## Rows: 32 Columns: 33
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## dbl (33): ID, HEI, Diet_Change, Age, cancer_type, sex, marital_status, educa...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## spec_tbl_df [32 × 33] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
## $ ID : num [1:32] 14 7 8 9 17 40 55 76 6 16 ...
## $ HEI : num [1:32] 63.8 59.9 86.6 53.3 82.9 ...
## $ Diet_Change : num [1:32] 1 1 1 1 1 1 1 2 2 1 ...
## $ Age : num [1:32] 53 46 68 66 62 69 45 63 76 49 ...
## $ cancer_type : num [1:32] 2 1 2 1 2 2 1 2 1 1 ...
## $ sex : num [1:32] 1 1 1 1 1 1 1 1 2 2 ...
## $ marital_status : num [1:32] 3 5 3 4 3 3 3 3 3 3 ...
## $ education : num [1:32] 6 3 3 4 3 2 5 5 4 4 ...
## $ income : num [1:32] 3 2 7 2 7 7 3 7 3 7 ...
## $ ethnicity : num [1:32] 1 1 1 1 1 1 1 1 1 1 ...
## $ nutr_adv_prev : num [1:32] 2 2 2 2 2 2 2 2 2 1 ...
## $ dietitian_y_n : num [1:32] 2 2 2 1 1 2 2 2 2 1 ...
## $ nutr_adv_imprtnc : num [1:32] 2 3 4 3 3 3 2 2 2 2 ...
## $ blogs_nutr_info : num [1:32] 1 3 1 1 1 1 1 3 1 3 ...
## $ news_nutr_info : num [1:32] 1 3 3 3 2 2 2 4 1 3 ...
## $ podcasts_nutr_info : num [1:32] 1 1 1 1 1 1 1 2 1 2 ...
## $ pro_website_nutr_info : num [1:32] 1 3 1 4 3 3 1 3 1 3 ...
## $ phone_app_nutr_info : num [1:32] 1 1 1 1 2 1 2 4 1 1 ...
## $ social_media_nutr_info: num [1:32] 1 2 1 1 1 1 2 2 1 1 ...
## $ gen_web_nutr_info : num [1:32] 1 3 2 4 2 1 4 3 1 2 ...
## $ organize_web_nutr_info: num [1:32] 1 3 3 4 2 2 3 2 1 3 ...
## $ chiro_nutr_info : num [1:32] 1 2 1 1 1 1 1 1 1 3 ...
## $ dietitian_nutr_info : num [1:32] 1 2 1 3 2 2 1 1 1 2 ...
## $ doctor_nutr_info : num [1:32] 1 4 3 3 2 1 2 4 1 2 ...
## $ fam_friends_nutr_info : num [1:32] 1 3 3 2 2 2 3 2 NA 4 ...
## $ naturopath_nutr_info : num [1:32] 2 1 1 1 1 1 1 1 1 1 ...
## $ nurse_nutr_info : num [1:32] 1 3 1 3 2 3 1 1 1 2 ...
## $ pharmacist_nutr_info : num [1:32] 1 1 3 1 1 1 1 1 1 1 ...
## $ books_mags_nutr_info : num [1:32] 1 3 2 3 2 2 2 3 1 2 ...
## $ ads_nutr_info : num [1:32] 1 1 1 2 1 2 2 2 1 1 ...
## $ com_ads_nutr_info : num [1:32] 1 1 1 2 1 2 2 1 1 1 ...
## $ news_tv_nutr_info : num [1:32] 1 2 3 3 2 2 2 1 1 2 ...
## $ talk_show_nutr_info : num [1:32] 1 1 1 1 1 2 2 1 1 1 ...
## - attr(*, "spec")=
## .. cols(
## .. ID = col_double(),
## .. HEI = col_double(),
## .. Diet_Change = col_double(),
## .. Age = col_double(),
## .. cancer_type = col_double(),
## .. sex = col_double(),
## .. marital_status = col_double(),
## .. education = col_double(),
## .. income = col_double(),
## .. ethnicity = col_double(),
## .. nutr_adv_prev = col_double(),
## .. dietitian_y_n = col_double(),
## .. nutr_adv_imprtnc = col_double(),
## .. blogs_nutr_info = col_double(),
## .. news_nutr_info = col_double(),
## .. podcasts_nutr_info = col_double(),
## .. pro_website_nutr_info = col_double(),
## .. phone_app_nutr_info = col_double(),
## .. social_media_nutr_info = col_double(),
## .. gen_web_nutr_info = col_double(),
## .. organize_web_nutr_info = col_double(),
## .. chiro_nutr_info = col_double(),
## .. dietitian_nutr_info = col_double(),
## .. doctor_nutr_info = col_double(),
## .. fam_friends_nutr_info = col_double(),
## .. naturopath_nutr_info = col_double(),
## .. nurse_nutr_info = col_double(),
## .. pharmacist_nutr_info = col_double(),
## .. books_mags_nutr_info = col_double(),
## .. ads_nutr_info = col_double(),
## .. com_ads_nutr_info = col_double(),
## .. news_tv_nutr_info = col_double(),
## .. talk_show_nutr_info = col_double()
## .. )
## - attr(*, "problems")=<externalptr>
## [1] "ID" "HEI" "Diet_Change"
## [4] "Age" "cancer_type" "sex"
## [7] "marital_status" "education" "income"
## [10] "ethnicity" "nutr_adv_prev" "dietitian_y_n"
## [13] "nutr_adv_imprtnc" "blogs_nutr_info" "news_nutr_info"
## [16] "podcasts_nutr_info" "pro_website_nutr_info" "phone_app_nutr_info"
## [19] "social_media_nutr_info" "gen_web_nutr_info" "organize_web_nutr_info"
## [22] "chiro_nutr_info" "dietitian_nutr_info" "doctor_nutr_info"
## [25] "fam_friends_nutr_info" "naturopath_nutr_info" "nurse_nutr_info"
## [28] "pharmacist_nutr_info" "books_mags_nutr_info" "ads_nutr_info"
## [31] "com_ads_nutr_info" "news_tv_nutr_info" "talk_show_nutr_info"
##
## Attaching package: 'mice'
##
## The following object is masked from 'package:stats':
##
## filter
##
## The following objects are masked from 'package:base':
##
## cbind, rbind
##
## iter imp variable
## 1 1 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 1 2 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 1 3 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 1 4 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 1 5 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 1 6 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 1 7 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 1 8 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 1 9 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 1 10 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 2 1 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 2 2 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 2 3 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 2 4 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 2 5 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 2 6 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 2 7 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 2 8 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 2 9 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 2 10 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 3 1 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 3 2 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 3 3 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 3 4 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 3 5 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 3 6 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 3 7 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 3 8 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 3 9 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 3 10 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 4 1 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 4 2 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 4 3 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 4 4 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 4 5 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 4 6 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 4 7 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 4 8 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 4 9 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 4 10 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 5 1 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 5 2 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 5 3 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 5 4 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 5 5 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 5 6 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 5 7 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 5 8 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 5 9 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 5 10 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 6 1 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 6 2 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 6 3 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 6 4 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 6 5 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 6 6 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 6 7 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 6 8 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 6 9 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 6 10 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 7 1 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 7 2 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 7 3 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 7 4 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 7 5 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 7 6 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 7 7 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 7 8 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 7 9 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 7 10 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 8 1 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 8 2 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 8 3 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 8 4 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 8 5 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 8 6 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 8 7 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 8 8 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 8 9 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 8 10 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 9 1 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 9 2 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 9 3 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 9 4 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 9 5 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 9 6 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 9 7 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 9 8 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 9 9 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 9 10 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 10 1 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 10 2 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 10 3 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 10 4 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 10 5 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 10 6 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 10 7 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 10 8 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 10 9 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## 10 10 blogs_nutr_info phone_app_nutr_info organize_web_nutr_info chiro_nutr_info dietitian_nutr_info doctor_nutr_info fam_friends_nutr_info nurse_nutr_info pharmacist_nutr_info ads_nutr_info
## # Correlation Matrix (auto-method)
##
## Parameter | talk_show_nutr_info | news_tv_nutr_info | com_ads_nutr_info | ads_nutr_info | books_mags_nutr_info | pharmacist_nutr_info | nurse_nutr_info | naturopath_nutr_info | fam_friends_nutr_info | doctor_nutr_info | dietitian_nutr_info | chiro_nutr_info | organize_web_nutr_info | gen_web_nutr_info | social_media_nutr_info | phone_app_nutr_info | pro_website_nutr_info | podcasts_nutr_info | news_nutr_info
## ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
## blogs_nutr_info | -0.09 | -0.15 | -0.12 | 0.11 | 0.27 | 0.30 | 0.35 | 0.22 | 0.44 | 0.47* | 0.08 | 0.34 | 0.39 | 0.40 | 0.15 | 0.52* | 0.53* | 0.68*** | 0.48*
## news_nutr_info | 0.16 | 0.52* | 0.05 | 0.27 | 0.59** | 0.50* | 0.33 | 0.12 | 0.39 | 0.42 | 0.10 | 0.31 | 0.71*** | 0.66** | 0.01 | 0.35 | 0.48* | 0.35 |
## podcasts_nutr_info | -0.14 | -0.15 | -0.24 | -0.10 | 0.18 | 0.53* | 0.39 | 0.42 | 0.51* | 0.40 | 0.14 | 0.13 | 0.39 | 0.37 | 0.21 | 0.69*** | 0.53* | |
## pro_website_nutr_info | -0.25 | 0.08 | -0.21 | 0.06 | 0.23 | 0.32 | 0.53* | 0.17 | 0.20 | 0.47* | 0.44 | 0.29 | 0.51* | 0.41 | -0.12 | 0.30 | | |
## phone_app_nutr_info | -0.08 | -0.21 | -0.20 | 0.05 | 0.22 | 0.39 | 0.26 | 0.17 | 0.36 | 0.40 | -0.01 | -0.10 | 0.26 | 0.30 | 0.41 | | | |
## social_media_nutr_info | 0.02 | -0.09 | 0.07 | 0.13 | 0.30 | 6.09e-03 | -0.05 | 0.08 | 0.37 | 0.34 | -0.02 | -0.02 | 0.06 | 0.18 | | | | |
## gen_web_nutr_info | 0.30 | 0.43 | 0.16 | 0.43 | 0.39 | 0.26 | 0.25 | 0.15 | 0.25 | 0.30 | 7.93e-03 | -3.54e-03 | 0.81*** | | | | | |
## organize_web_nutr_info | 0.26 | 0.64** | 0.09 | 0.34 | 0.49* | 0.45 | 0.41 | 0.01 | 0.29 | 0.30 | 0.27 | 0.29 | | | | | | |
## chiro_nutr_info | -0.21 | 0.15 | -0.21 | -0.25 | 0.11 | 0.24 | 0.40 | -0.14 | 0.20 | 0.35 | 0.62** | | | | | | | |
## dietitian_nutr_info | -0.26 | 0.13 | -0.06 | -0.18 | 0.14 | 0.17 | 0.61** | -0.10 | 0.09 | 0.42 | | | | | | | | |
## doctor_nutr_info | -0.19 | -0.02 | -0.25 | -0.18 | 0.44 | 0.51* | 0.52* | 0.08 | 0.33 | | | | | | | | | |
## fam_friends_nutr_info | 0.10 | 0.05 | -9.35e-03 | 0.01 | 0.43 | 0.27 | 0.08 | 0.56* | | | | | | | | | | |
## naturopath_nutr_info | -0.07 | -0.14 | -0.23 | -0.15 | 0.04 | 0.27 | 0.03 | | | | | | | | | | | |
## nurse_nutr_info | -0.18 | 0.07 | -0.17 | -0.28 | 0.12 | 0.65** | | | | | | | | | | | | |
## pharmacist_nutr_info | -0.11 | 0.17 | -0.33 | -0.34 | 0.19 | | | | | | | | | | | | | |
## books_mags_nutr_info | 0.36 | 0.52* | 0.35 | 0.36 | | | | | | | | | | | | | | |
## ads_nutr_info | 0.61** | 0.43 | 0.76*** | | | | | | | | | | | | | | | |
## com_ads_nutr_info | 0.66** | 0.46* | | | | | | | | | | | | | | | | |
## news_tv_nutr_info | 0.54* | | | | | | | | | | | | | | | | | |
##
## p-value adjustment method: Benjamini & Hochberg (1995)
## [1] "Parameter1" "Parameter2" "r" "CI" "CI_low"
## [6] "CI_high" "t" "df_error" "p" "Method"
## [11] "n_Obs"
## [1] 0.480 0.681 0.532 0.523 0.152 0.401 0.392 0.345 0.084 0.467
## [11] 0.443 0.221 0.352 0.300 0.274 0.112 -0.117 -0.154 -0.094 0.354
## [21] 0.477 0.348 0.013 0.656 0.707 0.305 0.105 0.421 0.390 0.118
## [31] 0.330 0.499 0.593 0.271 0.048 0.515 0.157 0.532 0.685 0.210
## [41] 0.365 0.392 0.130 0.137 0.396 0.514 0.417 0.389 0.529 0.179
## [51] -0.095 -0.245 -0.154 -0.142 0.302 -0.121 0.405 0.514 0.289 0.440
## [61] 0.470 0.199 0.175 0.530 0.318 0.234 0.057 -0.207 0.078 -0.246
## [71] 0.407 0.303 0.256 -0.100 -0.015 0.398 0.359 0.170 0.259 0.392
## [81] 0.223 0.054 -0.200 -0.214 -0.081 0.178 0.062 -0.023 -0.017 0.344
## [91] 0.375 0.075 -0.052 0.006 0.304 0.132 0.071 -0.092 0.023 0.810
## [101] -0.004 0.008 0.304 0.248 0.151 0.251 0.265 0.386 0.431 0.162
## [111] 0.434 0.296 0.290 0.269 0.298 0.294 0.012 0.409 0.452 0.494
## [121] 0.345 0.092 0.643 0.260 0.621 0.351 0.203 -0.139 0.398 0.244
## [131] 0.113 -0.245 -0.207 0.153 -0.211 0.418 0.089 -0.104 0.609 0.171
## [141] 0.140 -0.183 -0.061 0.128 -0.256 0.330 0.080 0.521 0.507 0.435
## [151] -0.181 -0.252 -0.025 -0.193 0.561 0.080 0.275 0.429 0.014 -0.009
## [161] 0.054 0.096 0.028 0.268 0.041 -0.149 -0.227 -0.139 -0.067 0.651
## [171] 0.124 -0.284 -0.167 0.066 -0.178 0.190 -0.341 -0.332 0.174 -0.114
## [181] 0.363 0.350 0.525 0.363 0.763 0.432 0.608 0.457 0.658 0.536
## [1] 0.0358 0.0007 0.0187 0.0193 0.5742 0.0907 0.0932 0.1469 0.7658 0.0418
## [11] 0.0603 0.3945 0.1417 0.2248 0.2747 0.6794 0.6702 0.5740 0.7368 0.1415
## [21] 0.0362 0.1451 0.9675 0.0012 0.0004 0.2199 0.7093 0.0741 0.0947 0.6702
## [31] 0.1677 0.0256 0.0050 0.2817 0.8588 0.0200 0.5724 0.0187 0.0007 0.4237
## [41] 0.1285 0.0932 0.6363 0.6117 0.0921 0.0200 0.0754 0.0947 0.0187 0.5106
## [51] 0.7361 0.3257 0.5740 0.6078 0.2199 0.6623 0.0866 0.0200 0.2398 0.0624
## [61] 0.0405 0.4514 0.5186 0.0187 0.1933 0.3583 0.8381 0.4316 0.7743 0.3257
## [71] 0.0857 0.2199 0.3073 0.7248 0.9675 0.0914 0.1341 0.5249 0.3055 0.0932
## [81] 0.3906 0.8402 0.4491 0.4166 0.7684 0.5106 0.8208 0.9461 0.9668 0.1469
## [91] 0.1131 0.7813 0.8425 0.9788 0.2199 0.6287 0.7953 0.7377 0.9461 0.0000
## [101] 0.9847 0.9759 0.2199 0.3254 0.5751 0.3178 0.2921 0.0967 0.0658 0.5537
## [111] 0.0654 0.2295 0.2391 0.2838 0.2271 0.2315 0.9706 0.0851 0.0522 0.0275
## [121] 0.1469 0.7377 0.0015 0.3045 0.0028 0.1417 0.4413 0.6078 0.0914 0.3257
## [131] 0.6794 0.3257 0.4316 0.5742 0.4237 0.0754 0.7457 0.7093 0.0035 0.5249
## [141] 0.6078 0.5038 0.8229 0.6416 0.3073 0.1677 0.7684 0.0193 0.0226 0.0654
## [151] 0.5077 0.3178 0.9461 0.4692 0.0114 0.7684 0.2747 0.0658 0.9675 0.9749
## [161] 0.8402 0.7361 0.9405 0.2860 0.8834 0.5793 0.3801 0.6078 0.8095 0.0013
## [171] 0.6527 0.2509 0.5338 0.8102 0.5106 0.4788 0.1499 0.1666 0.5186 0.6794
## [181] 0.1287 0.1417 0.0193 0.1287 0.0000 0.0658 0.0035 0.0488 0.0012 0.0187
## [1;m[4;m
## EGAnet (version 1.0.0)[0m[0m
## For bugs and errors, submit an issue to <https://github.com/hfgolino/EGAnet/issues> [1;m
##
## NEW[0m: EGAnet will write your Methods section for you. Type ?methods.section for more details [1;m
##
## MAJOR CHANGE[0m: Unidimensionality adjustment in EGA functions has changed to the leading eigenvalue adjustment (see <https://doi.org/10.31234/osf.io/hz89e>)
## Warning in EGA(imp): Previous versions of EGAnet (<= 0.9.8) checked
## unidimensionality using [4;muni.method = "expand"[0m as the default
## [1;m[4;m
## Exploratory Graph Analysis
## [0m[0m
## • model = glasso
## • algorithm = walktrap
## • correlation = cor_auto
## • unidimensional check = leading eigenvalue
##
## Variables detected as ordinal: blogs_nutr_info; news_nutr_info; podcasts_nutr_info; pro_website_nutr_info; phone_app_nutr_info; social_media_nutr_info; gen_web_nutr_info; organize_web_nutr_info; chiro_nutr_info; dietitian_nutr_info; doctor_nutr_info; fam_friends_nutr_info; naturopath_nutr_info; nurse_nutr_info; pharmacist_nutr_info; books_mags_nutr_info; ads_nutr_info; com_ads_nutr_info; news_tv_nutr_info; talk_show_nutr_info
## Warning in qgraph::cor_auto(data, forcePD = TRUE): Correlation matrix is not
## positive definite. Finding nearest positive definite matrix
## An empty network was selected to be the best fitting network. Possibly set 'lambda.min.ratio' higher to search more sparse networks. You can also change the 'gamma' parameter to improve sensitivity (at the cost of specificity).
## Registered S3 method overwritten by 'GGally':
## method from
## +.gg ggplot2
## Warning in EGA.fit(data = imp): Previous versions of EGAnet (<= 0.9.8) checked
## unidimensionality using [4;muni.method = "expand"[0m as the default
## Variables detected as ordinal: blogs_nutr_info; news_nutr_info; podcasts_nutr_info; pro_website_nutr_info; phone_app_nutr_info; social_media_nutr_info; gen_web_nutr_info; organize_web_nutr_info; chiro_nutr_info; dietitian_nutr_info; doctor_nutr_info; fam_friends_nutr_info; naturopath_nutr_info; nurse_nutr_info; pharmacist_nutr_info; books_mags_nutr_info; ads_nutr_info; com_ads_nutr_info; news_tv_nutr_info; talk_show_nutr_info
## Estimating EGA -- Walktrap model 1 of 6
## Warning in EGA(data = data, n = n, model = model, model.args = list(steps =
## steps[i]), : Previous versions of EGAnet (<= 0.9.8) checked unidimensionality
## using [4;muni.method = "expand"[0m as the default
## [1;m[4;m
## Exploratory Graph Analysis
## [0m[0m
## • model = glasso
## • algorithm = walktrap
## • correlation = cor_auto
## • unidimensional check = leading eigenvalue
## Warning in EGA.estimate(data = data, n = n, model = model, model.args = model.args, : Correlation matrix is not positive definite.
## Forcing positive definite matrix using Matrix::nearPD()
## Results may be unreliable
## An empty network was selected to be the best fitting network. Possibly set 'lambda.min.ratio' higher to search more sparse networks. You can also change the 'gamma' parameter to improve sensitivity (at the cost of specificity).
## Network estimated with:
## • gamma = 0.25
## • lambda.min.ratio = 0.1
## Estimating EGA -- Walktrap model 2 of 6
## Warning in EGA(data = data, n = n, model = model, model.args = list(steps =
## steps[i]), : Previous versions of EGAnet (<= 0.9.8) checked unidimensionality
## using [4;muni.method = "expand"[0m as the default
## [1;m[4;m
## Exploratory Graph Analysis
## [0m[0m
## • model = glasso
## • algorithm = walktrap
## • correlation = cor_auto
## • unidimensional check = leading eigenvalue
## Warning in EGA.estimate(data = data, n = n, model = model, model.args = model.args, : Correlation matrix is not positive definite.
## Forcing positive definite matrix using Matrix::nearPD()
## Results may be unreliable
## An empty network was selected to be the best fitting network. Possibly set 'lambda.min.ratio' higher to search more sparse networks. You can also change the 'gamma' parameter to improve sensitivity (at the cost of specificity).
## Network estimated with:
## • gamma = 0.25
## • lambda.min.ratio = 0.1
## Estimating EGA -- Walktrap model 3 of 6
## Warning in EGA(data = data, n = n, model = model, model.args = list(steps =
## steps[i]), : Previous versions of EGAnet (<= 0.9.8) checked unidimensionality
## using [4;muni.method = "expand"[0m as the default
## [1;m[4;m
## Exploratory Graph Analysis
## [0m[0m
## • model = glasso
## • algorithm = walktrap
## • correlation = cor_auto
## • unidimensional check = leading eigenvalue
## Warning in EGA.estimate(data = data, n = n, model = model, model.args = model.args, : Correlation matrix is not positive definite.
## Forcing positive definite matrix using Matrix::nearPD()
## Results may be unreliable
## An empty network was selected to be the best fitting network. Possibly set 'lambda.min.ratio' higher to search more sparse networks. You can also change the 'gamma' parameter to improve sensitivity (at the cost of specificity).
## Network estimated with:
## • gamma = 0.25
## • lambda.min.ratio = 0.1
## Estimating EGA -- Walktrap model 4 of 6
## Warning in EGA(data = data, n = n, model = model, model.args = list(steps =
## steps[i]), : Previous versions of EGAnet (<= 0.9.8) checked unidimensionality
## using [4;muni.method = "expand"[0m as the default
## [1;m[4;m
## Exploratory Graph Analysis
## [0m[0m
## • model = glasso
## • algorithm = walktrap
## • correlation = cor_auto
## • unidimensional check = leading eigenvalue
## Warning in EGA.estimate(data = data, n = n, model = model, model.args = model.args, : Correlation matrix is not positive definite.
## Forcing positive definite matrix using Matrix::nearPD()
## Results may be unreliable
## An empty network was selected to be the best fitting network. Possibly set 'lambda.min.ratio' higher to search more sparse networks. You can also change the 'gamma' parameter to improve sensitivity (at the cost of specificity).
## Network estimated with:
## • gamma = 0.25
## • lambda.min.ratio = 0.1
## Estimating EGA -- Walktrap model 5 of 6
## Warning in EGA(data = data, n = n, model = model, model.args = list(steps =
## steps[i]), : Previous versions of EGAnet (<= 0.9.8) checked unidimensionality
## using [4;muni.method = "expand"[0m as the default
## [1;m[4;m
## Exploratory Graph Analysis
## [0m[0m
## • model = glasso
## • algorithm = walktrap
## • correlation = cor_auto
## • unidimensional check = leading eigenvalue
## Warning in EGA.estimate(data = data, n = n, model = model, model.args = model.args, : Correlation matrix is not positive definite.
## Forcing positive definite matrix using Matrix::nearPD()
## Results may be unreliable
## An empty network was selected to be the best fitting network. Possibly set 'lambda.min.ratio' higher to search more sparse networks. You can also change the 'gamma' parameter to improve sensitivity (at the cost of specificity).
## Network estimated with:
## • gamma = 0.25
## • lambda.min.ratio = 0.1
## Estimating EGA -- Walktrap model 6 of 6
## Warning in EGA(data = data, n = n, model = model, model.args = list(steps =
## steps[i]), : Previous versions of EGAnet (<= 0.9.8) checked unidimensionality
## using [4;muni.method = "expand"[0m as the default
## [1;m[4;m
## Exploratory Graph Analysis
## [0m[0m
## • model = glasso
## • algorithm = walktrap
## • correlation = cor_auto
## • unidimensional check = leading eigenvalue
## Warning in EGA.estimate(data = data, n = n, model = model, model.args = model.args, : Correlation matrix is not positive definite.
## Forcing positive definite matrix using Matrix::nearPD()
## Results may be unreliable
## An empty network was selected to be the best fitting network. Possibly set 'lambda.min.ratio' higher to search more sparse networks. You can also change the 'gamma' parameter to improve sensitivity (at the cost of specificity).
## Network estimated with:
## • gamma = 0.25
## • lambda.min.ratio = 0.1
##
## All EGA models are identical.
## [1] "blogs_nutr_info" "news_nutr_info" "podcasts_nutr_info"
## [4] "pro_website_nutr_info" "phone_app_nutr_info" "gen_web_nutr_info"
## [7] "organize_web_nutr_info" "news_tv_nutr_info"
## [1] "chiro_nutr_info" "dietitian_nutr_info" "naturopath_nutr_info"
## [4] "nurse_nutr_info" "pharmacist_nutr_info" "ads_nutr_info"
## [7] "com_ads_nutr_info" "talk_show_nutr_info"
## [1] "social_media_nutr_info" "doctor_nutr_info" "fam_friends_nutr_info"
## [4] "books_mags_nutr_info"
## Warning in lav_samplestats_from_data(lavdata = lavdata, lavoptions = lavoptions, : lavaan WARNING: number of observations (32) too small to compute Gamma
## Warning in lav_model_vcov(lavmodel = lavmodel, lavsamplestats = lavsamplestats, : lavaan WARNING:
## The variance-covariance matrix of the estimated parameters (vcov)
## does not appear to be positive definite! The smallest eigenvalue
## (= -1.849239e-15) is smaller than zero. This may be a symptom that
## the model is not identified.
## Warning in lav_object_post_check(object): lavaan WARNING: some estimated ov
## variances are negative
## [1] "blogs_nutr_info" "news_nutr_info" "podcasts_nutr_info"
## [4] "pro_website_nutr_info" "phone_app_nutr_info" "gen_web_nutr_info"
## [7] "organize_web_nutr_info" "news_tv_nutr_info"
## [1] "chiro_nutr_info" "dietitian_nutr_info" "naturopath_nutr_info"
## [4] "nurse_nutr_info" "pharmacist_nutr_info" "ads_nutr_info"
## [7] "com_ads_nutr_info" "talk_show_nutr_info"
## [1] "social_media_nutr_info" "doctor_nutr_info" "fam_friends_nutr_info"
## [4] "books_mags_nutr_info"
## Warning in lav_samplestats_from_data(lavdata = lavdata, lavoptions = lavoptions, : lavaan WARNING: number of observations (32) too small to compute Gamma
## Warning in lav_model_vcov(lavmodel = lavmodel, lavsamplestats = lavsamplestats, : lavaan WARNING:
## The variance-covariance matrix of the estimated parameters (vcov)
## does not appear to be positive definite! The smallest eigenvalue
## (= -1.849239e-15) is smaller than zero. This may be a symptom that
## the model is not identified.
## Warning in lav_object_post_check(object): lavaan WARNING: some estimated ov
## variances are negative
## Warning in lavaan::lavTestLRT(cfa.ega$fit, cfa.fit$fit, method =
## "satorra.bentler.2001"): lavaan WARNING: some models have the same degrees of
## freedom
## Scaled Chi-Squared Difference Test (method = "satorra.bentler.2001")
##
## lavaan NOTE:
## The "Chisq" column contains standard test statistics, not the
## robust test that should be reported per model. A robust difference
## test is a function of two standard (not robust) statistics.
##
## Df AIC BIC Chisq Chisq diff Df diff Pr(>Chisq)
## cfa.ega$fit 167 238.52
## cfa.fit$fit 167 238.52 0 0
## Warning in alpha(imp, check.keys = TRUE): Some items were negatively correlated with total scale and were automatically reversed.
## This is indicated by a negative sign for the variable name.
##
## Reliability analysis
## Call: alpha(x = imp, check.keys = TRUE)
##
## raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r
## 0.85 0.84 0.97 0.2 5.1 0.034 2.1 0.46 0.22
##
## lower alpha upper 95% confidence boundaries
## 0.79 0.85 0.92
##
## Reliability if an item is dropped:
## raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r
## blogs_nutr_info 0.84 0.82 0.96 0.19 4.5 0.038 0.072
## news_nutr_info 0.84 0.82 0.96 0.19 4.4 0.039 0.069
## podcasts_nutr_info 0.84 0.82 0.96 0.19 4.5 0.038 0.070
## pro_website_nutr_info 0.84 0.82 0.96 0.19 4.5 0.038 0.072
## phone_app_nutr_info 0.85 0.83 0.96 0.20 4.7 0.036 0.072
## social_media_nutr_info 0.86 0.84 0.97 0.22 5.2 0.034 0.073
## gen_web_nutr_info 0.84 0.82 0.95 0.20 4.7 0.037 0.070
## organize_web_nutr_info 0.84 0.82 0.95 0.19 4.5 0.039 0.068
## chiro_nutr_info 0.85 0.83 0.96 0.21 5.0 0.035 0.073
## dietitian_nutr_info 0.85 0.83 0.96 0.21 5.0 0.035 0.072
## doctor_nutr_info 0.84 0.82 0.96 0.19 4.5 0.038 0.072
## fam_friends_nutr_info 0.85 0.83 0.96 0.20 4.7 0.036 0.073
## naturopath_nutr_info 0.86 0.84 0.96 0.21 5.2 0.034 0.073
## nurse_nutr_info 0.84 0.82 0.96 0.20 4.7 0.037 0.071
## pharmacist_nutr_info 0.84 0.82 0.96 0.20 4.6 0.038 0.071
## books_mags_nutr_info 0.85 0.83 0.96 0.20 4.8 0.036 0.070
## ads_nutr_info 0.86 0.85 0.96 0.23 5.7 0.034 0.058
## com_ads_nutr_info- 0.86 0.84 0.96 0.22 5.4 0.034 0.063
## news_tv_nutr_info 0.86 0.84 0.96 0.22 5.3 0.034 0.064
## talk_show_nutr_info- 0.86 0.85 0.97 0.23 5.6 0.033 0.062
## med.r
## blogs_nutr_info 0.21
## news_nutr_info 0.21
## podcasts_nutr_info 0.21
## pro_website_nutr_info 0.21
## phone_app_nutr_info 0.21
## social_media_nutr_info 0.25
## gen_web_nutr_info 0.21
## organize_web_nutr_info 0.21
## chiro_nutr_info 0.23
## dietitian_nutr_info 0.24
## doctor_nutr_info 0.21
## fam_friends_nutr_info 0.22
## naturopath_nutr_info 0.25
## nurse_nutr_info 0.22
## pharmacist_nutr_info 0.21
## books_mags_nutr_info 0.22
## ads_nutr_info 0.25
## com_ads_nutr_info- 0.25
## news_tv_nutr_info 0.25
## talk_show_nutr_info- 0.25
##
## Item statistics
## n raw.r std.r r.cor r.drop mean sd
## blogs_nutr_info 32 0.684 0.690 0.686 0.631 1.5 0.84
## news_nutr_info 32 0.753 0.747 0.748 0.705 2.6 0.91
## podcasts_nutr_info 32 0.721 0.714 0.709 0.673 1.5 0.84
## pro_website_nutr_info 32 0.706 0.697 0.687 0.634 2.4 1.16
## phone_app_nutr_info 32 0.572 0.570 0.556 0.497 1.6 0.95
## social_media_nutr_info 32 0.263 0.290 0.258 0.195 1.4 0.66
## gen_web_nutr_info 32 0.640 0.621 0.625 0.564 2.3 1.07
## organize_web_nutr_info 32 0.745 0.738 0.747 0.685 2.5 1.08
## chiro_nutr_info 32 0.400 0.440 0.428 0.350 1.2 0.54
## dietitian_nutr_info 32 0.404 0.427 0.421 0.336 1.4 0.72
## doctor_nutr_info 32 0.703 0.707 0.705 0.636 2.3 1.08
## fam_friends_nutr_info 32 0.584 0.584 0.573 0.499 2.6 1.08
## naturopath_nutr_info 32 0.332 0.312 0.295 0.233 1.4 0.98
## nurse_nutr_info 32 0.620 0.608 0.604 0.542 1.8 1.05
## pharmacist_nutr_info 32 0.661 0.642 0.644 0.593 1.7 1.00
## books_mags_nutr_info 32 0.536 0.540 0.529 0.470 2.2 0.80
## ads_nutr_info 32 0.036 0.036 0.029 -0.024 1.4 0.55
## com_ads_nutr_info- 32 0.170 0.176 0.171 0.106 4.7 0.60
## news_tv_nutr_info 32 0.251 0.246 0.238 0.161 2.0 0.86
## talk_show_nutr_info- 32 0.074 0.091 0.063 -0.013 4.5 0.80
##
## Non missing response frequency for each item
## 1 2 3 4 5 miss
## blogs_nutr_info 0.69 0.09 0.22 0.00 0.00 0
## news_nutr_info 0.19 0.16 0.56 0.09 0.00 0
## podcasts_nutr_info 0.66 0.19 0.12 0.03 0.00 0
## pro_website_nutr_info 0.34 0.09 0.38 0.19 0.00 0
## phone_app_nutr_info 0.66 0.16 0.12 0.06 0.00 0
## social_media_nutr_info 0.72 0.19 0.09 0.00 0.00 0
## gen_web_nutr_info 0.28 0.25 0.31 0.16 0.00 0
## organize_web_nutr_info 0.28 0.12 0.44 0.16 0.00 0
## chiro_nutr_info 0.88 0.06 0.06 0.00 0.00 0
## dietitian_nutr_info 0.66 0.28 0.03 0.03 0.00 0
## doctor_nutr_info 0.31 0.25 0.28 0.16 0.00 0
## fam_friends_nutr_info 0.16 0.34 0.34 0.09 0.06 0
## naturopath_nutr_info 0.84 0.03 0.06 0.03 0.03 0
## nurse_nutr_info 0.53 0.19 0.19 0.09 0.00 0
## pharmacist_nutr_info 0.66 0.09 0.19 0.06 0.00 0
## books_mags_nutr_info 0.22 0.31 0.47 0.00 0.00 0
## ads_nutr_info 0.66 0.31 0.03 0.00 0.00 0
## com_ads_nutr_info 0.72 0.22 0.06 0.00 0.00 0
## news_tv_nutr_info 0.38 0.28 0.34 0.00 0.00 0
## talk_show_nutr_info 0.69 0.19 0.09 0.03 0.00 0
##
## Reliability analysis
## Call: alpha(x = imp2, check.keys = TRUE)
##
## raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r
## 0.87 0.86 0.96 0.25 6.1 0.032 1.9 0.51 0.27
##
## lower alpha upper 95% confidence boundaries
## 0.81 0.87 0.93
##
## Reliability if an item is dropped:
## raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r
## blogs_nutr_info 0.86 0.85 0.95 0.24 5.5 0.035 0.054
## news_nutr_info 0.85 0.84 0.95 0.24 5.3 0.036 0.053
## podcasts_nutr_info 0.86 0.85 0.95 0.24 5.5 0.035 0.052
## pro_website_nutr_info 0.86 0.85 0.95 0.25 5.5 0.035 0.055
## phone_app_nutr_info 0.86 0.85 0.96 0.25 5.8 0.033 0.054
## social_media_nutr_info 0.87 0.86 0.96 0.27 6.3 0.032 0.054
## gen_web_nutr_info 0.86 0.85 0.95 0.24 5.5 0.035 0.054
## organize_web_nutr_info 0.85 0.84 0.95 0.24 5.3 0.036 0.052
## chiro_nutr_info 0.87 0.86 0.96 0.26 6.1 0.032 0.053
## dietitian_nutr_info 0.87 0.86 0.95 0.26 6.1 0.032 0.053
## doctor_nutr_info 0.86 0.85 0.95 0.24 5.5 0.035 0.055
## fam_friends_nutr_info 0.86 0.85 0.96 0.25 5.7 0.033 0.057
## naturopath_nutr_info 0.87 0.86 0.96 0.27 6.4 0.031 0.052
## nurse_nutr_info 0.86 0.85 0.95 0.25 5.7 0.034 0.052
## pharmacist_nutr_info 0.86 0.85 0.95 0.25 5.6 0.034 0.054
## books_mags_nutr_info 0.86 0.85 0.96 0.25 5.6 0.034 0.057
## ads_nutr_info 0.87 0.87 0.96 0.28 6.6 0.031 0.046
## news_tv_nutr_info 0.87 0.86 0.96 0.27 6.2 0.031 0.049
## med.r
## blogs_nutr_info 0.27
## news_nutr_info 0.26
## podcasts_nutr_info 0.27
## pro_website_nutr_info 0.27
## phone_app_nutr_info 0.27
## social_media_nutr_info 0.30
## gen_web_nutr_info 0.27
## organize_web_nutr_info 0.26
## chiro_nutr_info 0.30
## dietitian_nutr_info 0.30
## doctor_nutr_info 0.26
## fam_friends_nutr_info 0.27
## naturopath_nutr_info 0.30
## nurse_nutr_info 0.27
## pharmacist_nutr_info 0.28
## books_mags_nutr_info 0.28
## ads_nutr_info 0.30
## news_tv_nutr_info 0.30
##
## Item statistics
## n raw.r std.r r.cor r.drop mean sd
## blogs_nutr_info 32 0.67 0.68 0.67 0.62 1.5 0.84
## news_nutr_info 32 0.78 0.78 0.78 0.73 2.6 0.91
## podcasts_nutr_info 32 0.70 0.68 0.68 0.65 1.5 0.84
## pro_website_nutr_info 32 0.68 0.66 0.65 0.60 2.4 1.16
## phone_app_nutr_info 32 0.56 0.55 0.53 0.48 1.6 0.95
## social_media_nutr_info 32 0.27 0.30 0.26 0.20 1.4 0.66
## gen_web_nutr_info 32 0.68 0.67 0.68 0.61 2.3 1.07
## organize_web_nutr_info 32 0.78 0.78 0.79 0.73 2.5 1.08
## chiro_nutr_info 32 0.37 0.40 0.39 0.32 1.2 0.54
## dietitian_nutr_info 32 0.38 0.40 0.39 0.31 1.4 0.72
## doctor_nutr_info 32 0.68 0.67 0.66 0.60 2.3 1.08
## fam_friends_nutr_info 32 0.60 0.60 0.58 0.51 2.6 1.08
## naturopath_nutr_info 32 0.31 0.28 0.26 0.21 1.4 0.98
## nurse_nutr_info 32 0.60 0.58 0.57 0.52 1.8 1.05
## pharmacist_nutr_info 32 0.63 0.60 0.61 0.56 1.7 1.00
## books_mags_nutr_info 32 0.60 0.62 0.60 0.53 2.2 0.80
## ads_nutr_info 32 0.14 0.18 0.15 0.08 1.4 0.55
## news_tv_nutr_info 32 0.33 0.35 0.34 0.24 2.0 0.86
##
## Non missing response frequency for each item
## 1 2 3 4 5 miss
## blogs_nutr_info 0.69 0.09 0.22 0.00 0.00 0
## news_nutr_info 0.19 0.16 0.56 0.09 0.00 0
## podcasts_nutr_info 0.66 0.19 0.12 0.03 0.00 0
## pro_website_nutr_info 0.34 0.09 0.38 0.19 0.00 0
## phone_app_nutr_info 0.66 0.16 0.12 0.06 0.00 0
## social_media_nutr_info 0.72 0.19 0.09 0.00 0.00 0
## gen_web_nutr_info 0.28 0.25 0.31 0.16 0.00 0
## organize_web_nutr_info 0.28 0.12 0.44 0.16 0.00 0
## chiro_nutr_info 0.88 0.06 0.06 0.00 0.00 0
## dietitian_nutr_info 0.66 0.28 0.03 0.03 0.00 0
## doctor_nutr_info 0.31 0.25 0.28 0.16 0.00 0
## fam_friends_nutr_info 0.16 0.34 0.34 0.09 0.06 0
## naturopath_nutr_info 0.84 0.03 0.06 0.03 0.03 0
## nurse_nutr_info 0.53 0.19 0.19 0.09 0.00 0
## pharmacist_nutr_info 0.66 0.09 0.19 0.06 0.00 0
## books_mags_nutr_info 0.22 0.31 0.47 0.00 0.00 0
## ads_nutr_info 0.66 0.31 0.03 0.00 0.00 0
## news_tv_nutr_info 0.38 0.28 0.34 0.00 0.00 0