CO <> CA
STATE 907991 [] <> KS
STATE 2593790 [] <> MI
STATE 2273687 NY <> TX
SYMPTOM_TEXT 4 cells of trivial non-letter differences ignored
SYMPTOM_TEXT 1364426 811 <> EMS
SYMPTOM_TEXT 977834 911 <> EMS
SYMPTOM_TEXT 1733617 PRIVACY <> HCP
SYMPTOM_TEXT 1664798 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1419395 a Chinese <>
SYMPTOM_TEXT 1589999 Pharmaceuticals <> the regulatory authority
SYMPTOM_TEXT 1576856 Moderna Ref <> company
SYMPTOM_TEXT 1489015 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 2034092 white not Hispanic or Latino <>
SYMPTOM_TEXT 1401329 COVAES <>
SYMPTOM_TEXT 1654942 Pfizer Biontech for BNT162B2 <> the company
SYMPTOM_TEXT 1485729 privacy <>
SYMPTOM_TEXT 1640941 008001133 <>
SYMPTOM_TEXT 2251790 159558 <>
SYMPTOM_TEXT 1477446 COVAES <>
SYMPTOM_TEXT 2200533 aching stiffness in my legs random body twitching at night 005570 <>
SYMPTOM_TEXT 2594661 anti-virals <> anti-virials
SYMPTOM_TEXT 1682099 COVAX US Support <>
SYMPTOM_TEXT 2593665 VFC <>
SYMPTOM_TEXT 1479911 Pharmaceuticals and Medical Devices Agency PMDA vaccina <> regulatory authority RA vaccine
SYMPTOM_TEXT 1279901 Pt date of birth 8/18/2003 <>
SYMPTOM_TEXT 1999259 Medicare <> insurance
SYMPTOM_TEXT 1617718 under dob 4/20/2010)...making <> making
SYMPTOM_TEXT 1856585 COVID 19 Vaccines White <>
SYMPTOM_TEXT 2237804 googling <> searching
SYMPTOM_TEXT 2215616 005570 <>
SYMPTOM_TEXT 2243045 159558 <>
SYMPTOM_TEXT 2237631 Journal of College Cardiology 2022 Vol:79(9 pgs:2392 DOI:10.1016/S0735-1097%2822%2903383-6 Sars-Cov <>
SYMPTOM_TEXT 2200535 non-HCP 005570 51-year-old Pfizer-BioNTech vaccine immunization had this with follow-up <> Stress reporter(s non HCP reporter is the 51 year-old bnt162b2 as immunisation patient's relevant were following information was TOTALIS non-serious described My Covid vaccination induced case Totalis STRESS This has already lot follow up
SYMPTOM_TEXT 2225153 White <>
SYMPTOM_TEXT 2179010 white and non Hispanic or Latino <>
SYMPTOM_TEXT 1442020 university <> local
SYMPTOM_TEXT 2028406 AHO <>
SYMPTOM_TEXT 2208870 005570 <>
SYMPTOM_TEXT 2206120 005570 <>
SYMPTOM_TEXT 2237790 005570 <>
SYMPTOM_TEXT 2191587 003110 <>
SYMPTOM_TEXT 2210900 valentines <> gifts
SYMPTOM_TEXT 2237986 005570 <>
SYMPTOM_TEXT 2222659 Indigo <>
SYMPTOM_TEXT 1530228 Pfizer <>
SYMPTOM_TEXT 1648617 Military <>
SYMPTOM_TEXT 1688188 Privacy JCS <> CS
SYMPTOM_TEXT 1589944 Devices Agency DA <> regulatory authority
SYMPTOM_TEXT 1492530 Pfizer <> a
SYMPTOM_TEXT 2208867 005570 <>
SYMPTOM_TEXT 1774228 COVAX US Support <>
SYMPTOM_TEXT 2206178 005570 <>
SYMPTOM_TEXT 1524457 university <> local
SYMPTOM_TEXT 2243048 159558 <>
SYMPTOM_TEXT 2217851 174529 <>
SYMPTOM_TEXT 1684100 COVAX Support <>
VAX_DATE 4 cells of trivial non-letter differences ignored
VAX_DOSE_SERIES 1703586 UNK|1 <> 1
VAX_DOSE_SERIES 2549341 5 <> 1|5
VAX_DOSE_SERIES 2128122 2|UNK <> 2
VAX_DOSE_SERIES 2261620 UNK|4 <> 4
VAX_DOSE_SERIES 2198351 UNK|UNK <> UNK
VAX_LOT 5 cells of trivial non-letter differences ignored
VAX_LOT 2540940 35342 <> []
VAX_LOT 2593117 701-218 <> []
VAX_LOT 2427961 049LZ1A <> 049L21A
VAX_LOT 2597061 A57143C <> AS7143C
VAX_LOT 2484232 A57162B <> AS7162B
VAX_LOT 2545782 A57163B <> AS7163B
VAX_LOT 2514202 GJ2524-09A <> GJ2524
VAX_LOT 2618529 6J3275 <> GJ3275
VAX_LOT 2496537 Unknown|unknown <> unknown
VAX_MANU 2488639 Moderna <> Pfizer-BionT
VAX_MANU 2549341 Pfizer-BionT <> Seqirus|Pfizer-BionT
2 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [2128122, 2198351]
VAX_MANU 1703586 Unknown|Moderna <> Moderna
VAX_MANU 2261620 Unknown|Pfizer-BionT <> Pfizer-BionT
4 VAX_NAME <> BIVALENT [2545788, 2561561, 2594824, 2595047]
VAX_NAME 2488639 C19 Moderna BIVALENT <> C19 Pfizer-BionT
VAX_NAME 2590871 Moderna|Flu <> Moderna BIVALENT|Flu
VAX_NAME 2549341 C19 <> Flu SEASONAL FLUCELVAX QUADRIVALENT|C19
2 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [2128122, 2198351]
VAX_NAME 2476294 C19 Pfizer-BionT|Not Specified OTHER <> C19 Pfizer-BionT|Flu SEASONAL NO BRAND NAME
VAX_NAME 1703586 Not Specified NO BRAND NAME|C19 <> C19
VAX_NAME 2261620 Not Specified NO BRAND NAME|C19 <> C19
VAX_NAME 2539438 Not Specified OTHER|C19 <> Flu SEASONAL NO BRAND NAME|C19
2 VAX_NAME Not Specified OTHER|C19 <> Flu SEASONAL NO BRAND NAME|C19 [2470839, 2496537]
VAX_ROUTE 2 cells of trivial non-letter differences ignored
2 VAX_ROUTE OT|OT <> OT [1703586, 2198351]
VAX_ROUTE 2549341 IM <> SYR|IM
VAX_SITE 4 cells of trivial non-letter differences ignored
VAX_SITE 2549341 LA <> LA|LA
10 VAX_TYPE COVID19 <> COVID19-2 [2491565, 2533430, 2545660, 2545788, 2561561, 2583519, 2593117, 2594824, 2595047, 2618529]
VAX_TYPE 2549341 COVID19-2 <> FLUC4|COVID19-2
VAX_TYPE 2590871 COVID19|FLUC4 <> COVID19-2|FLUC4
2 VAX_TYPE COVID19|UNK <> COVID19 [2128122, 2198351]
VAX_TYPE 2476294 COVID19|UNK <> COVID19|FLUX
2 VAX_TYPE UNK|COVID19 <> COVID19 [1703586, 2261620]
2 VAX_TYPE UNK|COVID19 <> FLUX|COVID19 [2496537, 2539438]
VAX_TYPE 2470839 UNK|COVID19-2 <> FLUX|COVID19-2
V_ADMINBY 1715887 UNK <> OTH
symptom_entries 1298382 _|_Cold sweat_|_Feeling abnormal_|_ <>
3 symptom_entries _|_SARS-CoV-2 test_|_ <> [2586677, 2586679, 2586680]
symptom_entries 2586681 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1299258 _|_Cerebrovascular accident_|_Dyspepsia_|_Myocardial infarction_|_ <>
symptom_entries 1279249 _|_Dizziness postural_|_ <>
28 columns altered
28490 modified reports on 2023-04-28
Writing ... vaers_changes/2023-04-28_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 53, 'VAX_TYPE': 20, 'CAGE_YR': 18, 'VAX_NAME': 15, 'AGE_YRS': 14, 'VAX_LOT': 9, 'SEX': 9, 'symptom_entries': 7, 'STATE': 6, 'VAX_MANU': 6, 'CAGE_MO': 6, 'VAX_DOSE_SERIES': 5, 'OTHER_MEDS': 5, 'NUMDAYS': 3, 'HISTORY': 3, 'ER_ED_VISIT': 3, 'VAX_ROUTE': 3, 'LAB_DATA': 2, 'ALLERGIES': 2, 'CUR_ILL': 2, 'V_ADMINBY': 1, 'VAX_SITE': 1, 'SPLTTYPE': 1, 'DIED': 1, 'OFC_VISIT': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'BIRTH_DEFECT': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'PRIOR_VAX': 0, 'DATEDIED': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
119 delayed/late/gapfill
157 deleted
1 restored
24 cell edits trivial not printed
196 cell edits significant
14 cells emptied entirely
53 writeups changed
All time
541787 delayed/late/gapfill
28541 deleted
13 restored
29371980 cell edits trivial not printed
28797 cell edits significant
1475653 cells emptied entirely
6688 writeups changed
29165 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2622942, 2622944, 2622945, 2622946, 2622948, 2622949, 2622950, 2622951]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-05-05
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-05-05_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2627139
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2626301
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2627108
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2627037
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2627139
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2626301
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2627108
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2627037
4595 exact duplicates dropped in concatenated files, now 1968272 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2627139
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2626301
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2627108
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2627037
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1671503 reports to work with (unique VAERS_IDs)
115453 dropped in df_data due to no covid VAX_TYPE involved in the report
144045 dropped in df_vax due to no covid VAX_TYPE involved in the report
142740 dropped in df_syms due to no covid VAX_TYPE involved in the report
1556050 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1319 SYMPTOM_TEXT field repeat sentences deduped in 213 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1636955 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1636955 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-05-05_VAERS_CONSOLIDATED.csv
Consolidation of 2023-05-05 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1556050 rows in df_vax_flat
Merging DATA into VAX flattened
1556050 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-05-05_VAERS_FLATTENED.csv
1556050 rows in vaers_flattened/2023-05-05_VAERS_FLATTENED.csv
Flattening of 2023-05-05 done
Using flat 2023-04-28 already in memory, 1553187 rows
Using flat 2023-05-05 already in memory, 1556050 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-04-28 already in memory
Comparing
2023-04-28 v. 2023-05-05
1556050 this drop total covid
1553187 previous total covid
1552888 identical set aside
3162 this drop to work with
299 previous to work with
2863 difference
2956 new in 2023-05-05
71 delayed this week
164 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2593790 [] <> 80.0
AGE_YRS 2620920 73.0 <> 74.0
ALLERGIES 2593790 [] <> No
CAGE_YR 2620920 [] <> 74.0
CUR_ILL 2593790 [] <> No
HISTORY 2593790 [] <> No
HISTORY 1577732 diagnostic and statistical manual of mental disorders <>
LAB_DATA 2593790 [] <> 12/22 EKG - negative; 12/22 Body Guardian mini monitor - positive for A-fib
LAB_DATA 1576876 Nanjing <>
NUMDAYS 2620920 [] <> 57.0
OFC_VISIT 2593790 [] <> Y
OTHER_MEDS 2593790 [] <> Ezetimibe; Losartan; Ralaletine
5 OTHER_MEDS [] <> HUMIRA [2213046, 2217860, 2237723, 2242991, 2263001]
OTHER_MEDS 2284571 <> PAXLOVID
2 OTHER_MEDS [] <> PAXLOVID [2270564, 2292408]
OTHER_MEDS 2286516 <> PAXLOVID
OTHER_MEDS 2213058 [] <> Pegfilgrastim; Carboplatin; Paclitaxel; Decitabine; PEMBROLIZUMAB
OTHER_MEDS 1309498 [] <> Premarin
OTHER_MEDS 2245598 [] <> Vyndamax
OTHER_MEDS 2237976 [] <> XELJANZ XR
PRIOR_VAX 2593790 after receiving, this last COVID-19 (dose ... ~74 more <> []
RECOVD 2593790 [] <> U
RECVDATE 1 cell of trivial non-letter differences ignored
SEX 2604513 [] <> F
SPLTTYPE 1 cell of trivial non-letter differences ignored
SPLTTYPE 2600064 vsafe <> []
STATE 2266853 [] <> CA
SYMPTOM_TEXT 1923024 CVS7182 <>
SYMPTOM_TEXT 1692688 COVAX Support <>
SYMPTOM_TEXT 1427372 ASIIS <> system
SYMPTOM_TEXT 1731108 Allergische Reaktion Grad 2 <>
SYMPTOM_TEXT 2206132 005577 <>
SYMPTOM_TEXT 1517291 Medical Agency MA <> regulatory authority
SYMPTOM_TEXT 1489012 COVAES <>
SYMPTOM_TEXT 1674970 Army <>
SYMPTOM_TEXT 2103914 white and not Hispanic or Latino <>
SYMPTOM_TEXT 2219898 AbbVie AbbVie's <> Company Company's
SYMPTOM_TEXT 1529455 Pfizer <>
SYMPTOM_TEXT 2128142 AbbVie <> Company
SYMPTOM_TEXT 1492446 privacy <> a
SYMPTOM_TEXT 2027540 001774 <>
SYMPTOM_TEXT 1477341 Agency Pfizer <> regulatory authority The reporter
SYMPTOM_TEXT 1726087 RSI <> index
SYMPTOM_TEXT 2549695 002191 <>
SYMPTOM_TEXT 2187219 005570 <>
SYMPTOM_TEXT 2251807 005570 <>
SYMPTOM_TEXT 1492539 PMDA <> RA
SYMPTOM_TEXT 2416683 a US citizen Canada <> born elsewhere different country
SYMPTOM_TEXT 1594044 Pfizer LLP Biontech for BNT 162B2 <> the company manufacturer
SYMPTOM_TEXT 1477130 Pfizer <>
SYMPTOM_TEXT 1507435 Pfizer <>
SYMPTOM_TEXT 2146741 COVID-19 Adverse Event Self-Reporting Solution COVAES <> database
SYMPTOM_TEXT 2593790 None stated <> I got an smart watch for my birthday it told me that I was in A-fib I made an appointment with my doctor who ordered an EKG that said everything looked fine He also ordered a Body Guardian mini monitor for me to wear for two weeks When I went in for the results it did show that I was in A-fib am now taking Eliquis and Metoprolol Succinate to help with the A-fib Currently my blood pressure is normal and my heart is not showing any signs of A-fib I was referred to a cardiologist by my family physician to confirm the results and medications She changed my Metoprolol to twice a day I do not feel like I am getting better I have no energy and I am tired all the time
SYMPTOM_TEXT 1428990 COVAES <>
SYMPTOM_TEXT 2072199 01/10/2017 of 08/10/2017 <>
SYMPTOM_TEXT 1320545 rite aid corporate <> pharmacy
SYMPTOM_TEXT 2137264 The Retreat at Shepard-Pratt <>
SYMPTOM_TEXT 1640638 PMDA <> RA
SYMPTOM_TEXT 1743334 PHIFDA of unspecified race and ethnicity <> regulatory authority
SYMPTOM_TEXT 2018881 159558 <>
SYMPTOM_TEXT 1439807 Pfizer pfizersafetyreporting.com <> a web site
SYMPTOM_TEXT 2107282 159558 <>
SYMPTOM_TEXT 1435338 Pfizer <>
SYMPTOM_TEXT 1724996 Pfizer <>
SYMPTOM_TEXT 1477055 PRIVACY <>
SYMPTOM_TEXT 1576876 Nanjing <>
SYMPTOM_TEXT 2265692 Patient's date of birth was given as Jan-1958 <>
SYMPTOM_TEXT 2249357 Safety Reactogenicity and Patient Perceptions of COVID-19 Vaccination in Solid Organ Transplant Recipients at Quaternary Referral Center Journal Heart Lung Transplantation 2022 Vol:41(4 SUPPL pgs:S527 DOI:10.1016/j.healun.2022.01.1337 <>
SYMPTOM_TEXT 2256397 The American Journal of cardiology 2022 DOI 10.1016/j.amjcard.2022.02.039 <>
SYMPTOM_TEXT 2251783 received from a contactable reporter(s Other HCP for the following literature source(s Humoral and cellular immunogenicity of SARS-CoV-2 vaccines in chronic lymphocytic leukemia prospective cohort study Blood Advances 2022 Vol:6 6 pgs:1671-1683 DOI:10.1182/BLOODADVANCES.2021006627 <>
SYMPTOM_TEXT 2251781 Humoral and cellular immunogenicity of SARS-CoV-2 vaccines in chronic lymphocytic leukemia prospective cohort Blood Advances 2022 Vol:6 6 pgs:1671-1683 DOI:10.1182/BLOODADVANCES.2021006627 <>
SYMPTOM_TEXT 1191818 Covax US Support <>
SYMPTOM_TEXT 2237885 google Google <> internet
SYMPTOM_TEXT 2258077 PAXAES <>
SYMPTOM_TEXT 1731129 Extremer Durst <>
SYMPTOM_TEXT 2245606 005570 <>
SYMPTOM_TEXT 2300022 Fisherbrand <>
SYMPTOM_TEXT 1681283 with the flower bed in front of temple <>
SYMPTOM_TEXT 1356765 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
3 SYMPTOM_TEXT IN US <> [2622224, 2622444, 2622458]
SYMPTOM_TEXT 2237955 Military <>
SYMPTOM_TEXT 2108424 159558 <>
SYMPTOM_TEXT 1339427 COVAES <>
SYMPTOM_TEXT 2423933 159558 <>
SYMPTOM_TEXT 2222646 005570 <>
SYMPTOM_TEXT 2018238 005570 <>
SYMPTOM_TEXT 2018401 115193 <>
SYMPTOM_TEXT 1504439 Medical Devices Agency Privacy <> regulatory authority
SYMPTOM_TEXT 2222658 003110 <>
SYMPTOM_TEXT 2183645 115193 <>
SYMPTOM_TEXT 2237976 051529 <>
SYMPTOM_TEXT 2242991 Abbvie <> Company
SYMPTOM_TEXT 1529453 clinic/veterans administration <> clinic/administration
SYMPTOM_TEXT 2411972 159558 <>
SYMPTOM_TEXT 2243062 005570 <>
SYMPTOM_TEXT 2243113 Carnival <>
SYMPTOM_TEXT 2031049 159558 <>
SYMPTOM_TEXT 1577732 dsm 5 contactable whole dsm5 diagnostic and statistical manual of mental disorders attack-all 5-dyslexia-retardation-cancer-retina <> attack-dyslexia-retardation-cancer-retina
SYMPTOM_TEXT 2262924 159558 <>
SYMPTOM_TEXT 2210952 003110 <>
SYMPTOM_TEXT 1718617 PRIVACY <> facility
SYMPTOM_TEXT 2034440 159558 <>
SYMPTOM_TEXT 2146431 159558 <>
SYMPTOM_TEXT 2247712 005570 <>
SYMPTOM_TEXT 2213094 159558 <>
SYMPTOM_TEXT 1507430 Agency <> regulatory authority
SYMPTOM_TEXT 2245635 005570 <>
SYMPTOM_TEXT 1770928 COVAES <> database
SYMPTOM_TEXT 1500095 Pharmaceuticals <>
SYMPTOM_TEXT 2146684 159558 <>
SYMPTOM_TEXT 2245656 005570 <>
SYMPTOM_TEXT 2061822 159558 <>
SYMPTOM_TEXT 2258123 159558 <>
SYMPTOM_TEXT 2422408 159558 <>
SYMPTOM_TEXT 2306411 004756 <>
SYMPTOM_TEXT 2262939 159558 <>
SYMPTOM_TEXT 1737703 COVAES <> Regulatory Authority
SYMPTOM_TEXT 2280534 177954 <>
VAX_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 2242991 1|UNK <> 1
2 VAX_DOSE_SERIES UNK|1 <> 1 [2286516, 2292408]
4 VAX_DOSE_SERIES 2|UNK <> 2 [1309498, 2213046, 2217860, 2263001]
VAX_DOSE_SERIES 2245598 3|UNK <> 3
2 VAX_DOSE_SERIES UNK|3 <> 3 [2270564, 2284571]
VAX_DOSE_SERIES 2593790 UNK <> 5|
4 VAX_DOSE_SERIES UNK|UNK <> UNK [1731113, 2213058, 2237723, 2237976]
VAX_LOT 14 cells of trivial non-letter differences ignored
VAX_LOT 1923024 CVS7182 <> []
VAX_LOT 2612946 | <> 5X9X5|GJ6665
VAX_LOT 2374816 CW0183 <> FW0183
VAX_LOT 2270564 FY5657|Q16M20A <> Q16M20A
VAX_LOT 2606777 GH96994 <> GH9694
VAX_MANU 1731113 Moderna|Unknown <> Moderna
9 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1309498, 2213046, 2213058, 2217860, 2237723, 2237976, 2242991, 2245598, 2263001]
VAX_MANU 2612946 Sanofi|Pfizer-BionT <> Glaxo|Pfizer-BionT
VAX_MANU 2593790 Unknown <> Pfizer-BionT|Sanofi
4 VAX_MANU Unknown|Moderna <> Moderna [2270564, 2284571, 2286516, 2292408]
VAX_NAME 1731113 C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna
9 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1309498, 2213046, 2213058, 2217860, 2237723, 2237976, 2242991, 2245598, 2263001]
VAX_NAME 2593790 C19 UNKNOWN <> C19 Pfizer-BionT|Flu SEASONAL FLUZONE HIGH-DOSE QUADRIVALENT
VAX_NAME 2612946 FLUZONE HIGH-DOSE <> FLUARIX
4 VAX_NAME Not Specified NO BRAND NAME|C19 <> C19 [2270564, 2284571, 2286516, 2292408]
VAX_ROUTE 4 cells of trivial non-letter differences ignored
VAX_ROUTE 2593790 [] <> IM|IM
VAX_ROUTE 2266853 [] <> OT
10 VAX_ROUTE OT|OT <> OT [1731113, 2213046, 2217860, 2237723, 2242991, 2263001, 2270564, 2284571, 2286516, 2292408]
VAX_SITE 14 cells of trivial non-letter differences ignored
VAX_SITE 2593790 [] <> LA|RA
3 VAX_TYPE COVID19 <> COVID19-2 [2460776, 2481976, 2506457]
VAX_TYPE 2593790 COVID19 <> COVID19-2|FLU4
10 VAX_TYPE COVID19|UNK <> COVID19 [1309498, 1731113, 2213046, 2213058, 2217860, 2237723, 2237976, 2242991, 2245598, 2263001]
4 VAX_TYPE UNK|COVID19 <> COVID19 [2270564, 2284571, 2286516, 2292408]
V_ADMINBY 2593790 UNK <> PHM
symptom_entries 2562668 _|_Abdominal discomfort_|_Gastrointestinal pain_|_Migraine_|_ <>
symptom_entries 1322642 _|_Pruritus_|_ <>
symptom_entries 1324808 _|_Product administered to patient of inappropriate age_|_ <>
symptom_entries 1324961 _|_Liver function test abnormal_|_ <>
symptom_entries 1322707 _|_Syncope_|_ <>
symptom_entries 1312265 _|_Erythema_|_ <>
symptom_entries 1312356 _|_Nausea_|_ <>
symptom_entries 1315507 _|_Dyspnoea_|_Rash_|_ <>
symptom_entries 1326258 _|_Cough_|_ <>
symptom_entries 1329372 _|_Drug ineffective_|_ <>
symptom_entries 2266853 _|_COVID-19_|_SARS-CoV-2 test_|_Vaccination failure_|_ <> []
symptom_entries 1320314 _|_Coagulopathy_|_ <>
symptom_entries 1313052 _|_Condition aggravated_|_ <>
symptom_entries 1324334 _|_Condition aggravated_|_ <>
symptom_entries 1320019 _|_Fatigue_|_ <>
symptom_entries 1151504 _|_Fibromyalgia_|_Hyperlipidaemia_|_Hypertension_|_Obesity_|_Osteoarthritis_|_Pulmonary embolism_|_Sleep apnoea syndrome_|_ <>
symptom_entries 1324883 _|_Tension headache_|_ <>
symptom_entries 1260177 _|_Off label use_|_Product use issue_|_Seasonal allergy_|_ <>
symptom_entries 2621451 _|_Product lot number issue_|_ <> _|_Unevaluable event_|_
26 columns altered
28663 modified reports on 2023-05-05
Writing ... vaers_changes/2023-05-05_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 93, 'symptom_entries': 19, 'VAX_TYPE': 18, 'VAX_NAME': 16, 'VAX_MANU': 16, 'VAX_DOSE_SERIES': 15, 'OTHER_MEDS': 14, 'VAX_ROUTE': 12, 'VAX_LOT': 5, 'LAB_DATA': 2, 'AGE_YRS': 2, 'HISTORY': 2, 'NUMDAYS': 1, 'V_ADMINBY': 1, 'VAX_SITE': 1, 'STATE': 1, 'CAGE_YR': 1, 'SPLTTYPE': 1, 'SEX': 1, 'OFC_VISIT': 1, 'ALLERGIES': 1, 'PRIOR_VAX': 1, 'CUR_ILL': 1, 'RECOVD': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'BIRTH_DEFECT': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'FORM_VERS': 0}
This week
71 delayed/late/gapfill
164 deleted
0 restored
35 cell edits trivial not printed
226 cell edits significant
4 cells emptied entirely
93 writeups changed
All time
541858 delayed/late/gapfill
28705 deleted
13 restored
29372015 cell edits trivial not printed
29023 cell edits significant
1475657 cells emptied entirely
6781 writeups changed
29283 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2627127, 2627128, 2627129, 2627130, 2627132, 2627134, 2627135, 2627138]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-05-12
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-05-12_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2630265
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2630863
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2630840
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2630858
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2630265
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2630863
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2630840
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2630858
4604 exact duplicates dropped in concatenated files, now 1972240 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2630265
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2630863
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2630840
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2630858
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1674846 reports to work with (unique VAERS_IDs)
116176 dropped in df_data due to no covid VAX_TYPE involved in the report
145088 dropped in df_vax due to no covid VAX_TYPE involved in the report
143636 dropped in df_syms due to no covid VAX_TYPE involved in the report
1558670 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1075 SYMPTOM_TEXT field repeat sentences deduped in 146 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1639880 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1639880 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-05-12_VAERS_CONSOLIDATED.csv
Consolidation of 2023-05-12 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1558670 rows in df_vax_flat
Merging DATA into VAX flattened
1558670 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-05-12_VAERS_FLATTENED.csv
1558670 rows in vaers_flattened/2023-05-12_VAERS_FLATTENED.csv
Flattening of 2023-05-12 done
Using flat 2023-05-05 already in memory, 1556050 rows
Using flat 2023-05-12 already in memory, 1558670 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-05-05 already in memory
Comparing
2023-05-05 v. 2023-05-12
1558670 this drop total covid
1556050 previous total covid
1555619 identical set aside
3051 this drop to work with
431 previous to work with
2620 difference
2799 new in 2023-05-12
176 delayed this week
355 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 2459796 [] <> 44.0
CAGE_MO 2459796 0.0 <> []
CAGE_YR 2621349 [] <> 67.0
CAGE_YR 2459796 0.0 <> []
DIED 2626275 [] <> Y
HISTORY 1402222 CMS/HCC <> HCC
HISTORY 1872675 HCC <>
LAB_DATA 1 cell of trivial non-letter differences ignored
LAB_DATA 1854598 University <>
LAB_DATA 2623961 Dr J Applefeld f <> from another orga
LAB_DATA 1872675 350800256 350800259 350800260 351257238 351257221 351257223 351257220 351257206 351257214 351257212 351257210 351257208 351257205 351257203 350818662 350818661 Values identified as Black using African Americans all other non-White non-Caucasian races american Indian Asian Hispanic mixed who do their Caucasian 350818664 350818665 350818663 350818671 350818669 350818667 350818656 350818660 350818652 350800258 350818646 350818650 350816775 350816779 350816777 350800257 350800261 350800252 350800254 350800253 350800264 <>
NUMDAYS 2621349 [] <> 45.0
4 OTHER_MEDS [] <> HUMIRA [1978739, 2176995, 2261583, 2293929]
OTHER_MEDS 2262995 [] <> LETROZOLE; IBRANCE
OTHER_MEDS 2306311 SHINGRIX FLU VACCINE VII <>
SEX 2621349 F <> M
STATE 2266853 CA <> []
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1586156 Medical Devices Agency MDA <> regulatory authority RA
SYMPTOM_TEXT 2208821 tens thousands <> lots
SYMPTOM_TEXT 1484211 general <>
SYMPTOM_TEXT 2118503 159558 <>
SYMPTOM_TEXT 2118520 159558 LAB-1451-10.0 Revised 22Sep2021 DSU <>
SYMPTOM_TEXT 1485755 Pfizer <>
SYMPTOM_TEXT 1638655 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1504383 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
SYMPTOM_TEXT 2018817 159558 <>
SYMPTOM_TEXT 1477466 Pfizer <>
SYMPTOM_TEXT 2298151 Fisher brand <>
SYMPTOM_TEXT 1530705 COVAX US support <>
SYMPTOM_TEXT 1908040 Valentine's Day <> holiday
SYMPTOM_TEXT 2258143 172086 <>
SYMPTOM_TEXT 1737563 9/26/2021 <> 9/2021
SYMPTOM_TEXT 1511046 privacy <>
SYMPTOM_TEXT 2626683 <> of facility
SYMPTOM_TEXT 2256465 005570 <>
SYMPTOM_TEXT 2262998 159558 <>
SYMPTOM_TEXT 1509506 Walmart <> Store
SYMPTOM_TEXT 1837163 St Marys <> hospital
SYMPTOM_TEXT 2261583 AbbVie <> Company
SYMPTOM_TEXT 1736120 PHIFDA <> RA
SYMPTOM_TEXT 1711819 CA <> another state
SYMPTOM_TEXT 1469166 privacy <>
SYMPTOM_TEXT 1513984 Pfizer as a caregiver She <>
SYMPTOM_TEXT 2259715 159558 <>
SYMPTOM_TEXT 2353234 Unknown <> Drug ineffective Suspected COVID-19
SYMPTOM_TEXT 2065246 white Not Hispanic or Latino Agent Orange <>
SYMPTOM_TEXT 2623539 005570 <>
SYMPTOM_TEXT 2323331 PGS Melbourne <>
SYMPTOM_TEXT 1492401 in farm <>
SYMPTOM_TEXT 1854598 University <>
SYMPTOM_TEXT 1507408 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1511619 Withheld Spanish <> Patient
SYMPTOM_TEXT 2237705 005570 <>
SYMPTOM_TEXT 2262937 AbbVie <> Company
SYMPTOM_TEXT 2126954 001774 <>
SYMPTOM_TEXT 1524420 COVID-19 Adverse Event Self-Reporting Solution Pfizer <> regulatory authority
SYMPTOM_TEXT 2108626 159558 <>
SYMPTOM_TEXT 2126953 001774 <>
SYMPTOM_TEXT 2242997 005570 <>
SYMPTOM_TEXT 2301168 159558 <>
SYMPTOM_TEXT 2305608 Program ID 061945 <>
SYMPTOM_TEXT 2521907 of virginia <>
VAX_DATE 1 cell of trivial non-letter differences ignored
3 VAX_DOSE_SERIES 1|UNK <> 1 [1449900, 1978739, 2293929]
VAX_DOSE_SERIES 1702291 UNK|1 <> 1
3 VAX_DOSE_SERIES 2|UNK <> 2 [1634396, 2176995, 2457995]
VAX_DOSE_SERIES 2262995 2|UNK|UNK <> 2
VAX_DOSE_SERIES 2261583 3|UNK <> 3
VAX_DOSE_SERIES 1471095 UNK|UNK <> UNK
VAX_LOT 8 cells of trivial non-letter differences ignored
VAX_LOT 2261583 |1155990 <> []
VAX_LOT 2262995 ||Unknown <> []
VAX_LOT 2621349 [] <> 005M21A
VAX_MANU 2293929 Janssen|Unknown <> Janssen
VAX_MANU 2457995 Moderna|Unknown <> Moderna
6 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1449900, 1471095, 1634396, 1978739, 2176995, 2261583]
VAX_MANU 2262995 Pfizer-BionT|Unknown|Unknown <> Pfizer-BionT
VAX_MANU 1702291 Unknown|Moderna <> Moderna
VAX_NAME 2293929 C19 Janssen|Not Specified NO BRAND NAME <> C19 Janssen
VAX_NAME 2457995 C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna
6 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1449900, 1471095, 1634396, 1978739, 2176995, 2261583]
VAX_NAME 2262995 C19 Pfizer-BionT|Not Specified NO BRAND NAME|Not Specified NO BRAND NAME <> C19 Pfizer-BionT
VAX_NAME 1702291 Not Specified NO BRAND NAME|C19 <> C19
VAX_NAME 2627016 Not Specified OTHER|C19 <> Flu SEASONAL NO BRAND NAME|C19
VAX_ROUTE 4 cells of trivial non-letter differences ignored
VAX_ROUTE 2266853 OT <> []
6 VAX_ROUTE OT|OT <> OT [1471095, 1702291, 1978739, 2176995, 2261583, 2457995]
VAX_SITE 10 cells of trivial non-letter differences ignored
8 VAX_TYPE COVID19|UNK <> COVID19 [1449900, 1471095, 1634396, 1978739, 2176995, 2261583, 2293929, 2457995]
VAX_TYPE 2262995 COVID19|UNK|UNK <> COVID19
VAX_TYPE 1702291 UNK|COVID19 <> COVID19
VAX_TYPE 2627016 UNK|COVID19-2 <> FLUX|COVID19-2
symptom_entries 2266853 [] <> _|_COVID-19_|_SARS-CoV-2 test_|_Vaccination failure_|_
symptom_entries 1326101 _|_Antibody test_|_ <>
symptom_entries 1325367 _|_Inappropriate schedule of product administration_|_ <>
symptom_entries 1325454 _|_Pruritus_|_Thirst_|_Urticaria_|_ <>
symptom_entries 1326872 _|_Drug ineffective_|_ <>
symptom_entries 1298809 _|_SARS-CoV-2 test_|_Vaccination failure_|_ <>
symptom_entries 1325669 _|_Cerebrovascular accident_|_Investigation_|_ <>
symptom_entries 1325673 _|_Dyspnoea_|_ <>
21 columns altered
28768 modified reports on 2023-05-12
Writing ... vaers_changes/2023-05-12_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 45, 'VAX_NAME': 11, 'VAX_TYPE': 11, 'VAX_DOSE_SERIES': 10, 'VAX_MANU': 10, 'symptom_entries': 8, 'VAX_ROUTE': 7, 'OTHER_MEDS': 6, 'SPLTTYPE': 4, 'LAB_DATA': 3, 'VAX_LOT': 3, 'HISTORY': 2, 'CAGE_YR': 2, 'NUMDAYS': 1, 'AGE_YRS': 1, 'STATE': 1, 'DIED': 1, 'SEX': 1, 'CAGE_MO': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
176 delayed/late/gapfill
355 deleted
0 restored
25 cell edits trivial not printed
128 cell edits significant
6 cells emptied entirely
45 writeups changed
All time
542034 delayed/late/gapfill
29060 deleted
13 restored
29372040 cell edits trivial not printed
29151 cell edits significant
1475663 cells emptied entirely
6826 writeups changed
29299 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2630854, 2630855, 2630856, 2630857, 2630859, 2630860, 2630861, 2630862]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-05-19
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-05-19_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2630268
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2633943
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2633931
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2633923
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2630268
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2633943
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2633931
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2633923
4620 exact duplicates dropped in concatenated files, now 1975446 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2630268
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2633943
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2633931
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2633923
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1677034 reports to work with (unique VAERS_IDs)
117040 dropped in df_data due to no covid VAX_TYPE involved in the report
146724 dropped in df_vax due to no covid VAX_TYPE involved in the report
144642 dropped in df_syms due to no covid VAX_TYPE involved in the report
1559994 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
868 SYMPTOM_TEXT field repeat sentences deduped in 169 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1641450 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1641450 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-05-19_VAERS_CONSOLIDATED.csv
Consolidation of 2023-05-19 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1559994 rows in df_vax_flat
Merging DATA into VAX flattened
1559994 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-05-19_VAERS_FLATTENED.csv
1559994 rows in vaers_flattened/2023-05-19_VAERS_FLATTENED.csv
Flattening of 2023-05-19 done
Using flat 2023-05-12 already in memory, 1558670 rows
Using flat 2023-05-19 already in memory, 1559994 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-05-12 already in memory
Comparing
2023-05-12 v. 2023-05-19
1559994 this drop total covid
1558670 previous total covid
1557763 identical set aside
2231 this drop to work with
907 previous to work with
1324 difference
1975 new in 2023-05-19
91 delayed this week
742 deleted this week kept
0 restored this week
Column value changes
DIED 1087670 [] <> Y
LAB_DATA 1702104 JCS <> CS
OTHER_MEDS 1750765 Pfizer, Inc. EUA 027034; Pfizer, Inc. EUA ... ~158 more <> []
OTHER_MEDS 1702292 <> MERCILON
OTHER_MEDS 2574943 <> OCREVUS CORTISONE
6 OTHER_MEDS [] <> HUMIRA [2251839, 2265645, 2265712, 2265739, 2270666, 2280483]
OTHER_MEDS 2262996 <> Ibrance
OTHER_MEDS 2591279 [] <> MEPOLIZUMAB; OXYCODONE
OTHER_MEDS 2265698 [] <> PAXIL [PIROXICAM]
OTHER_MEDS 2564358 [] <> SUMATRIPTAN
OTHER_MEDS 2594901 [] <> ZOLADEX
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 1827750 Clinic/Veterans Administration <> Clinic/Administration
SYMPTOM_TEXT 2273186 003110 <>
SYMPTOM_TEXT 1541769 PMDA <> RA
SYMPTOM_TEXT 2270609 005570 <>
SYMPTOM_TEXT 2562051 <> Regulatory number: 763741
SYMPTOM_TEXT 1702104 JCS1 japan JCS <> CS1 CS
SYMPTOM_TEXT 1268703 COVAES <>
SYMPTOM_TEXT 1576830 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1554702 COVAES <>
SYMPTOM_TEXT 2289145 159558 <>
SYMPTOM_TEXT 1547013 Ministry of Health Labor Welfare net <> regulatory authority
SYMPTOM_TEXT 2090516 159558 <>
SYMPTOM_TEXT 1479884 COVAES <>
SYMPTOM_TEXT 1496710 privacy PRIVACY <>
SYMPTOM_TEXT 1541767 PRIVACY <> a
SYMPTOM_TEXT 1425113 COVAES <>
SYMPTOM_TEXT 2280488 005570 <>
SYMPTOM_TEXT 2280487 005570 <>
SYMPTOM_TEXT 2559032 number PH-RA-300161121 <> number:PH-PHFDA-300161121
SYMPTOM_TEXT 2559023 PH-RA-300161047 RA <> PH-PHFDA-300161047
SYMPTOM_TEXT 1747353 from an entitled A 59-Year-Old Woman with Extensive Deep Vein Thrombosis and Pulmonary Thromboembolism 7 Days Following a First Dose of the Pfizer-BioNTech BNT162b2 mRNA COVID-19 Vaccine <>
SYMPTOM_TEXT 2591529 Regulatory Authority <> TW-TFDA-TVS-1120000144
SYMPTOM_TEXT 2571920 Regulatory Authority <> IBSAC-2023-34925
SYMPTOM_TEXT 2594921 for the source(s <>
SYMPTOM_TEXT 2312750 Jewish to USMI <>
SYMPTOM_TEXT 2598868 <> as TW-TFDA-TVS-1120000149
SYMPTOM_TEXT 2280483 Abbvie <> Company
SYMPTOM_TEXT 1492511 PMDA <> RA
SYMPTOM_TEXT 2126381 159558 <>
SYMPTOM_TEXT 2258139 005570 <>
SYMPTOM_TEXT 2286619 159558 <>
SYMPTOM_TEXT 2265710 005570 <>
SYMPTOM_TEXT 2275316 005570 <>
SYMPTOM_TEXT 2596609 <> concerned a 21 year old female of an unspecified race and ethnic origin
SYMPTOM_TEXT 2357832 has 10/14/1930 <>
SYMPTOM_TEXT 2357830 10/14/1930 <>
SYMPTOM_TEXT 2593414 the following literature source(s <>
SYMPTOM_TEXT 1533593 Primary care <> a contact
SYMPTOM_TEXT 2266855 005570 <>
SYMPTOM_TEXT 1763401 LITERATURE REFERENCE Myocarditis after COVID-19 mRNA vaccines QJM 2021 <>
SYMPTOM_TEXT 2598291 46-year-old <> ZA-SAHPRA-20230208160706 46 year old
SYMPTOM_TEXT 2598846 Food and Drug Administration RA PH-RA-300161885 <> PH-PHFDA-300161885
SYMPTOM_TEXT 2598059 RA 2006;37:2499 2011;42:2515 2012;43:1354 2013 80:1950 2014;83:2023 2021;128:1323 <>
SYMPTOM_TEXT 2275356 PAXAES <>
SYMPTOM_TEXT 1044331 VA <> hospital
SYMPTOM_TEXT 2598869 <> as TW-TFDA-TVS-1120000159
SYMPTOM_TEXT 1479906 COVID-19 Vaccine Adverse Event Reporting System COVAES and from <>
SYMPTOM_TEXT 1579913 Pfizer <> a
SYMPTOM_TEXT 1479878 COVAES nursing home/senior <> a residential/senior
SYMPTOM_TEXT 1479881 COVID-19 Adverse Event Self-Reporting Solution COVAES <> regulatory
SYMPTOM_TEXT 2265645 AbbVie <> RA
SYMPTOM_TEXT 2090475 159558 <>
SYMPTOM_TEXT 1269544 COVAX US <>
SYMPTOM_TEXT 2268555 005570 <>
SYMPTOM_TEXT 1654269 COVAES <> online
SYMPTOM_TEXT 2591272 Regulatory Authority <> TW-TFDA-TVS-1120000129
SYMPTOM_TEXT 2598870 <> as TW-TFDA-TVS-1120000169
SYMPTOM_TEXT 1694535 9/5 <> 9/2021
SYMPTOM_TEXT 1485747 COVAES <>
SYMPTOM_TEXT 2259737 005570 <>
SYMPTOM_TEXT 2130486 159558 <>
SYMPTOM_TEXT 2266859 005570 <>
SYMPTOM_TEXT 2598062 RA <> Cardiac failure Dyspnoea Interstitial pneumonia Pleural effusion Pyrexia Respiratory
SYMPTOM_TEXT 2387168 005570 <>
SYMPTOM_TEXT 2313819 Quaque Hora Somni(QHS International unit(IU QAM Meijer failure COVID-19 <> unit IU failure/COVID-19
SYMPTOM_TEXT 2597934 <> Anal pain Back Blood in urine Frequent bowel movements Infrequent Loose stools Menstrual cycle shortened irregularity Menstruation delayed increased Nausea Pain thigh menstrual Painful urination Pelvic Stools hard Tiredness Weakness generalized to 20230331370 20230331374 20230331380 20230331381 and 20230331353
SYMPTOM_TEXT 2287477 Patient ethnicity reported as Caucasian <>
SYMPTOM_TEXT 1630507 university <>
SYMPTOM_TEXT 2592978 <> via v2210003919
SYMPTOM_TEXT 1915663 white and non-Hispanic or Latino <>
SYMPTOM_TEXT 2593415 for the following source(s <>
SYMPTOM_TEXT 2578452 PH-RA-300161851 <> PH-PHFDA-300161851
SYMPTOM_TEXT 2591271 Regulatory Authority <> TW-TFDA-TVS-1120000124
SYMPTOM_TEXT 2277491 003110 <>
SYMPTOM_TEXT 1427545 COVAES <> the RA
SYMPTOM_TEXT 2387166 005570 <>
SYMPTOM_TEXT 2387682 005570 <>
SYMPTOM_TEXT 2484969 Private <>
SYMPTOM_TEXT 2259735 100k per year <>
SYMPTOM_TEXT 2273135 AbbVie <> Company
SYMPTOM_TEXT 2237872 EST <>
SYMPTOM_TEXT 2294269 005570 <>
SYMPTOM_TEXT 1961652 159558 Central Time <>
SYMPTOM_TEXT 1409053 COVAES Pharmaceuticals Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1648407 COVAX US <>
SYMPTOM_TEXT 1680691 Israeli Ministry of Health Department Risk Management <> regulatory authority
SYMPTOM_TEXT 1680690 Ministry of Health Department Risk Management <> regulatory authority
SYMPTOM_TEXT 2108208 DSU LAB-1451-4.0 LAB-1457-7.0 PI <>
SYMPTOM_TEXT 2270666 AbbVie <> Company
SYMPTOM_TEXT 2280503 003110 <>
SYMPTOM_TEXT 1370635 Covax US <>
SYMPTOM_TEXT 1680671 Ministry of Health <> regulatory authority
SYMPTOM_TEXT 1680681 Ministry of Health <> Follow-up 24Sep2021 follow-up being submitted to notify that batch number not available despite attempts made have been completed and no further information expected
SYMPTOM_TEXT 2125977 Medicare <> insurance
SYMPTOM_TEXT 1627904 811 <> EMS
SYMPTOM_TEXT 2593384 Program ID for the following source(s <>
SYMPTOM_TEXT 2126231 005570 <>
SYMPTOM_TEXT 1978680 9838 <>
SYMPTOM_TEXT 4/12 columns 100/123 rows
SYMPTOM_TEXT 1632175 eXel for XELJANZ <>
SYMPTOM_TEXT 2130542 158559 <>
SYMPTOM_TEXT 2126342 005570 <>
SYMPTOM_TEXT 2301085 005570 <>
SYMPTOM_TEXT 1492432 COVID-19 Adverse Event Self-Reporting Solution <> Regulatory Authority
SYMPTOM_TEXT 1456175 privacy <>
SYMPTOM_TEXT 2630671 and 1 dose <>
SYMPTOM_TEXT 2130589 005570 <>
SYMPTOM_TEXT 2090515 159558 <>
SYMPTOM_TEXT 2090792 159558 <>
SYMPTOM_TEXT 2286656 005570 <>
SYMPTOM_TEXT 2583944 201097 <>
SYMPTOM_TEXT 2597955 LITERATURE REFERENCE <>
SYMPTOM_TEXT 1555665 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 2130347 159558 <>
SYMPTOM_TEXT 2265722 Galderma <> Company
SYMPTOM_TEXT 2275387 159558 <>
SYMPTOM_TEXT 1378577 Pfizer Consumer Service <>
SYMPTOM_TEXT 2301087 005570 <>
SYMPTOM_TEXT 2262961 for 38 dollar <>
SYMPTOM_TEXT 1938902 159558 <>
SYMPTOM_TEXT 1579794 Agency Night <> regulatory authority the room
SYMPTOM_TEXT 2090969 military <>
SYMPTOM_TEXT 2295891 172086 <>
3 VAX_DOSE_SERIES 1|UNK <> 1 [2251839, 2265645, 2270666]
VAX_DOSE_SERIES 1702292 UNK|1 <> 1
VAX_DOSE_SERIES 2564358 1|3|UNK <> 1|3
2 VAX_DOSE_SERIES 2|UNK <> 2 [2265712, 2265739]
VAX_DOSE_SERIES 2594901 UNK|2 <> 2
2 VAX_DOSE_SERIES 3|UNK <> 3 [2262996, 2280483]
2 VAX_DOSE_SERIES UNK|UNK <> UNK [2265698, 2574943]
VAX_DOSE_SERIES 2591279 UNK|UNK|UNK|UNK <> UNK|UNK
VAX_LOT 10 cells of trivial non-letter differences ignored
VAX_LOT 2270666 |1139174 <> []
VAX_LOT 2251839 |1159438 <> []
VAX_LOT 2629739 [] <> GL0476
VAX_LOT 2574943 Unknown|Unknown <> Unknown
VAX_MANU 2564358 Pfizer-BionT|Moderna|Unknown <> Pfizer-BionT|Moderna
8 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [2251839, 2262996, 2265645, 2265712, 2265739, 2270666, 2280483, 2574943]
3 VAX_MANU Unknown|Pfizer-BionT <> Pfizer-BionT [1702292, 2265698, 2594901]
VAX_MANU 2591279 Unknown|Unknown|Unknown|Unknown <> Unknown|Unknown
VAX_NAME 2564358 Moderna|Not Specified NO BRAND NAME <> Moderna
8 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [2251839, 2262996, 2265645, 2265712, 2265739, 2270666, 2280483, 2574943]
VAX_NAME 2591279 NAME|Not Specified NO BRAND <>
3 VAX_NAME Not Specified NO BRAND NAME|C19 <> C19 [1702292, 2265698, 2594901]
VAX_ROUTE 4 cells of trivial non-letter differences ignored
7 VAX_ROUTE OT|OT <> OT [2251839, 2265645, 2265712, 2265739, 2270666, 2280483, 2574943]
VAX_ROUTE 2564358 OT|OT|OT <> OT|OT
VAX_ROUTE 2591279 |||OT <> |
VAX_SITE 13 cells of trivial non-letter differences ignored
VAX_TYPE 2564358 COVID19|COVID19|UNK <> COVID19|COVID19
VAX_TYPE 2591279 COVID19|FLUX|UNK|UNK <> COVID19|FLUX
8 VAX_TYPE COVID19|UNK <> COVID19 [2251839, 2262996, 2265645, 2265712, 2265739, 2270666, 2280483, 2574943]
3 VAX_TYPE UNK|COVID19 <> COVID19 [1702292, 2265698, 2594901]
symptom_entries 1328464 _|_Abnormal weight gain_|_Investigation_|_ <>
symptom_entries 1331622 _|_Haemorrhage_|_ <>
symptom_entries 1340012 _|_Administration site pain_|_ <>
symptom_entries 1339202 _|_Drug ineffective_|_ <>
symptom_entries 1340512 _|_Feeling abnormal_|_ <>
symptom_entries 1331942 _|_Overdose_|_ <>
symptom_entries 1328099 _|_Asthenia_|_Azotaemia_|_Investigation_|_Nausea_|_Vomiting_|_ <>
symptom_entries 1338287 _|_Hypertension_|_ <>
symptom_entries 1349532 _|_Fear of death_|_Incorrect dosage administered_|_Toxicity to various agents_|_Vaccination complication_|_ <>
symptom_entries 1329337 _|_Exposure to SARS-CoV-2_|_ <>
symptom_entries 1339207 _|_Headache_|_Pyrexia_|_ <>
symptom_entries 1348688 _|_Norovirus infection_|_Viral diarrhoea_|_ <>
symptom_entries 1339449 _|_Pain in extremity_|_ <>
symptom_entries 1339518 _|_Headache_|_ <>
symptom_entries 1332803 _|_Device connection issue_|_ <>
symptom_entries 1328875 _|_Inappropriate schedule of product administration_|_SARS-CoV-2 test_|_ <>
symptom_entries 1331916 _|_Drug ineffective_|_ <>
2 symptom_entries _|_Drug ineffective_|_ <> [1338240, 1348794]
symptom_entries 1339213 _|_Drug ineffective_|_ <>
symptom_entries 1332156 _|_Exposure to SARS-CoV-2_|_Infection_|_ <>
symptom_entries 1344801 _|_Drug ineffective_|_ <>
symptom_entries 1339417 _|_Magnetic resonance imaging head_|_ <>
symptom_entries 1332130 _|_Vaccination failure_|_ <>
symptom_entries 1331954 _|_Injection site haematoma_|_Off label use_|_ <>
symptom_entries 1331698 _|_Off label use_|_ <>
symptom_entries 1328317 _|_Postmenopausal haemorrhage_|_ <>
symptom_entries 1348920 _|_Overdose_|_ <>
12 columns altered
29212 modified reports on 2023-05-19
Writing ... vaers_changes/2023-05-19_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 123, 'symptom_entries': 28, 'OTHER_MEDS': 14, 'VAX_DOSE_SERIES': 13, 'VAX_NAME': 13, 'VAX_MANU': 13, 'VAX_TYPE': 13, 'VAX_ROUTE': 9, 'VAX_LOT': 4, 'LAB_DATA': 1, 'DIED': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'HISTORY': 0, 'STATE': 0, 'CAGE_YR': 0, 'SPLTTYPE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
91 delayed/late/gapfill
742 deleted
0 restored
28 cell edits trivial not printed
232 cell edits significant
3 cells emptied entirely
123 writeups changed
All time
542125 delayed/late/gapfill
29802 deleted
13 restored
29372068 cell edits trivial not printed
29383 cell edits significant
1475666 cells emptied entirely
6949 writeups changed
29440 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2633915, 2633916, 2633917, 2633924, 2633928, 2633930, 2633938, 2633941]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-05-26
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-05-26_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2637081
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2635881
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2637051
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2637036
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2637081
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2635881
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2637051
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2637036
4638 exact duplicates dropped in concatenated files, now 1978989 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2637081
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2635881
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2637051
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2637036
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1679883 reports to work with (unique VAERS_IDs)
117876 dropped in df_data due to no covid VAX_TYPE involved in the report
147951 dropped in df_vax due to no covid VAX_TYPE involved in the report
145746 dropped in df_syms due to no covid VAX_TYPE involved in the report
1562007 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1623 SYMPTOM_TEXT field repeat sentences deduped in 265 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1643766 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1643766 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-05-26_VAERS_CONSOLIDATED.csv
Consolidation of 2023-05-26 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1562007 rows in df_vax_flat
Merging DATA into VAX flattened
1562007 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-05-26_VAERS_FLATTENED.csv
1562007 rows in vaers_flattened/2023-05-26_VAERS_FLATTENED.csv
Flattening of 2023-05-26 done
Using flat 2023-05-19 already in memory, 1559994 rows
Using flat 2023-05-26 already in memory, 1562007 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-05-19 already in memory
Comparing
2023-05-19 v. 2023-05-26
1562007 this drop total covid
1559994 previous total covid
1559560 identical set aside
2447 this drop to work with
434 previous to work with
2013 difference
2286 new in 2023-05-26
74 delayed this week
347 deleted this week kept
0 restored this week
Column value changes
AGE_YRS 1112584 48.0 <> 47.0
ALLERGIES 1453719 [] <> Haldol
CAGE_YR 1453719 [] <> 34.0
CUR_ILL 1453719 [] <> None
DISABLE 1453719 [] <> Y
ER_ED_VISIT 1453719 [] <> Y
HISTORY 1808100 angiogram-MGH florida MGH <> angiogram
HISTORY 1453719 Medical History/Concurrent Conditions: Cigarette smoker (I was also smoking a lot of marijuana prior) <> None
HISTORY 1414492 CMS/HCC <> HCC
HOSPDAYS 2137204 [] <> 3.0
HOSPITAL 2137204 [] <> Y
LAB_DATA 1476997 JCS <> CS
LAB_DATA 1453719 Test Date 2021 Test Name Blood test Result Unstructured Data Test Result:N/A Test Date 2021 Test Name EKG Result Unstructured Data Test Result:N/A <> In May I had MRI's done for my heart Cardiac MRI Cervical Lumbar Brain Thorasic MRI's done With bloodwork EKG Neurological test and Echocardiogram test All the test came out negative
NUMDAYS 1453719 [] <> 21.0
ONSET_DATE 1 cell of trivial non-letter differences ignored
OTHER_MEDS 1755474 Pfizer, Inc. EUA 027034 <> []
OTHER_MEDS 2295825 [] <> HUMIRA
OTHER_MEDS 1453719 [] <> No
OTHER_MEDS 2320144 <> HUMIRA
OTHER_MEDS 2633883 <> PAXLOVID
RECOVD 1453719 U <> N
RECVDATE 1 cell of trivial non-letter differences ignored
SPLTTYPE 1453719 USPFIZER INC2021693836 <> []
SYMPTOM_TEXT 2294145 005570 <>
SYMPTOM_TEXT 1737537 Moberly OSH <> hospital other Other
SYMPTOM_TEXT 2603285 JP-RA-2023TJP003701 <> JP-TAKEDA-2023TJP003701
SYMPTOM_TEXT 1112584 OHS <> Facility
SYMPTOM_TEXT 1476997 JCS:1-1 <> CS:1-1
SYMPTOM_TEXT 2633323 from the United States <>
SYMPTOM_TEXT 1808100 MGH at <>
SYMPTOM_TEXT 1630552 helper/maid priest <> helper spiritual advisor
SYMPTOM_TEXT 1390459 Pfizer <>
SYMPTOM_TEXT 1477334 COVID-19 Adverse Event Self-Reporting Solution COVAES <> the regulatory authority
SYMPTOM_TEXT 1380358 Pfizer <>
SYMPTOM_TEXT 2524775 TW-RA-TVS-1110005483 TW-RA-2022FOS005112 <> TW-TFDA-TVS-1110005483 TW-Fosun-2022FOS005112
SYMPTOM_TEXT 1500174 COVID-19 Adverse Event Self-Reporting Solution <> Regulatory Authority
SYMPTOM_TEXT 1479847 Pfizer <>
SYMPTOM_TEXT 1743178 Pharmaceuticals and <>
SYMPTOM_TEXT 2602708 TW-RA-TVS-1120000174 <> TW-TFDA-TVS-1120000174
SYMPTOM_TEXT 2175854 159558 <>
SYMPTOM_TEXT 2526311 C-VIPER On 01-SEP-2022 <>
SYMPTOM_TEXT 1404927 Pfizer <>
SYMPTOM_TEXT 1664961 RSI <> index
SYMPTOM_TEXT 2175855 159558 <>
SYMPTOM_TEXT 2301155 003110 <>
SYMPTOM_TEXT 2524772 TW-RA-2022FOS005107 TW-RA-TVS-1110005458 <> TW-Fosun-022FOS005107 TW-TFDA-TVS-1110005458
SYMPTOM_TEXT 1336520 CVS <> pharmacy
SYMPTOM_TEXT 2175726 159558 <>
SYMPTOM_TEXT 1414492 Caucasian <>
SYMPTOM_TEXT 2524777 TW-RA-TVS-1110005438 TW-RA-2022FOS005132 <> TW-TFDA-TVS-1110005438 TW-Fosun-2022FOS005132
SYMPTOM_TEXT 1625633 Pharmaceuticals <> the RA
SYMPTOM_TEXT 1476983 COVID-19 <> the
SYMPTOM_TEXT 1586299 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority
SYMPTOM_TEXT 1469154 Pfizer <>
SYMPTOM_TEXT 1530260 COVID-19 Adverse Event Self-Reporting Solution Pfizer <> regulatory authority
SYMPTOM_TEXT 2603286 Regulatory Authority RA JP-RA-2023TJP003699 <> Takeda JP-TAKEDA-2023TJP003699 Takeda's
SYMPTOM_TEXT 1638799 Pfizer for BNT162B2 <> company
SYMPTOM_TEXT 1538943 Pharmaceuticals <> regulatory authority
SYMPTOM_TEXT 2191386 159558 <>
SYMPTOM_TEXT 2294274 005570 <>
SYMPTOM_TEXT 1400990 PRD/SRD MedDRA <>
SYMPTOM_TEXT 1668960 PRIVACY Due to this point <>
SYMPTOM_TEXT 2601949 for following source(s <>
SYMPTOM_TEXT 2175725 159558 <>
SYMPTOM_TEXT 1547044 medical <>
SYMPTOM_TEXT 2176832 005570 <>
SYMPTOM_TEXT 2108806 005570 <>
SYMPTOM_TEXT 2602623 RA <>
SYMPTOM_TEXT 2294174 005570 <>
SYMPTOM_TEXT 2601930 for the following source(s <>
SYMPTOM_TEXT 2126882 PSCC DSU USMI's <> RA
SYMPTOM_TEXT 1546898 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1514032 general flagship <>
SYMPTOM_TEXT 2127163 159558 <>
SYMPTOM_TEXT 1453719 rhythm of beat changes Giving me medications for anti-inflammatories right now Neurological problems Heart has been rapid beating Some arm then numbness Burning This is a spontaneous report received from contactable consumer A 34-year-old male patient BNT162B2 solution injection Batch/Lot Number EN0158 via intramuscular administered Arm Right on 07Apr2021 age as dose 2 single covid-19 immunisation Medical history included tobacco user was smoking lot marijuana prior The patient's concomitant were reported did receive any other vaccines within four vaccination previously took EN6208 unspecified route administration 17Mar2021 1 On an unknown date 2021 experienced his doctor gave him had some Reporter stated that he month receiving vaccine it Caller states seen few people same side effects experiencing place since first little but went away two three days noticed heartbeat different never issues past or before go see they are giving Yeah aspirin another drug called Colchicine eating junk food stopped like ago because which almost So didn't till later that's just there's you know It could mean stuff issue so must effect do thought underwent lab tests procedures blood test n/a electrocardiogram Therapeutic measures taken result events colchicine outcome Follow-up attempts completed No further information expected <> 3 covid shot beats palpitations As progressed changed chest senstations throughout Leg legs arms hands months head headaches wasn't able swallow times mouth would dry fog hard focus dissy if turned focused Almost 6 I'm still recovered Weird througout
SYMPTOM_TEXT 1359603 Escalation <> a
TODAYS_DATE 1 cell of trivial non-letter differences ignored
VAX_DOSE_SERIES 1729595 1|UNK <> 1
VAX_DOSE_SERIES 1441387 UNK|1 <> 1
VAX_DOSE_SERIES 2633883 1|2|3|UNK <> 1|2|3
VAX_DOSE_SERIES 1453719 2 <> 2|1
VAX_DOSE_SERIES 2295825 2|3|UNK <> 2|3
2 VAX_DOSE_SERIES UNK|UNK <> UNK [1724824, 2320144]
VAX_LOT 6 cells of trivial non-letter differences ignored
VAX_LOT 1453719 EN0158 <> 0158|6208
VAX_MANU 2633883 Janssen|Moderna|Moderna|Unknown <> Janssen|Moderna|Moderna
VAX_MANU 2320144 Moderna|Unknown <> Moderna
VAX_MANU 1453719 Pfizer-BionT <> Pfizer-BionT|Pfizer-BionT
2 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1724824, 1729595]
VAX_MANU 1441387 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_MANU 2295825 Unknown|Pfizer-BionT|Unknown <> Unknown|Pfizer-BionT
VAX_NAME 2633883 Moderna|Not Specified NO BRAND NAME <> Moderna
VAX_NAME 2320144 C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna
VAX_NAME 1453719 C19 Pfizer-BionT <> C19 Pfizer-BionT|C19 Pfizer-BionT
2 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1724824, 1729595]
VAX_NAME 2295825 Pfizer-BionT|Not Specified NO BRAND NAME <> Pfizer-BionT
VAX_NAME 1441387 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 1441387 OT| <> []
VAX_ROUTE 1729595 |OT <> []
2 VAX_ROUTE OT|OT <> OT [1724824, 2320144]
VAX_ROUTE 1453719 OT <> SYR|SYR
VAX_ROUTE 2295825 |OT|OT <> |OT
VAX_SITE 6 cells of trivial non-letter differences ignored
VAX_SITE 1453719 RA <> RA|RA
VAX_TYPE 1453719 COVID19 <> COVID19|COVID19
VAX_TYPE 2633883 COVID19|COVID19|COVID19|UNK <> COVID19|COVID19|COVID19
VAX_TYPE 2295825 COVID19|COVID19|UNK <> COVID19|COVID19
3 VAX_TYPE COVID19|UNK <> COVID19 [1724824, 1729595, 2320144]
VAX_TYPE 1441387 UNK|COVID19 <> COVID19
V_ADMINBY 1453719 UNK <> SCH
symptom_entries 1355478 _|_Abdominal pain upper_|_Nausea_|_ <>
symptom_entries 1359634 _|_Lymphadenopathy_|_Paraesthesia_|_ <>
symptom_entries 1453719 _|_Arrhythmia_|_Blood test_|_Cardiac disorder_|_Electrocardiogram_|_Heart rate increased_|_Nervous system disorder_|_ <> _|_Blood test normal_|_Cardiac imaging procedure normal_|_Chest pain_|_Disturbance in attention_|_Dizziness_|_Dry mouth_|_Dysphagia_|_Echocardiogram normal_|_Electrocardiogram normal_|_Feeling abnormal_|_Headache_|_Heart rate abnormal_|_Magnetic resonance imaging head normal_|_Magnetic resonance imaging heart_|_Magnetic resonance imaging spinal normal_|_Neurological examination normal_|_Pain_|_Palpitations_|_
symptom_entries 1360340 _|_Suspected COVID-19_|_ <>
symptom_entries 1356132 _|_Off label use_|_ <>
symptom_entries 1350203 _|_Headache_|_ <>
symptom_entries 1359639 _|_Thrombosis_|_ <>
symptom_entries 1363067 _|_Maternal exposure timing unspecified_|_ <>
symptom_entries 1359757 _|_Blood pressure decreased_|_Blood pressure measurement_|_Body temperature_|_ <>
symptom_entries 1356694 _|_Blood pressure measurement_|_Cough_|_Heart rate_|_Productive cough_|_ <>
symptom_entries 1356755 _|_Hypoaesthesia_|_Nystagmus_|_ <>
symptom_entries 1359766 _|_Blood pressure measurement_|_Dyspnoea_|_ <>
symptom_entries 1352260 _|_Thrombosis_|_ <>
symptom_entries 1348700 _|_Respiratory distress_|_ <>
symptom_entries 1363191 _|_Pain in extremity_|_ <>
symptom_entries 1360507 _|_Inappropriate schedule of product administration_|_ <>
symptom_entries 1359129 _|_Lip neoplasm_|_ <>
symptom_entries 1364211 _|_Condition aggravated_|_ <>
symptom_entries 1366969 _|_Expired product administered_|_ <>
symptom_entries 1364233 _|_Off label use_|_ <>
symptom_entries 1355673 _|_Off label use_|_ <>
symptom_entries 1352379 _|_Pregnancy after post coital contraception_|_ <>
symptom_entries 1363644 _|_Vaccination site erythema_|_ <>
symptom_entries 1359462 _|_Off label use_|_ <>
symptom_entries 1359567 _|_Off label use_|_ <>
symptom_entries 1367255 _|_Vaccination site reaction_|_ <>
symptom_entries 1352341 _|_Status epilepticus_|_ <>
27 columns altered
29876 modified reports on 2023-05-26
Writing ... vaers_changes/2023-05-26_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 53, 'symptom_entries': 27, 'VAX_DOSE_SERIES': 7, 'VAX_NAME': 7, 'VAX_MANU': 7, 'VAX_TYPE': 7, 'VAX_ROUTE': 6, 'OTHER_MEDS': 5, 'HISTORY': 3, 'LAB_DATA': 2, 'NUMDAYS': 1, 'HOSPITAL': 1, 'V_ADMINBY': 1, 'DISABLE': 1, 'VAX_LOT': 1, 'VAX_SITE': 1, 'AGE_YRS': 1, 'CAGE_YR': 1, 'SPLTTYPE': 1, 'HOSPDAYS': 1, 'ER_ED_VISIT': 1, 'ALLERGIES': 1, 'CUR_ILL': 1, 'RECOVD': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'RECVDATE': 0, 'V_FUNDBY': 0, 'BIRTH_DEFECT': 0, 'STATE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'SEX': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'X_STAY': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'FORM_VERS': 0}
This week
74 delayed/late/gapfill
347 deleted
0 restored
16 cell edits trivial not printed
138 cell edits significant
4 cells emptied entirely
53 writeups changed
All time
542199 delayed/late/gapfill
30149 deleted
13 restored
29372084 cell edits trivial not printed
29521 cell edits significant
1475670 cells emptied entirely
7002 writeups changed
29380 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2637070, 2637073, 2637074, 2637075, 2637076, 2637078, 2637079, 2637080]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-06-02
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-06-02_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2640029
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2638879
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2640043
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2639995
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2640029
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2638879
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2640043
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2639995
4657 exact duplicates dropped in concatenated files, now 1982013 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2640029
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2638879
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2640043
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2639995
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1682437 reports to work with (unique VAERS_IDs)
118487 dropped in df_data due to no covid VAX_TYPE involved in the report
148778 dropped in df_vax due to no covid VAX_TYPE involved in the report
146524 dropped in df_syms due to no covid VAX_TYPE involved in the report
1563950 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1297 SYMPTOM_TEXT field repeat sentences deduped in 177 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1645963 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1645963 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-06-02_VAERS_CONSOLIDATED.csv
Consolidation of 2023-06-02 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1563950 rows in df_vax_flat
Merging DATA into VAX flattened
1563950 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-06-02_VAERS_FLATTENED.csv
1563950 rows in vaers_flattened/2023-06-02_VAERS_FLATTENED.csv
Flattening of 2023-06-02 done
Using flat 2023-05-26 already in memory, 1562007 rows
Using flat 2023-06-02 already in memory, 1563950 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-05-26 already in memory
Comparing
2023-05-26 v. 2023-06-02
1563950 this drop total covid
1562007 previous total covid
1561757 identical set aside
2193 this drop to work with
250 previous to work with
1943 difference
2124 new in 2023-06-02
7 delayed this week
188 deleted this week kept
0 restored this week
Column value changes
DATEDIED 1 cell of trivial non-letter differences ignored
DIED 2636755 [] <> Y
HISTORY 1536436 CMS-HCC Care Everywhere <> record
LAB_DATA 2585516 1/24/22 I had my shot that afternoon. I ... ~252 more <> []
OTHER_MEDS 2538086 [] <> AVASTIN [BEVACIZUMAB]; TECENTRIQ
2 OTHER_MEDS [] <> HUMIRA [2311353, 2318413]
OTHER_MEDS 2539654 <> OCREVUS
SEX 1775536 M <> F
3 SPLTTYPE [] <> vsafe [2629831, 2629870, 2636262]
SYMPTOM_TEXT 2493818 LITERATURE REFERENCE Computerized mRNA episcleritis-1273 1273 prior to the results ANCA which improved his polyarthralgia <> Computerised episcleritis(AESI AESI
SYMPTOM_TEXT 1517409 COVID-19 Adverse Event Self-Reporting Solution and also via Medical Devices Agency <> the regulatory authority
SYMPTOM_TEXT 1527790 COVID-19 Adverse Event <> the
SYMPTOM_TEXT 1590095 to Takeda <>
SYMPTOM_TEXT 2466571 005570 <>
SYMPTOM_TEXT 2466570 005570 <>
SYMPTOM_TEXT 1590084 MAH <> RA
SYMPTOM_TEXT 2295939 005570 <>
SYMPTOM_TEXT 2306515 005570 <>
SYMPTOM_TEXT 2312589 Advocate <> a Facility
SYMPTOM_TEXT 2469489 003110 <>
SYMPTOM_TEXT 2308085 005570 <>
SYMPTOM_TEXT 2273188 05570 <>
SYMPTOM_TEXT 1747187 Pharmaceuticals and <>
SYMPTOM_TEXT 1630540 Pharmaceuticals PMDA <> the RA
SYMPTOM_TEXT 1590091 Takeda Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 2585516 None stated <> 1/24/22 I had my shot that afternoon I had severe arm pain in my upper left arm immediately Later it became swollen red and it was a hard knot My fever went up to 101 for one day I felt nauseated and had a headache The main symptoms lasted a few days and my arm hurt for around 5 days
SYMPTOM_TEXT 1700509 Flaget <>
SYMPTOM_TEXT 1414299 OSDH GSP Health <> DH clinic
SYMPTOM_TEXT 1511187 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
SYMPTOM_TEXT 1345205 Pfizer <>
SYMPTOM_TEXT 2605427 LITERATURE REFERENCE <>
SYMPTOM_TEXT 2462756 005570 <>
SYMPTOM_TEXT 2461629 005570 <>
SYMPTOM_TEXT 1359776 COVID-19 Adverse Event Self-Reporting Solution <> the regulatory authority
SYMPTOM_TEXT 2425988 PH-RA-30015445 <> Seizures UID PH-PHFDA-30015445
SYMPTOM_TEXT 2237284 Glomerular Disease in Temporal Association with SARS-CoV-2 Vaccination A Series of 29 Cases Kidney360 2 1770-1780 white <>
SYMPTOM_TEXT 2529206 PFIZER <> JP-PFIZER
SYMPTOM_TEXT 2605436 RA <>
SYMPTOM_TEXT 2308080 005570 20,000 dollar over 12,000.00 <> very expensive lots money
SYMPTOM_TEXT 2222654 005570 <>
SYMPTOM_TEXT 1961641 002191 <>
SYMPTOM_TEXT 1367058 COVAX US SUPPORT <>
SYMPTOM_TEXT 2300977 005570 <>
SYMPTOM_TEXT 2533513 PFIZER <> JP-PFIZER
SYMPTOM_TEXT 2061917 159558 <>
SYMPTOM_TEXT 2301147 159558 <>
SYMPTOM_TEXT 1517332 Pfizer <>
SYMPTOM_TEXT 2533511 PFIZER <> JP-PFIZER
SYMPTOM_TEXT 2295885 172086 <>
VAX_DOSE_SERIES 2318413 1|UNK <> 1
VAX_DOSE_SERIES 1772704 2|UNK <> 2
VAX_DOSE_SERIES 1592960 UNK|2 <> 2
VAX_DOSE_SERIES 2538086 4|UNK <> 4
2 VAX_DOSE_SERIES UNK|UNK <> UNK [2311353, 2539654]
VAX_LOT 4 cells of trivial non-letter differences ignored
VAX_LOT 1772704 |Unknown <> []
VAX_LOT 2539654 Unknown|Unknown <> Unknown
VAX_MANU 2318413 Moderna|Unknown <> Moderna
4 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1772704, 2311353, 2538086, 2539654]
VAX_MANU 1592960 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 2318413 C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna
4 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1772704, 2311353, 2538086, 2539654]
VAX_NAME 1592960 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 1 cell of trivial non-letter differences ignored
VAX_ROUTE 1772704 |OT <> []
4 VAX_ROUTE OT|OT <> OT [2311353, 2318413, 2538086, 2539654]
VAX_SITE 6 cells of trivial non-letter differences ignored
5 VAX_TYPE COVID19|UNK <> COVID19 [1772704, 2311353, 2318413, 2538086, 2539654]
VAX_TYPE 1592960 UNK|COVID19 <> COVID19
symptom_entries 1373881 _|_Menopause_|_ <>
symptom_entries 1375837 _|_Groin pain_|_ <>
symptom_entries 1372733 _|_Diphtheria_|_ <>
symptom_entries 1366936 _|_Blood pressure abnormal_|_Blood test_|_Nervousness_|_ <>
symptom_entries 1373860 _|_Neoplasm progression_|_ <>
symptom_entries 1367688 _|_COVID-19_|_Drug ineffective_|_ <>
symptom_entries 1375886 _|_COVID-19_|_ <>
symptom_entries 1375876 _|_Off label use_|_ <>
symptom_entries 1375784 _|_Lymphadenopathy_|_ <>
symptom_entries 1373459 _|_Monoparesis_|_ <>
16 columns altered
30198 modified reports on 2023-06-02
Writing ... vaers_changes/2023-06-02_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 40, 'symptom_entries': 10, 'VAX_DOSE_SERIES': 6, 'VAX_NAME': 6, 'VAX_MANU': 6, 'VAX_TYPE': 6, 'VAX_ROUTE': 5, 'OTHER_MEDS': 4, 'SPLTTYPE': 3, 'VAX_LOT': 2, 'LAB_DATA': 1, 'HISTORY': 1, 'DIED': 1, 'SEX': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'STATE': 0, 'CAGE_YR': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
7 delayed/late/gapfill
188 deleted
0 restored
12 cell edits trivial not printed
92 cell edits significant
3 cells emptied entirely
40 writeups changed
All time
542206 delayed/late/gapfill
30337 deleted
13 restored
29372096 cell edits trivial not printed
29613 cell edits significant
1475673 cells emptied entirely
7042 writeups changed
29552 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2640033, 2640034, 2640035, 2640036, 2640037, 2640038, 2640039, 2640040]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-06-09
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-06-09_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2643237
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2642627
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2643241
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2643212
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2643237
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2642627
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2643241
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2643212
4663 exact duplicates dropped in concatenated files, now 1984812 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2643237
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2642627
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2643241
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2643212
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1684876 reports to work with (unique VAERS_IDs)
119038 dropped in df_data due to no covid VAX_TYPE involved in the report
149530 dropped in df_vax due to no covid VAX_TYPE involved in the report
147221 dropped in df_syms due to no covid VAX_TYPE involved in the report
1565838 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1073 SYMPTOM_TEXT field repeat sentences deduped in 180 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1648010 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1648010 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-06-09_VAERS_CONSOLIDATED.csv
Consolidation of 2023-06-09 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1565838 rows in df_vax_flat
Merging DATA into VAX flattened
1565838 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-06-09_VAERS_FLATTENED.csv
1565838 rows in vaers_flattened/2023-06-09_VAERS_FLATTENED.csv
Flattening of 2023-06-09 done
Using flat 2023-06-02 already in memory, 1563950 rows
Using flat 2023-06-09 already in memory, 1565838 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-06-02 already in memory
Comparing
2023-06-02 v. 2023-06-09
1565838 this drop total covid
1563950 previous total covid
1563651 identical set aside
2187 this drop to work with
299 previous to work with
1888 difference
2056 new in 2023-06-09
24 delayed this week
192 deleted this week kept
0 restored this week
Column value changes
CAGE_YR 2189072 48.0 <> 49.0
LAB_DATA 2261903 4/25/2022 I had a scratchy throat, very ... ~375 more <> []
LAB_DATA 1469090 Media <>
ONSET_DATE 1 cell of trivial non-letter differences ignored
5 OTHER_MEDS [] <> HUMIRA [2031110, 2318455, 2318477, 2318549, 2319995]
SEX 2248046 M <> F
SEX 2283120 F <> M
SPLTTYPE 2336030 vsafe <> []
SYMPTOM_TEXT 1 cell of trivial non-letter differences ignored
SYMPTOM_TEXT 2512966 1/27/2022 1/29/22 <> 1/27/2021 1/29/21
SYMPTOM_TEXT 2497041 the following literature source(s <>
SYMPTOM_TEXT 2200451 005570 <>
SYMPTOM_TEXT 1683926 COVAX US Support <>
SYMPTOM_TEXT 1733478 COVAES <>
SYMPTOM_TEXT 2313954 005570 <>
SYMPTOM_TEXT 2496927 PH-RA-300158394 RA <> PH-PHFDA-300158394
SYMPTOM_TEXT 2318549 Abbvie <> Company
SYMPTOM_TEXT 2313739 PGS <> Agency
SYMPTOM_TEXT 1539036 Pfizer <>
SYMPTOM_TEXT 1479951 Pfizer <>
SYMPTOM_TEXT 1469090 Self-Reporting Media <> regulatory authority
SYMPTOM_TEXT 1546966 Pfizer <>
SYMPTOM_TEXT 2318455 AbbVie from the USA <> Company
SYMPTOM_TEXT 1664683 Devices DA <> A
SYMPTOM_TEXT 1733431 COVID-19 Adverse Event Self-Reporting Solution <> Regulatory Authority
SYMPTOM_TEXT 2635465 HOSP-DOCTORS COMMUNITY HOSPITAL HOSP-HOLY CROSS HOSP <> HOSP-HOSPITAL HOSP-HOSP
SYMPTOM_TEXT 2243078 159558 <>
SYMPTOM_TEXT 2188918 005570 <>
SYMPTOM_TEXT 2320013 005570 <>
SYMPTOM_TEXT 2370021 AbbVie <> Company
SYMPTOM_TEXT 1481225 C-VIPER COVID 19 Vaccines Registryt number C00102 <>
SYMPTOM_TEXT 2495804 LITERATURE REFERENCE <>
SYMPTOM_TEXT 2261903 None stated <> 4/25/2022 I had a scratchy throat very congested coughing and felt miserable I did not have a fever I was very tired and fatigued I could feel the cough going into my chest which caused me to be seen I had a positive Home COVID test I went to the pharmacy and tested positive They called in a prescription of the Pfizer covid pill I took that for 5 days and I feel fine now but still positive for COVID
SYMPTOM_TEXT 2248098 Care One <>
SYMPTOM_TEXT 1024406 <> at DVT
SYMPTOM_TEXT 2427515 to Caretel <>
SYMPTOM_TEXT 2639072 Theola L Sharpe <> Patient
SYMPTOM_TEXT 1702237 Pharmaceutical Moderna pharmaceutical Moderna's adverse reaction reporting site <> the regulatory authority
SYMPTOM_TEXT 2308060 AbbVie <> Company
SYMPTOM_TEXT 2495966 Regulatory Authority RA PH-RA-300158245 48-year-old <> PH-PHFDA-300158245 48 year old
SYMPTOM_TEXT 1716178 COVAES <> the RA
SYMPTOM_TEXT 2175137 159558 <>
SYMPTOM_TEXT 2107474 159558 <>
SYMPTOM_TEXT 2107297 159558 <>
SYMPTOM_TEXT 2308141 from the USA <>
SYMPTOM_TEXT 1717397 COVAES <>
SYMPTOM_TEXT 2181863 159558 <>
SYMPTOM_TEXT 1360067 Adverse Event Self-Reporting Solution COVAES <> reporting system
SYMPTOM_TEXT 2188908 005570 <>
SYMPTOM_TEXT 2308053 state-withheld gQTS LOE FCI/SI/OffCI <> withheld
SYMPTOM_TEXT 1638616 COVAES <>
SYMPTOM_TEXT 1789612 TAKEDA <> the RA
SYMPTOM_TEXT 2118556 159558 <>
SYMPTOM_TEXT 2203483 005570 <>
SYMPTOM_TEXT 2057302 159558 <>
SYMPTOM_TEXT 1680675 Israeli Ministry of Health Department Risk Management <> regulatory authority
SYMPTOM_TEXT 1664710 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1703767 eXel <>
SYMPTOM_TEXT 2306517 005570 <>
SYMPTOM_TEXT 2237746 005570 <>
SYMPTOM_TEXT 2320011 159558 <>
SYMPTOM_TEXT 2107395 003110 <>
SYMPTOM_TEXT 2237751 159558 <>
SYMPTOM_TEXT 2320033 005570 <>
SYMPTOM_TEXT 2261645 159558 <>
SYMPTOM_TEXT 1685941 clinic/veterans administration <> clinic/administration
SYMPTOM_TEXT 2237617 005570 <>
SYMPTOM_TEXT 1688635 PRD/SRD <>
SYMPTOM_TEXT 2311369 005570 <>
SYMPTOM_TEXT 2356659 Genentech <> Agency
SYMPTOM_TEXT 2191412 159558 <>
SYMPTOM_TEXT 1941957 159558 <>
SYMPTOM_TEXT 2175887 159558 <>
SYMPTOM_TEXT 2466536 005570 <>
SYMPTOM_TEXT 2466568 005570 <>
SYMPTOM_TEXT 1724893 COVID-19 <> the
VAX_DATE 1 cell of trivial non-letter differences ignored
2 VAX_DOSE_SERIES UNK|1 <> 1 [1642525, 2031110]
2 VAX_DOSE_SERIES 2|UNK <> 2 [1667974, 1789671]
2 VAX_DOSE_SERIES 3|UNK <> 3 [2318455, 2319995]
2 VAX_DOSE_SERIES UNK|UNK <> UNK [1486553, 2318549]
VAX_LOT 4 cells of trivial non-letter differences ignored
VAX_LOT 1486553 |1128883 <> []
VAX_LOT 2318549 |1160991 <> []
VAX_LOT 1789671 |Unknown <> []
VAX_LOT 1667974 Unknown|Unknown <> Unknown
VAX_MANU 1486553 Moderna|Unknown <> Moderna
5 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1667974, 1789671, 2318455, 2318549, 2319995]
VAX_MANU 2031110 Unknown|Janssen <> Janssen
VAX_MANU 1642525 Unknown|Pfizer-BionT <> Pfizer-BionT
VAX_NAME 1486553 C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna
5 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1667974, 1789671, 2318455, 2318549, 2319995]
VAX_NAME 2308060 NO BRAND NAME <> OTHER
VAX_NAME 2031110 Not Specified NO BRAND NAME|C19 <> C19
VAX_NAME 1642525 Not Specified NO BRAND NAME|C19 <> C19
VAX_ROUTE 2 cells of trivial non-letter differences ignored
6 VAX_ROUTE OT|OT <> OT [1486553, 1642525, 1667974, 2318455, 2318549, 2319995]
VAX_SITE 8 cells of trivial non-letter differences ignored
6 VAX_TYPE COVID19|UNK <> COVID19 [1486553, 1667974, 1789671, 2318455, 2318549, 2319995]
2 VAX_TYPE UNK|COVID19 <> COVID19 [1642525, 2031110]
symptom_entries 1369764 _|_Acute coronary syndrome_|_ <>
symptom_entries 1375384 _|_Akathisia_|_Anaphylactic reaction_|_Heart sounds abnormal_|_Prurigo_|_Urticaria_|_ <>
symptom_entries 1372991 _|_Blood pressure systolic_|_Heart rate_|_Incorrect route of product administration_|_ <>
symptom_entries 1375412 _|_Anaphylactic reaction_|_ <>
symptom_entries 1370180 _|_Hypersensitivity_|_ <>
symptom_entries 1381633 _|_Blister_|_Hepatitis_|_ <>
symptom_entries 1372877 _|_Dizziness_|_Electrocardiogram_|_ <>
symptom_entries 1204941 _|_Arterial occlusive disease_|_Deep vein thrombosis_|_ <>
symptom_entries 1384791 _|_Bedridden_|_ <>
symptom_entries 1379956 _|_Off label use_|_ <>
symptom_entries 1390904 _|_Sinus pain_|_ <>
symptom_entries 1387563 _|_Muscle injury_|_ <>
symptom_entries 1372931 _|_Blood pressure increased_|_Blood pressure measurement_|_ <>
symptom_entries 1369247 _|_Product use issue_|_ <>
symptom_entries 1370088 _|_Blood pressure measurement_|_Body temperature_|_Dizziness_|_Oxygen saturation_|_ <>
symptom_entries 1380470 _|_Body temperature increased_|_Cough_|_Headache_|_Myalgia_|_Pyrexia_|_ <>
symptom_entries 1379411 _|_Body temperature_|_ <>
symptom_entries 1379484 _|_Product administered to patient of inappropriate age_|_ <>
symptom_entries 1384667 _|_Product dose omission issue_|_ <>
symptom_entries 1370942 _|_COVID-19_|_Drug ineffective_|_ <>
symptom_entries 1370628 _|_Condition aggravated_|_ <>
symptom_entries 1370175 _|_Contusion_|_ <>
symptom_entries 1381129 _|_Haemorrhage_|_ <>
symptom_entries 1369202 _|_Disease recurrence_|_ <>
symptom_entries 1384549 _|_Product dose omission issue_|_ <>
symptom_entries 1372810 _|_Impaired quality of life_|_ <>
symptom_entries 1259927 _|_Off label use_|_ <>
symptom_entries 1380167 _|_Overdose_|_ <>
16 columns altered
30431 modified reports on 2023-06-09
Writing ... vaers_changes/2023-06-09_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 67, 'symptom_entries': 28, 'VAX_NAME': 9, 'VAX_DOSE_SERIES': 8, 'VAX_MANU': 8, 'VAX_TYPE': 8, 'VAX_ROUTE': 6, 'OTHER_MEDS': 5, 'VAX_LOT': 4, 'LAB_DATA': 2, 'SEX': 2, 'CAGE_YR': 1, 'SPLTTYPE': 1, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'HISTORY': 0, 'STATE': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'DIED': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'DATEDIED': 0, 'CUR_ILL': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
24 delayed/late/gapfill
192 deleted
0 restored
17 cell edits trivial not printed
149 cell edits significant
5 cells emptied entirely
67 writeups changed
All time
542230 delayed/late/gapfill
30529 deleted
13 restored
29372113 cell edits trivial not printed
29762 cell edits significant
1475678 cells emptied entirely
7109 writeups changed
30109 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2643231, 2643232, 2643233, 2643234, 2643235, 2643236, 2643238, 2643239]
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
Next date 2023-06-16
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
unzip ../Download/ALL_VAERS_DROPS/2023-06-16_AllVAERSDataCSVS.zip
Consolidation
Concatenating files, *VAERSDATA.csv, *VAERSVAX.csv, *VAERSSYMPTOMS.csv
open vaers_working\2020VAERSDATA.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSDATA.csv ... Highest VAERS_ID 2644997
open vaers_working\2022VAERSDATA.csv ... Highest VAERS_ID 2643884
open vaers_working\2023VAERSDATA.csv ... Highest VAERS_ID 2646190
open vaers_working\NonDomesticVAERSDATA.csv ... Highest VAERS_ID 2646171
open vaers_working\2020VAERSVAX.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSVAX.csv ... Highest VAERS_ID 2644997
open vaers_working\2022VAERSVAX.csv ... Highest VAERS_ID 2643884
open vaers_working\2023VAERSVAX.csv ... Highest VAERS_ID 2646190
open vaers_working\NonDomesticVAERSVAX.csv ... Highest VAERS_ID 2646171
4665 exact duplicates dropped in concatenated files, now 1988009 rows
open vaers_working\2020VAERSSYMPTOMS.csv ... Highest VAERS_ID 918561
open vaers_working\2021VAERSSYMPTOMS.csv ... Highest VAERS_ID 2644997
open vaers_working\2022VAERSSYMPTOMS.csv ... Highest VAERS_ID 2643884
open vaers_working\2023VAERSSYMPTOMS.csv ... Highest VAERS_ID 2646190
open vaers_working\NonDomesticVAERSSYMPTOMS.csv ... Highest VAERS_ID 2646171
133358 records removed prior to the first covid report (covid_earliest_vaers_id 896636)
1687717 reports to work with (unique VAERS_IDs)
119864 dropped in df_data due to no covid VAX_TYPE involved in the report
150597 dropped in df_vax due to no covid VAX_TYPE involved in the report
148240 dropped in df_syms due to no covid VAX_TYPE involved in the report
1567853 covid reports to work with
Repeat sentence removal in SYMPTOM_TEXT, showing each next larger if any (takes time)
1138 SYMPTOM_TEXT field repeat sentences deduped in 185 reports, max difference 6192 bytes in VAERS_ID 1645697
Shortening some field values in VAX_NAME, VAX_MANU
Merging DATA into VAX
1650140 rows in df_data_vax
Aggregating symptoms into symptom_entries string, new column
Combining symptoms column items. Grouping by VAERS_ID ...
Appending each symptom in new column called symptom_entries
Cleaning multiple delimiters due to empty columns
Merging symptom_entries into df_data_vax
1650140 rows in df_data_vax_syms_consolidated
Saving result into one file: vaers_consolidated/2023-06-16_VAERS_CONSOLIDATED.csv
Consolidation of 2023-06-16 done
Flattening
Aggregate/flatten VAX items. Grouping by VAERS_ID
1567853 rows in df_vax_flat
Merging DATA into VAX flattened
1567853 rows in df_data_vax_flat
Merging symptom_entries into df_data_vax_syms_flat
Saving result into one file: vaers_flattened/2023-06-16_VAERS_FLATTENED.csv
1567853 rows in vaers_flattened/2023-06-16_VAERS_FLATTENED.csv
Flattening of 2023-06-16 done
Using flat 2023-06-09 already in memory, 1565838 rows
Using flat 2023-06-16 already in memory, 1567853 rows
Previous changes file for changes, cell_edits and status columns
Using changes 2023-06-09 already in memory
Comparing
2023-06-09 v. 2023-06-16
1567853 this drop total covid
1565838 previous total covid
1565481 identical set aside
2372 this drop to work with
357 previous to work with
2015 difference
2238 new in 2023-06-16
0 delayed this week
223 deleted this week kept
0 restored this week
Column value changes
CUR_ILL 1792424 before the military <>
DATEDIED 14 cells of trivial non-letter differences ignored
DATEDIED 1761809 [] <> 10/11/2021
DATEDIED 1833552 [] <> 11/20/2021
16 DIED [] <> Y [1132491, 1298290, 1328867, 1344872, 1393696, 1401169, 1483827, 1536436, 1761809, 1833552, 2037763, 2062827, 2088126, 2306938, 2425198, 2633060]
OTHER_MEDS 1750768 Pfizer, Inc. EUA 027034 <> []
2 OTHER_MEDS [] <> HUMIRA [2318412, 2323789]
OTHER_MEDS 2356517 EQUATE ALLERGY RELIEF <>
OTHER_MEDS 2499219 <> OPTILOVA
SEX 1127622 M <> F
SPLTTYPE 1782951 TX29 <> []
SYMPTOM_TEXT 2498353 for the following source(s excluded Linked <> excluded.,Linked
SYMPTOM_TEXT 2498342 for the following source(s <>
SYMPTOM_TEXT 2498360 the following literature source(s <>
SYMPTOM_TEXT 2498359 the following literature source(s <>
SYMPTOM_TEXT 2498362 the following literature source(s <>
SYMPTOM_TEXT 2498347 the following literature source(s <>
SYMPTOM_TEXT 2498358 for the following source(s excluded Linked <> excluded.,Linked
SYMPTOM_TEXT 2498345 for the following source(s <>
SYMPTOM_TEXT 2498344 for the following source(s available Linked <> available.,Linked
SYMPTOM_TEXT 1634505 Pharmaceuticals and Medical Devices Agency PMDA <> regulatory authority RA
SYMPTOM_TEXT 1533627 Authoriity privacy Health HA <> a regulatory RA
SYMPTOM_TEXT 1743044 privacy <>
SYMPTOM_TEXT 1688727 COVAES <> RA
SYMPTOM_TEXT 1690813 COVAES <>
SYMPTOM_TEXT 1885538 CVS Store 8039 <>
SYMPTOM_TEXT 1787704 PHIFDA <>
SYMPTOM_TEXT 1947591 149057077 <>
SYMPTOM_TEXT 1948185 AS 2/17/2009 2/17/2010 <>
SYMPTOM_TEXT 1943750 AS 5/21/2009 <>
SYMPTOM_TEXT 1784870 AS 02/10/2009 IMMTRAC 02/10/2010 <>
SYMPTOM_TEXT 1782795 STATES 4/20/2009 IMMTRAC2 AS 4/20/2010 <> DATABASE
SYMPTOM_TEXT 1944440 149379043 <>
SYMPTOM_TEXT 1661910 RSI <> database
SYMPTOM_TEXT 1477401 COVID-19 Adverse Event Self-Reporting Solution COVAES <> the regulatory authority
SYMPTOM_TEXT 1539033 and COVID-19 Adverse Event Self-Reporting Solution <>
SYMPTOM_TEXT 2061820 005570 159558 <>
SYMPTOM_TEXT 2498987 CH-RA-2022-20776 RA <> CH-SM-2022-20776
SYMPTOM_TEXT 2322922 002591 <>
SYMPTOM_TEXT 2187995 as 4/3/2016 4/3/2017 <>
SYMPTOM_TEXT 1474137 Health Canada Pfizer <> regulatory authority
SYMPTOM_TEXT 2125872 159558 <>
SYMPTOM_TEXT 2181735 159558 <>
SYMPTOM_TEXT 1634540 COVAES <>
SYMPTOM_TEXT 1785892 COVAES Fiocruz <>
SYMPTOM_TEXT 1489097 Pfizer <>
SYMPTOM_TEXT 1251648 Purdue <>
SYMPTOM_TEXT 2147242 005570 <>
SYMPTOM_TEXT 1776015 Takeda PMDA <> RA
SYMPTOM_TEXT 1690015 COVAES <> RA
SYMPTOM_TEXT 2498477 Asian <>
SYMPTOM_TEXT 1270556 MAJ <>
SYMPTOM_TEXT 1948312 Patient's 1/7/2009 and the patient's father Upon research is 1/7/2010 therefore <> CHILDS INCORRECT FATHER CHILD IDENTIFIED IN DATABASE WITH DIFFERENT IS
SYMPTOM_TEXT 1944415 Patient's 11/11/2008 The system we used to verify indicated is 11/11/2009 Patient was <> CHILDS INCORRECT AND SYSTEM INDICATES CLIENT IS
SYMPTOM_TEXT 1531438 COVAES <> the regulatory authority
SYMPTOM_TEXT 2107319 159558 <>
SYMPTOM_TEXT 1221783 COVAX Support <>
SYMPTOM_TEXT 1299077 Covax US support <>
SYMPTOM_TEXT 1680881 privacy <> a
SYMPTOM_TEXT 2226146 7 days <>
SYMPTOM_TEXT 1707795 COVAX US support <>
SYMPTOM_TEXT 1701032 Clinic Veterans Administration <> Clinic/Administration
SYMPTOM_TEXT 2363913 non-HCP of Pfizer-BioNTech vaccine immunization experienced with Then if/when <> Fatigue Headache Nausea Swollen reporter(s non HCP reporter BNT162b2 as single Batch/Lot immunisation patient's relevant were following was HEADACHE non-serious NAUSEA FATIGUE described Information stuff but started getting stated they last day So noticed that its in side effect that's been if when
SYMPTOM_TEXT 2056632 159558 <>
SYMPTOM_TEXT 2306641 Pfizer(FCI/SI/OffCI FCI/SI/OffCI <> Pfizer
SYMPTOM_TEXT 1678554 COVAES <> the RA
SYMPTOM_TEXT 2306472 FCI/SI/OffCI <>
SYMPTOM_TEXT 1801021 AS 05/21/2009 05/21/2010 <> DIFFERENT
SYMPTOM_TEXT 2356517 EQUATE ALLERGY RELIEF brand-Kroger <>
SYMPTOM_TEXT 2193800 AbbVie's <> Companyc's
SYMPTOM_TEXT 1845954 Pediatric <>
SYMPTOM_TEXT 2323872 005570 <>
SYMPTOM_TEXT 1792424 before military army <> specified
SYMPTOM_TEXT 1711255 via Regulatory Authority support <>
SYMPTOM_TEXT 2108464 159558 <>
SYMPTOM_TEXT 1792681 COVAES <> agency
SYMPTOM_TEXT 2183923 005570 <>
SYMPTOM_TEXT 1442097 COVID-19 Adverse Event Self-Reporting Solution <> regulatory authority
SYMPTOM_TEXT 1774089 Target <> store
SYMPTOM_TEXT 1792879 COVAX US Support <>
SYMPTOM_TEXT 2181679 005570 <>
SYMPTOM_TEXT 1792307 COVAX US Support <>
SYMPTOM_TEXT 1793329 with Regulatory Authority Support <>
SYMPTOM_TEXT 1724961 Pfizer <> a
VAX_DOSE_SERIES 2318412 1|UNK <> 1
VAX_DOSE_SERIES 1526725 UNK|1 <> 1
VAX_DOSE_SERIES 1765943 2|UNK <> 2
VAX_DOSE_SERIES 1720575 UNK|2 <> 2
2 VAX_DOSE_SERIES 3|UNK <> 3 [1766050, 2323789]
VAX_DOSE_SERIES 1796026 UNK|3 <> 3
VAX_DOSE_SERIES 2615343 3 <> 4
VAX_DOSE_SERIES 2499219 UNK|UNK <> UNK
VAX_LOT 5 cells of trivial non-letter differences ignored
VAX_LOT 2601761 [] <> AS7144B
VAX_LOT 1766050 FD0785|Unknown <> FD0785
VAX_LOT 2499219 FL4574|Unknown <> FL4574
VAX_LOT 1720575 D248560E|Unknown <> Unknown
VAX_MANU 2318412 Moderna|Unknown <> Moderna
VAX_MANU 2601761 Pfizer-BionT <> Moderna
4 VAX_MANU Pfizer-BionT|Unknown <> Pfizer-BionT [1765943, 1766050, 2323789, 2499219]
VAX_MANU 2620132 Unknown <> Moderna
3 VAX_MANU Unknown|Pfizer-BionT <> Pfizer-BionT [1526725, 1720575, 1796026]
VAX_NAME 2318412 C19 Moderna|Not Specified NO BRAND NAME <> C19 Moderna
VAX_NAME 2601761 C19 Pfizer-BionT <> C19 Moderna
4 VAX_NAME C19 Pfizer-BionT|Not Specified NO BRAND NAME <> C19 Pfizer-BionT [1765943, 1766050, 2323789, 2499219]
VAX_NAME 2620132 C19 UNKNOWN <> C19 Moderna
3 VAX_NAME Not Specified NO BRAND NAME|C19 <> C19 [1526725, 1720575, 1796026]
VAX_ROUTE 2 cells of trivial non-letter differences ignored
VAX_ROUTE 1720575 OT| <> []
5 VAX_ROUTE OT|OT <> OT [1765943, 1766050, 2318412, 2323789, 2499219]
VAX_ROUTE 2402352 OT|OT <> OT|
VAX_SITE 8 cells of trivial non-letter differences ignored
5 VAX_TYPE COVID19|UNK <> COVID19 [1765943, 1766050, 2318412, 2323789, 2499219]
3 VAX_TYPE UNK|COVID19 <> COVID19 [1526725, 1720575, 1796026]
symptom_entries 1387054 _|_Urinary tract infection_|_ <>
symptom_entries 1393181 _|_Maternal exposure during pregnancy_|_ <>
symptom_entries 1396972 _|_Exposure during pregnancy_|_ <>
symptom_entries 1387064 _|_Vomiting_|_ <>
symptom_entries 1393777 _|_Anaphylactic reaction_|_ <>
symptom_entries 1390208 _|_Exposure during pregnancy_|_ <>
symptom_entries 1393528 _|_Anaphylactic reaction_|_ <>
symptom_entries 1391006 _|_Brain death_|_ <>
symptom_entries 1404358 _|_Blood pressure measurement_|_Electrocardiogram_|_Myocardial infarction_|_ <>
symptom_entries 1396886 _|_Hypersensitivity_|_ <>
symptom_entries 1393050 _|_Pulmonary embolism_|_ <>
symptom_entries 1404749 _|_Body temperature_|_Haemorrhage_|_ <>
symptom_entries 1383946 _|_Body temperature_|_Feeling abnormal_|_Malaise_|_ <>
symptom_entries 1401044 _|_Band sensation_|_ <>
symptom_entries 1390261 _|_Dyspnoea_|_Erythema_|_Oropharyngeal discomfort_|_ <>
symptom_entries 1390123 _|_Off label use_|_ <>
symptom_entries 1387224 _|_Dyspnoea_|_Hypersensitivity_|_ <>
symptom_entries 1393775 _|_Diarrhoea_|_ <>
symptom_entries 1401082 _|_Body temperature_|_Face oedema_|_Pruritus_|_Rash_|_ <>
symptom_entries 1404548 _|_COVID-19_|_Drug ineffective_|_ <>
symptom_entries 1391089 _|_Cardiac disorder_|_ <>
symptom_entries 1397291 _|_Cerebral venous sinus thrombosis_|_ <>
symptom_entries 1387528 _|_Pleural effusion_|_ <>
symptom_entries 1404176 _|_Heavy menstrual bleeding_|_Muscle spasms_|_ <>
symptom_entries 1398314 _|_Overdose_|_ <>
symptom_entries 1397875 _|_Diarrhoea_|_ <>
symptom_entries 1389941 _|_SARS-CoV-2 test_|_ <>
symptom_entries 1387104 _|_Infection_|_ <>
symptom_entries 1389933 _|_Status epilepticus_|_ <>
symptom_entries 1386976 _|_Skin discolouration_|_ <>
15 columns altered
30650 modified reports on 2023-06-16
Writing ... vaers_changes/2023-06-16_VAERS_CHANGES.csv
1 report with the most (18) records/lots/doses: 1900339
column changes: {'SYMPTOM_TEXT': 73, 'symptom_entries': 30, 'DIED': 16, 'VAX_NAME': 10, 'VAX_MANU': 10, 'VAX_DOSE_SERIES': 9, 'VAX_TYPE': 8, 'VAX_ROUTE': 7, 'OTHER_MEDS': 5, 'VAX_LOT': 4, 'DATEDIED': 2, 'SPLTTYPE': 1, 'SEX': 1, 'CUR_ILL': 1, 'LAB_DATA': 0, 'ONSET_DATE': 0, 'TODAYS_DATE': 0, 'NUMDAYS': 0, 'HOSPITAL': 0, 'RECVDATE': 0, 'V_ADMINBY': 0, 'DISABLE': 0, 'V_FUNDBY': 0, 'VAX_SITE': 0, 'BIRTH_DEFECT': 0, 'AGE_YRS': 0, 'HISTORY': 0, 'STATE': 0, 'CAGE_YR': 0, 'ER_VISIT': 0, 'VAX_DATE': 0, 'RPT_DATE': 0, 'OFC_VISIT': 0, 'L_THREAT': 0, 'HOSPDAYS': 0, 'X_STAY': 0, 'ER_ED_VISIT': 0, 'ALLERGIES': 0, 'PRIOR_VAX': 0, 'CAGE_MO': 0, 'RECOVD': 0, 'FORM_VERS': 0}
This week
0 delayed/late/gapfill
223 deleted
0 restored
29 cell edits trivial not printed
177 cell edits significant
3 cells emptied entirely
73 writeups changed
All time
542230 delayed/late/gapfill
30752 deleted
13 restored
29372142 cell edits trivial not printed
29939 cell edits significant
1475681 cells emptied entirely
7182 writeups changed
29992 never published [903657, 903679, 903707, 903738, 903802, 903829, 903946, 903970 ... 2645684, 2645787, 2645792, 2645817, 2645839, 2645901, 2645917, 2645957]
No more to do, last set 2023-06-16 >= 2023-06-16 done
Done with vaers_build_all.py at line 2165, clock time 2023-06-26 09:00:29.612515
- - - - - - - - - - - - - - - - - - - - - - - -