-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathsaskatoon_w1_test_data_code.Rmd
More file actions
209 lines (150 loc) · 5.82 KB
/
saskatoon_w1_test_data_code.Rmd
File metadata and controls
209 lines (150 loc) · 5.82 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
---
title: "Saskatoon W1 Test Data Code"
author: "Daniel Fuller"
date: '2023-06-19'
output: html_document
---
```{r setup, include=FALSE}
knitr::opts_chunk$set(echo = TRUE)
library(tidyverse)
library(purrr)
library(readr)
library(archive)
library(devtools)
library(inborutils)
library(dbplyr)
```
# Creating directory structure
Creating directory structure for interact test data
```{}
cd Documents
mkdir interact_test_data
cd interact_test_data
##### Saskatoon Folders
mkdir saskatoon montreal victoria vancouver
cd saskatoon
ls
mkdir wave_01 wave_02 wave_03 wave_04
mkdir wave_01/ethica wave_01/sensedoc wave_02/ethica wave_02/sensedoc wave_03/ethica wave_03/sensedoc wave_04/ethica wave_04/sensedoc
##### Montreal Folders
cd ~/Documents/interact_test_data/montreal
ls
mkdir wave_01 wave_02 wave_03 wave_04
mkdir wave_01/ethica wave_01/sensedoc wave_02/ethica wave_02/sensedoc wave_03/ethica wave_03/sensedoc wave_04/ethica wave_04/sensedoc
##### Vancouver Folders
cd ~/Documents/interact_test_data/vancouver
ls
mkdir wave_01 wave_02 wave_03 wave_04
mkdir wave_01/ethica wave_01/sensedoc wave_02/ethica wave_02/sensedoc wave_03/ethica wave_03/sensedoc wave_04/ethica wave_04/sensedoc
##### Victoria Folders
cd ~/Documents/interact_test_data/victoria
ls
mkdir wave_01 wave_02 wave_03 wave_04
mkdir wave_01/ethica wave_01/sensedoc wave_02/ethica wave_02/sensedoc wave_03/ethica wave_03/sensedoc wave_04/ethica wave_04/sensedoc
```
# Data prep for Saskatoon
# Wave 1 Saskatoon
## Linkage files
```{r}
setwd("/Volumes/extender/all_data/")
linkage_sk_w1 <- read_csv("/Users/dlf545/Documents/interact_test_data/saskatoon/wave_01/linkage.csv", n_max = 6)
write_csv(linkage_sk_w1, "/Users/dlf545/Documents/interact_test_data/saskatoon/wave_01/linkage_wave_01_saskatoon.csv")
linkage_wave_01_saskatoon <- linkage_sk_w1$interact_id
ethica_wave_01_saskatoon <- linkage_sk_w1$ethica_id
```
## Creating folders
```{}
base_path <- "/Users/dlf545/Documents/interact_test_data/saskatoon/wave_01/sensedoc"
for (name in linkage_wave_01_saskatoon) {
path <- paste0(base_path, "/", name)
dir.create(path)
}
```
## Ethica Prep
Creating folders for each participant that exists in the linkage file
```{}
base_path <- "/Users/dlf545/Documents/interact_test_data/saskatoon/wave_01/ethica"
for (name in linkage_wave_01_saskatoon) {
path <- paste0(base_path, "/", name)
dir.create(path)
}
```
Reading in a writing ethica data to specific participant folders
```{r}
### Testing with battery data
read_csv(archive_read("/Volumes/extender/all_data/all_studies_battery.tar.gz", file = "1318_battery.csv")) %>%
filter(., user_id == ethica_wave_01_saskatoon) %>%
group_split(user_id) %>%
iwalk(~ write_csv(.x, str_c('battery_wave_01', .y, '_ethica.csv')))
```
```{r}
### GPS Data
read_csv(archive_read("/Volumes/extender/all_data/all_studies_gps.tar.gz", file = "1318_gps.csv")) %>%
filter(., user_id == ethica_wave_01_saskatoon) %>%
group_split(user_id) %>%
iwalk(~ write_csv(.x, str_c('gps_wave_01', .y, '_ethica.csv')))
gc()
```
```{r}
### Bluetooth Data
read_csv(archive_read("/Volumes/extender/all_data/all_studies_bluetooth.tar.gz", file = "1318_bluetooth.csv")) %>%
filter(., user_id == ethica_wave_01_saskatoon) %>%
group_split(user_id) %>%
iwalk(~ write_csv(.x, str_c('bluetooth_wave_01', .y, '_ethica.csv')))
gc()
```
No Bluetooth data
```{r}
### Mbar Data
read_csv(archive_read("/Volumes/extender/all_data/all_studies_mbar.tar.gz", file = "1318_mb_activity_rec.csv")) %>%
filter(., user_id == ethica_wave_01_saskatoon) %>%
group_split(user_id) %>%
iwalk(~ write_csv(.x, str_c('mbar_wave_01', .y, '_ethica.csv')))
gc()
```
```{r}
### Pedometer Data
read_csv(archive_read("/Volumes/extender/all_data/all_studies_pedometer.tar.gz", file = "1318_pedometer.csv")) %>%
filter(., user_id == ethica_wave_01_saskatoon) %>%
group_split(user_id) %>%
iwalk(~ write_csv(.x, str_c('pedometer_wave_01', .y, '_ethica.csv')))
gc()
```
```{r}
### Pedometer Data
read_csv(archive_read("/Volumes/extender/all_data/all_studies_wifi.tar.gz", file = "1318_wifi.csv")) %>%
filter(., user_id == ethica_wave_01_saskatoon) %>%
group_split(user_id) %>%
iwalk(~ write_csv(.x, str_c('wifi_wave_01', .y, '_ethica.csv')))
gc()
```
## Accel Data
Previous code is too slow with GPS and uses too much memory. Need to create sql tables and read from those.
```{r}
sqlite_file <- "ethica_wave_01_saskatoon"
table_name <- "accel_e_wave_01_saskatoon"
inborutils::csv_to_sqlite(csv_file = "/Volumes/extender/all_data/1318_accelerometer.csv",
sqlite_file, table_name, pre_process_size = 1000,
chunk_size = 50000, show_progress_bar = TRUE)
con <- DBI::dbConnect(SQLite(), dbname = "ethica_wave_01_saskatoon")
accel_w1_ethica_sk <- tbl(con, "accel_e_wave_01_saskatoon")
accel_w1_ethica_sk
### Participant 6407
accel_wave_01_ethica_6407 <- accel_w1_ethica_sk %>%
filter(user_id == 6407)
accel_wave_01_ethica_6407 <- accel_wave_01_ethica_6407 %>% collect()
write_csv(accel_wave_01_ethica_6407, "accel_wave_01_ethica_6407.csv")
rm(accel_wave_01_ethica_6407)
### Participant 6396
accel_wave_01_ethica_6396 <- accel_w1_ethica_sk %>%
filter(user_id == 6396)
accel_wave_01_ethica_6396 <- accel_wave_01_ethica_6396 %>% collect()
write_csv(accel_wave_01_ethica_6396, "accel_wave_01_ethica_6396.csv")
rm(accel_wave_01_ethica_6396)
### Participant 6403
accel_wave_01_ethica_6403 <- accel_w1_ethica_sk %>%
filter(user_id == 6403)
accel_wave_01_ethica_6403 <- accel_wave_01_ethica_6403 %>% collect()
write_csv(accel_wave_01_ethica_6403, "accel_wave_01_ethica_6403.csv")
rm(accel_wave_01_ethica_6403)
```