Warning: package ‘dplyr’ was built under R version 4.1.2
Attaching package: ‘dplyr’
The following objects are masked from ‘package:stats’:
filter, lag
The following objects are masked from ‘package:base’:
intersect, setdiff, setequal, union
Variable labels
record_id - NWTC ID
biomarkers_completer - “Biomarkers study completer?”
visit4_returning_pt - “Is this a Visit 4 return study participant?”
visit_3month_gap - “Is this a study participant with a 3-month gap between V1 and V2?”
visit_interval_gap - “Is this a study participant with a long interval gap between V1 and V2?”
wtcneuro_visit1_date - “Date of NWTC imaging study Visit 1”
TLEQ versions in ‘Study Measures’
tleq_bio_complete - Visit 1 TLEQ (Biomarkers ppts)
tleq_complete - Visit 1 TLEQ (non-Biomarkers ppts)
tleq_visit_4_complete - “TLEQ Visit 4” *
tleq_3m_complete - “TLEQ_3m” *
tleq_bio_783d2d_complete - “TLEQ Bio_Interval” NO ONE HAS DATA HERE
`tleq_c40a0a_complete - “TLEQ_Interval” NO ONE HAS DATA HERE
- What’s the difference between
_3m andvisit_4 versions???
Biomarkers participants
| record_id |
tleq_complete |
tleq_bio_complete |
visit4_returning_pt |
tleq_visit_4_complete |
visit_3month_gap |
tleq_3m_complete |
visit_interval_gap |
biomarkers_completer |
| NWTC-001 |
1 |
1 |
1 |
1 |
NA |
0 |
NA |
1 |
| NWTC-002 |
1 |
1 |
1 |
1 |
0 |
0 |
NA |
1 |
| NWTC-003 |
0 |
0 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-004 |
1 |
1 |
1 |
1 |
NA |
0 |
NA |
1 |
| NWTC-005 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-006 |
1 |
1 |
1 |
0 |
NA |
0 |
NA |
1 |
| NWTC-007 |
1 |
1 |
1 |
1 |
0 |
0 |
NA |
1 |
| NWTC-008 |
1 |
1 |
1 |
1 |
NA |
0 |
NA |
1 |
| NWTC-009 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-010 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-011 |
1 |
1 |
1 |
1 |
NA |
0 |
NA |
1 |
| NWTC-012 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-013 |
1 |
1 |
1 |
1 |
NA |
0 |
NA |
1 |
| NWTC-014 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-015 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-016 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-017 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-018 |
1 |
1 |
1 |
1 |
NA |
0 |
NA |
1 |
| NWTC-020 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-021 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-022 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-028 |
0 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-032 |
0 |
1 |
0 |
1 |
1 |
1 |
NA |
1 |
| NWTC-033 |
0 |
1 |
0 |
1 |
NA |
0 |
NA |
1 |
| NWTC-034 |
0 |
1 |
0 |
0 |
NA |
0 |
NA |
1 |
| NWTC-035 |
0 |
1 |
0 |
0 |
NA |
0 |
NA |
1 |
| NWTC-036 |
0 |
1 |
0 |
0 |
1 |
1 |
NA |
1 |
| NWTC-038 |
0 |
1 |
0 |
0 |
0 |
0 |
NA |
1 |
| NWTC-039 |
0 |
1 |
0 |
0 |
0 |
0 |
NA |
1 |
| NWTC-045 |
0 |
1 |
0 |
0 |
0 |
0 |
NA |
1 |
| NWTC-046 |
0 |
1 |
0 |
0 |
0 |
0 |
NA |
1 |
| NWTC-055 |
0 |
0 |
0 |
0 |
0 |
0 |
NA |
1 |
| NWTC-064 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
| NWTC-065 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
| NWTC-073 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
| NWTC-074 |
0 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-075 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
| NWTC-077 |
0 |
1 |
0 |
0 |
NA |
0 |
NA |
1 |
| NWTC-078 |
0 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
| NWTC-093 |
0 |
1 |
NA |
0 |
NA |
0 |
NA |
1 |
Non-biomarkers
| record_id |
tleq_complete |
tleq_bio_complete |
visit4_returning_pt |
tleq_visit_4_complete |
visit_3month_gap |
tleq_3m_complete |
visit_interval_gap |
biomarkers_completer |
| NWTC-019 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-023 |
1 |
1 |
NA |
0 |
1 |
1 |
NA |
0 |
| NWTC-024 |
0 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-025 |
1 |
1 |
0 |
0 |
1 |
1 |
NA |
0 |
| NWTC-026 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-027 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-029 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-030 |
1 |
1 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-031 |
1 |
1 |
0 |
0 |
NA |
0 |
NA |
0 |
| NWTC-037 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-040 |
1 |
0 |
0 |
0 |
NA |
0 |
NA |
0 |
| NWTC-041 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-042 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-043 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-044 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-047 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-048 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-049 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-050 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-051 |
0 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-052 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-053 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-053 Interval Data pre V3 |
0 |
0 |
0 |
0 |
1 |
1 |
1 |
0 |
| NWTC-054 |
0 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-056 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-057 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-058 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-059 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-060 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-061 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-062 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-063 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-066 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-067 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-068 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-069 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-070 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-071 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-072 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
| NWTC-076 |
1 |
0 |
0 |
0 |
NA |
0 |
NA |
0 |
| NWTC-079 |
1 |
0 |
NA |
0 |
1 |
1 |
NA |
0 |
| NWTC-080 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-081 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-082 |
1 |
0 |
0 |
0 |
NA |
0 |
NA |
0 |
| NWTC-083 |
1 |
0 |
0 |
0 |
NA |
0 |
NA |
0 |
| NWTC-084 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-085 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-086 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-087 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-088 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-089 |
1 |
0 |
0 |
0 |
0 |
0 |
NA |
0 |
| NWTC-091 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-092 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-094 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-095 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-096 |
0 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-097 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-098 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-100 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-101 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-102 |
0 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-103 |
1 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| NWTC-104 |
0 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
| test |
0 |
0 |
NA |
0 |
NA |
0 |
NA |
0 |
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