Analysing Social Media Data to Understand the Neural Basis of Social Media Addiction
Adeoye Adeniran
2026-01-11
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install.packagesinstall
Load dataset
data <- read.csv("C:/Users/user/Desktop/first semester courses/Capstone project/archive/Dataset1/processed_dataset.csv", stringsAsFactors = FALSE)Clean column names
colnames(data) <- make.names(colnames(data))Convert relevant columns to factors
categorical_cols <- c("Age", "Gender", "Profession", "Social.media.usage", "SMA_LABEL")
data <- data %>%
mutate(across(all_of(categorical_cols[categorical_cols %in% colnames(data)]), as.factor))
head(data,217)## Age Gender Profession
## 1 >35 Male Doctor
## 2 19-25 Male Post Graduate (PG)
## 3 19-25 Male Post Graduate (PG)
## 4 19-25 Female Post Graduate (PG)
## 5 >35 Male Post Graduate (PG)
## 6 19-25 Female Post Graduate (PG)
## 7 19-25 Male Post Graduate (PG)
## 8 >35 Male Post Graduate (PG)
## 9 19-25 Male Under Graduate (UG)
## 10 19-25 Male Post Graduate (PG)
## 11 19-25 Male Under Graduate (UG)
## 12 26-35 Male Post Graduate (PG)
## 13 >35 Male Post Graduate (PG)
## 14 >35 Male Job
## 15 >35 Female Job
## 16 >35 Female Job
## 17 19-25 Male Under Graduate (UG)
## 18 19-25 Male Under Graduate (UG)
## 19 19-25 Male Under Graduate (UG)
## 20 19-25 Female Under Graduate (UG)
## 21 19-25 Male Post Graduate (PG)
## 22 19-25 Female Post Graduate (PG)
## 23 19-25 Male Under Graduate (UG)
## 24 19-25 Male Under Graduate (UG)
## 25 19-25 Female Job
## 26 19-25 Male Under Graduate (UG)
## 27 19-25 Male Post Graduate (PG)
## 28 19-25 Male Under Graduate (UG)
## 29 19-25 Male Under Graduate (UG)
## 30 >35 Male Post Graduate (PG)
## 31 19-25 Female Post Graduate (PG)
## 32 19-25 Male Under Graduate (UG)
## 33 19-25 Male Post Graduate (PG)
## 34 19-25 Female Under Graduate (UG)
## 35 19-25 Female Post Graduate (PG)
## 36 >35 Male Post Graduate (PG)
## 37 19-25 Female Under Graduate (UG)
## 38 19-25 Male Post Graduate (PG)
## 39 >35 Male Under Graduate (UG)
## 40 >35 Male Job
## 41 19-25 Male Under Graduate (UG)
## 42 19-25 Female Under Graduate (UG)
## 43 19-25 Male Under Graduate (UG)
## 44 19-25 Male Under Graduate (UG)
## 45 19-25 Female Job
## 46 >35 Male Post Graduate (PG)
## 47 19-25 Male Under Graduate (UG)
## 48 19-25 Male Post Graduate (PG)
## 49 19-25 Male Job
## 50 19-25 Male Post Graduate (PG)
## 51 19-25 Male Under Graduate (UG)
## 52 26-35 Male Job
## 53 19-25 Male Job
## 54 19-25 Male Post Graduate (PG)
## 55 19-25 Male Job
## 56 19-25 Male Under Graduate (UG)
## 57 19-25 Male Post Graduate (PG)
## 58 19-25 Female Under Graduate (UG)
## 59 19-25 Male Under Graduate (UG)
## 60 19-25 Female Post Graduate (PG)
## 61 19-25 Male Post Graduate (PG)
## 62 19-25 Male Under Graduate (UG)
## 63 19-25 Female Post Graduate (PG)
## 64 19-25 Female Under Graduate (UG)
## 65 19-25 Female Post Graduate (PG)
## 66 19-25 Male Under Graduate (UG)
## 67 19-25 Female Post Graduate (PG)
## 68 19-25 Female Post Graduate (PG)
## 69 >35 Female Job
## 70 19-25 Male Post Graduate (PG)
## 71 19-25 Male Under Graduate (UG)
## 72 19-25 Male Under Graduate (UG)
## 73 19-25 Male Under Graduate (UG)
## 74 19-25 Female Under Graduate (UG)
## 75 19-25 Female Under Graduate (UG)
## 76 >35 Female Housewife
## 77 19-25 Male Post Graduate (PG)
## 78 >35 Male Under Graduate (UG)
## 79 19-25 Female Under Graduate (UG)
## 80 19-25 Female Under Graduate (UG)
## 81 >35 Female Singer, content writer, translator,
## 82 19-25 Male Under Graduate (UG)
## 83 19-25 Male Under Graduate (UG)
## 84 19-25 Female Under Graduate (UG)
## 85 19-25 Male Under Graduate (UG)
## 86 19-25 Male Under Graduate (UG)
## 87 19-25 Male Under Graduate (UG)
## 88 19-25 Male Under Graduate (UG)
## 89 19-25 Male Under Graduate (UG)
## 90 19-25 Female Under Graduate (UG)
## 91 19-25 Male Under Graduate (UG)
## 92 19-25 Female Under Graduate (UG)
## 93 19-25 Female Under Graduate (UG)
## 94 19-25 Male Under Graduate (UG)
## 95 19-25 Male Under Graduate (UG)
## 96 19-25 Male Under Graduate (UG)
## 97 19-25 Male Under Graduate (UG)
## 98 19-25 Female Under Graduate (UG)
## 99 19-25 Male Under Graduate (UG)
## 100 19-25 Male Under Graduate (UG)
## 101 19-25 Female Under Graduate (UG)
## 102 19-25 Female Under Graduate (UG)
## 103 19-25 Male Under Graduate (UG)
## 104 19-25 Female Under Graduate (UG)
## 105 13-18 Male Under Graduate (UG)
## 106 19-25 Male Under Graduate (UG)
## 107 19-25 Male Under Graduate (UG)
## 108 19-25 Male Under Graduate (UG)
## 109 19-25 Male Under Graduate (UG)
## 110 19-25 Female Under Graduate (UG)
## 111 19-25 Male Under Graduate (UG)
## 112 >35 Male Job
## 113 19-25 Male Under Graduate (UG)
## 114 19-25 Male Under Graduate (UG)
## 115 19-25 Male Under Graduate (UG)
## 116 19-25 Male Under Graduate (UG)
## 117 19-25 Male Post Graduate (PG)
## 118 26-35 Male Job
## 119 19-25 Female Under Graduate (UG)
## 120 19-25 Female Under Graduate (UG)
## 121 19-25 Male Under Graduate (UG)
## 122 19-25 Female Under Graduate (UG)
## 123 19-25 Male Under Graduate (UG)
## 124 19-25 Male Under Graduate (UG)
## 125 19-25 Female Job
## 126 19-25 Female Job
## 127 19-25 Male Under Graduate (UG)
## 128 19-25 Male Under Graduate (UG)
## 129 19-25 Male Job
## 130 19-25 Female Job
## 131 19-25 Male Job
## 132 19-25 Male Post Graduate (PG)
## 133 26-35 Male Job
## 134 19-25 Male Job
## 135 19-25 Male Post Graduate (PG)
## 136 19-25 Male Post Graduate (PG)
## 137 19-25 Female Post Graduate (PG)
## 138 19-25 Male Preparation for competitive exams
## 139 19-25 Male Under Graduate (UG)
## 140 19-25 Male Under Graduate (UG)
## 141 13-18 Male Under Graduate (UG)
## 142 13-18 Male Under Graduate (UG)
## 143 19-25 Male Post Graduate (PG)
## 144 19-25 Female Job
## 145 19-25 Male Job
## 146 19-25 Female Post Graduate (PG)
## 147 19-25 Male Post Graduate (PG)
## 148 19-25 Female Preparation for government job
## 149 26-35 Female Post Graduate (PG)
## 150 >35 Female Post Graduate (PG)
## 151 >35 Female Post Graduate (PG)
## 152 >35 Male PhD
## 153 19-25 Female Post Graduate (PG)
## 154 19-25 Male Post Graduate (PG)
## 155 19-25 Female B.ed
## 156 26-35 Male Job
## 157 26-35 Female Job
## 158 19-25 Male Post Graduate (PG)
## 159 26-35 Female PhD
## 160 26-35 Male Post Graduate (PG)
## 161 19-25 Female Post Graduate (PG)
## 162 19-25 Female Post Graduate (PG)
## 163 19-25 Female Phd scholar
## 164 19-25 Female Post Graduate (PG)
## 165 26-35 Male Post Graduate (PG)
## 166 26-35 Female Job
## 167 >35 Male Job
## 168 19-25 Female Post Graduate (PG)
## 169 19-25 Female Post Graduate (PG)
## 170 19-25 Female Post Graduate (PG)
## 171 26-35 Female Job
## 172 19-25 Female Government job ni taiyaari
## 173 19-25 Male Unemployee
## 174 19-25 Male Post Graduate (PG)
## 175 19-25 Female Post Graduate (PG)
## 176 19-25 Female Under Graduate (UG)
## 177 >35 Female Job
## 178 26-35 Female Job
## 179 26-35 Female Post Graduate (PG)
## 180 26-35 Male Job
## 181 26-35 Female Post Graduate (PG)
## 182 19-25 Female Post Graduate (PG)
## 183 26-35 Male Police constable
## 184 26-35 Female Post Graduate (PG)
## 185 19-25 Female Post Graduate (PG)
## 186 19-25 Female Job
## 187 19-25 Male Post Graduate (PG)
## 188 26-35 Female Post Graduate (PG)
## 189 26-35 Female Job
## 190 26-35 Female Post Graduate (PG)
## 191 26-35 Male પરીક્ષાની તૈયારી
## 192 26-35 Male M.A BE.d
## 193 19-25 Female Preparing for net
## 194 26-35 Male Job
## 195 26-35 Female Post Graduate (PG)
## 196 26-35 Female Job
## 197 26-35 Female Ph.d scholar
## 198 19-25 Female Post Graduate (PG)
## 199 26-35 Female B. Ed, M. A, M. Ed
## 200 26-35 Male Job
## 201 26-35 Female Post Graduate (PG)
## 202 26-35 Female Post Graduate (PG)
## 203 >35 Female Phd running
## 204 26-35 Female Job
## 205 >35 Female Job
## 206 26-35 Female Job
## 207 19-25 Female Post Graduate (PG)
## 208 26-35 Female Job
## 209 26-35 Female Job
## 210 19-25 Female Job
## 211 19-25 Female Under Graduate (UG)
## 212 13-18 Female Under Graduate (UG)
## 213 19-25 Male Under Graduate (UG)
## 214 13-18 Male Under Graduate (UG)
## 215 19-25 Male Under Graduate (UG)
## 216 19-25 Male Under Graduate (UG)
## Account.apps
## 1 WhatsApp, Facebook
## 2 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 3 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 4 WhatsApp, Youtube, Instagram, Twitter, Telegram
## 5 WhatsApp, Youtube, Facebook, Telegram, LinkedIn
## 6 WhatsApp, Youtube, Facebook, LinkedIn
## 7 Instagram
## 8 WhatsApp, Facebook, LinkedIn
## 9 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 10 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn, Snapchat
## 11 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 12 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 13 WhatsApp, Youtube, Instagram, Facebook, Twitter
## 14 WhatsApp, Facebook, Telegram, LinkedIn
## 15 WhatsApp
## 16 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 17 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn, 9gag
## 18 WhatsApp, Youtube
## 19 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 20 WhatsApp, Youtube, Instagram, Facebook
## 21 WhatsApp, Youtube, Instagram, Facebook
## 22 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 23 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 24 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 25 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 26 WhatsApp, Youtube, Instagram, Facebook
## 27 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 28 WhatsApp, Youtube, Twitter, Telegram
## 29 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 30 WhatsApp, Youtube, Instagram, Facebook, LinkedIn
## 31 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 32 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 33 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 34 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 35 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 36 WhatsApp
## 37 WhatsApp, Instagram, Facebook, Twitter, Telegram
## 38 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn, Reddit
## 39 WhatsApp, Facebook
## 40 WhatsApp, Youtube, Facebook
## 41 WhatsApp, Youtube, LinkedIn
## 42 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 43 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 44 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 45 WhatsApp, Youtube, Instagram, Facebook, LinkedIn
## 46 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 47 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 48 WhatsApp, Youtube, Twitter, Telegram, LinkedIn
## 49 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 50 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 51 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 52 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 53 WhatsApp, Telegram, Reddit, Github
## 54 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 55 WhatsApp, Youtube, LinkedIn
## 56 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 57 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 58 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 59 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 60 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 61 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 62 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 63 WhatsApp, Youtube, Instagram, Facebook, LinkedIn
## 64 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 65 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 66 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 67 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 68 WhatsApp, Youtube, Instagram, Telegram
## 69 WhatsApp, Youtube, Facebook, Telegram, LinkedIn
## 70 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 71 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 72 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 73 WhatsApp, Youtube
## 74 WhatsApp, Youtube, Instagram, Telegram
## 75 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 76 WhatsApp, Youtube, Instagram
## 77 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 78 WhatsApp, Facebook, LinkedIn
## 79 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 80 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 81 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, Signal
## 82 WhatsApp, Youtube, Instagram, Facebook, Twitter
## 83 WhatsApp, Youtube, Instagram, Telegram
## 84 WhatsApp, Youtube, Telegram
## 85 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 86 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 87 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 88 WhatsApp, Youtube, Instagram, Facebook, Twitter, LinkedIn
## 89 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn, snapchat
## 90 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 91 WhatsApp, Youtube, Instagram, Facebook, Twitter, LinkedIn
## 92 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 93 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn, Snapchat, google playbook
## 94 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 95 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 96 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn, Reddit, Quora, Pinterest
## 97 WhatsApp, Youtube, Instagram, Facebook, Twitter
## 98 WhatsApp, LinkedIn
## 99 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 100 WhatsApp, LinkedIn
## 101 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 102 WhatsApp, Youtube, Instagram
## 103 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 104 WhatsApp, Youtube, Telegram
## 105 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 106 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn, Snapchat, signal
## 107 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 108 WhatsApp, Instagram, Facebook, Telegram, LinkedIn
## 109 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 110 WhatsApp, Youtube, Instagram, Telegram, Snapchat, pinterest
## 111 WhatsApp, Youtube, Instagram, Facebook, Twitter, LinkedIn
## 112 WhatsApp, Youtube, Instagram, Facebook, Twitter, LinkedIn
## 113 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 114 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn, Snapchat,Skype,Hike
## 115 WhatsApp, Youtube, Instagram, Telegram
## 116 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 117 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 118 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 119 WhatsApp, Youtube, Instagram, LinkedIn
## 120 WhatsApp, Instagram, Telegram
## 121 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 122 WhatsApp, Youtube, Telegram, LinkedIn, Quora
## 123 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 124 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 125 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 126 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 127 WhatsApp, Instagram, LinkedIn
## 128 Youtube, Instagram
## 129 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 130 WhatsApp, Youtube
## 131 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 132 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 133 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 134 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 135 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 136 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 137 WhatsApp, Youtube, Instagram, Telegram
## 138 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 139 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 140 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 141 WhatsApp, Instagram, Facebook, Telegram
## 142 WhatsApp, Youtube, Instagram, Facebook
## 143 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 144 WhatsApp, Youtube, Instagram, LinkedIn
## 145 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 146 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 147 WhatsApp, Youtube, Facebook, Telegram, LinkedIn
## 148 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 149 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 150 WhatsApp, Instagram
## 151 WhatsApp, Telegram
## 152 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 153 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 154 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 155 WhatsApp, Youtube, Instagram, Telegram
## 156 WhatsApp, Telegram
## 157 WhatsApp, Youtube, Instagram, Telegram
## 158 WhatsApp, Youtube, Instagram, Telegram
## 159 WhatsApp, Youtube, Telegram
## 160 WhatsApp, Instagram, Telegram
## 161 WhatsApp, Youtube, Facebook, Twitter, Telegram, LinkedIn
## 162 WhatsApp, Instagram, Telegram
## 163 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 164 WhatsApp, Youtube, Telegram
## 165 WhatsApp, Youtube, Facebook, Twitter, Telegram
## 166 WhatsApp
## 167 WhatsApp
## 168 WhatsApp, Youtube, Telegram, LinkedIn, Snapchat
## 169 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn, Snapchat
## 170 WhatsApp, Youtube, Telegram
## 171 WhatsApp, Youtube, Telegram
## 172 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 173 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 174 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 175 WhatsApp, Youtube, Telegram
## 176 WhatsApp, Youtube, Instagram, Telegram
## 177 WhatsApp, Instagram, Facebook, Telegram
## 178 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 179 WhatsApp, Youtube, Telegram, LinkedIn
## 180 WhatsApp, Instagram, Telegram
## 181 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 182 WhatsApp, Instagram, Telegram
## 183 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 184 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 185 WhatsApp, Youtube, Telegram
## 186 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 187 WhatsApp, Youtube, Instagram, Telegram
## 188 Telegram
## 189 WhatsApp, Youtube, Facebook, Telegram
## 190 WhatsApp, Youtube
## 191 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 192 Telegram
## 193 WhatsApp, Instagram, Facebook, Telegram
## 194 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 195 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 196 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 197 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 198 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 199 WhatsApp, Instagram, Facebook, Telegram
## 200 WhatsApp, Youtube, Facebook, Telegram
## 201 WhatsApp, Youtube, Facebook, Telegram
## 202 WhatsApp, Youtube, Instagram, Twitter, Telegram
## 203 WhatsApp, Telegram
## 204 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 205 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 206 WhatsApp, Instagram, Facebook, Telegram, LinkedIn
## 207 WhatsApp, Instagram, Telegram, LinkedIn
## 208 WhatsApp, Instagram, Facebook, LinkedIn
## 209 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 210 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 211 WhatsApp, Instagram
## 212 WhatsApp, Youtube, Instagram, Telegram
## 213 WhatsApp, Youtube, Instagram
## 214 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 215 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 216 WhatsApp, Youtube, Instagram, Facebook, Telegram
## Frequently.used.apps
## 1 WhatsApp, Facebook
## 2 WhatsApp, Youtube, Instagram, Facebook
## 3 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 4 WhatsApp, Youtube, Instagram, Telegram, Snapchat
## 5 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 6 WhatsApp, Youtube
## 7 WhatsApp, Youtube, Instagram, Facebook
## 8 LinkedIn
## 9 WhatsApp, Youtube
## 10 WhatsApp, Youtube, Instagram, Facebook
## 11 WhatsApp, Youtube, Instagram, LinkedIn
## 12 WhatsApp, Youtube, Instagram, Facebook, LinkedIn
## 13 WhatsApp, Youtube, Facebook
## 14 WhatsApp
## 15 WhatsApp, Youtube
## 16 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 17 WhatsApp, Youtube, Twitter, 9gag
## 18 WhatsApp, Youtube
## 19 WhatsApp, Youtube, Instagram, LinkedIn
## 20 Youtube
## 21 WhatsApp, Youtube, Instagram, Facebook
## 22 WhatsApp, Youtube, Instagram, Facebook, Twitter, LinkedIn
## 23 WhatsApp, Youtube, Instagram
## 24 WhatsApp, Youtube, Instagram, LinkedIn
## 25 WhatsApp
## 26 Youtube
## 27 WhatsApp, Youtube, Instagram, Facebook
## 28 WhatsApp, Youtube
## 29 WhatsApp, Youtube, Instagram
## 30 WhatsApp, Youtube, Facebook, LinkedIn
## 31 WhatsApp, Youtube, Instagram
## 32 WhatsApp, Youtube, Instagram
## 33 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 34 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 35 WhatsApp, Youtube, Instagram, Telegram
## 36 WhatsApp
## 37 WhatsApp, Instagram
## 38 WhatsApp, Youtube, Instagram, LinkedIn
## 39 WhatsApp
## 40 WhatsApp, Youtube, Facebook
## 41 Youtube
## 42 WhatsApp, Youtube, Instagram, Facebook
## 43 WhatsApp, Youtube, Instagram, Telegram
## 44 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 45 WhatsApp, Youtube, Instagram
## 46 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 47 WhatsApp, Youtube, Instagram, Facebook
## 48 WhatsApp, Youtube, Telegram
## 49 WhatsApp, Youtube, Instagram, Facebook, LinkedIn
## 50 WhatsApp, Youtube, Instagram
## 51 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 52 WhatsApp, Youtube, LinkedIn
## 53 WhatsApp, Youtube, Telegram, github, firefox, chrome, reddit, spotify, gmail, upwork
## 54 WhatsApp, Youtube, LinkedIn
## 55 WhatsApp, Youtube, LinkedIn
## 56 WhatsApp, Youtube, Instagram, LinkedIn
## 57 WhatsApp, Youtube, Instagram, LinkedIn
## 58 WhatsApp, Youtube, Instagram
## 59 WhatsApp, Youtube, Instagram
## 60 WhatsApp, Youtube, Instagram
## 61 WhatsApp, Youtube
## 62 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, LinkedIn
## 63 WhatsApp, Youtube, Instagram
## 64 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 65 WhatsApp, Instagram
## 66 WhatsApp, Youtube, Instagram
## 67 WhatsApp, Youtube, Instagram
## 68 WhatsApp, Instagram, Telegram
## 69 WhatsApp, Youtube
## 70 Instagram, Twitter, Telegram
## 71 WhatsApp, Youtube, Instagram
## 72 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 73 WhatsApp
## 74 WhatsApp, Instagram
## 75 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 76 WhatsApp, Instagram
## 77 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 78 WhatsApp, Youtube
## 79 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 80 WhatsApp, Youtube, Instagram
## 81 WhatsApp, Youtube, Instagram, Facebook
## 82 WhatsApp, Youtube, Instagram, Facebook, Twitter
## 83 WhatsApp, Youtube
## 84 Youtube
## 85 WhatsApp, Youtube, Instagram, Telegram
## 86 Youtube, LinkedIn
## 87 WhatsApp, Youtube, Instagram, Twitter
## 88 WhatsApp
## 89 WhatsApp, Youtube, Instagram
## 90 WhatsApp, Youtube, Instagram, Telegram
## 91 WhatsApp
## 92 WhatsApp, Youtube
## 93 WhatsApp, Twitter, Google playbook
## 94 WhatsApp, Youtube, Instagram
## 95 WhatsApp, Youtube, Twitter, LinkedIn
## 96 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 97 WhatsApp, Youtube, Instagram, Twitter
## 98 WhatsApp, Youtube, LinkedIn
## 99 WhatsApp, Youtube, Instagram, LinkedIn
## 100 WhatsApp, Youtube
## 101 WhatsApp, Youtube, Instagram, Twitter, Telegram
## 102 WhatsApp, Youtube, Instagram
## 103 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 104 WhatsApp
## 105 WhatsApp, Youtube, Instagram
## 106 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, Snapchat
## 107 WhatsApp, Youtube, Instagram
## 108 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 109 WhatsApp, Youtube, Instagram, LinkedIn
## 110 WhatsApp, Youtube, Instagram, Snapchat
## 111 WhatsApp, Youtube
## 112 WhatsApp, Youtube
## 113 Youtube
## 114 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram, Snapchat,Hike,BGMI
## 115 WhatsApp, Youtube, Instagram
## 116 WhatsApp, Youtube
## 117 Youtube, Facebook, Telegram
## 118 WhatsApp, Youtube, Facebook
## 119 WhatsApp, Youtube, Instagram, LinkedIn
## 120 WhatsApp, Youtube, Instagram, Telegram
## 121 WhatsApp, Youtube, LinkedIn
## 122 WhatsApp, Youtube
## 123 WhatsApp, Youtube, Instagram, Twitter, Telegram, LinkedIn
## 124 WhatsApp, Youtube, Telegram
## 125 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 126 Youtube, Instagram, LinkedIn
## 127 WhatsApp, Facebook, LinkedIn
## 128 Youtube, Instagram
## 129 WhatsApp, Youtube, Instagram, Facebook, Telegram, LinkedIn
## 130 WhatsApp, Youtube
## 131 WhatsApp, Instagram, Facebook, LinkedIn
## 132 WhatsApp, Facebook, Twitter
## 133 WhatsApp, Youtube, Instagram
## 134 WhatsApp, Youtube, Instagram
## 135 WhatsApp, Youtube, Instagram
## 136 WhatsApp, Youtube, Instagram, Telegram, LinkedIn
## 137 WhatsApp
## 138 WhatsApp, Youtube
## 139 WhatsApp, Youtube, Instagram, Telegram
## 140 Instagram, Twitter
## 141 WhatsApp, Instagram, Telegram
## 142 WhatsApp, Youtube, Instagram, Facebook
## 143 WhatsApp, Youtube, Instagram
## 144 WhatsApp, Instagram, LinkedIn
## 145 WhatsApp, Youtube, Instagram, Facebook
## 146 Instagram, Telegram
## 147 WhatsApp, Youtube
## 148 Youtube, Telegram
## 149 WhatsApp, Youtube, Facebook, Telegram
## 150 WhatsApp, Telegram
## 151 WhatsApp, Youtube
## 152 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 153 Youtube
## 154 WhatsApp, Youtube, Telegram
## 155 WhatsApp, Instagram, Telegram
## 156 WhatsApp, Youtube, Telegram
## 157 WhatsApp, Youtube, Instagram, Telegram
## 158 Youtube, Telegram
## 159 WhatsApp, Youtube, Telegram
## 160 WhatsApp, Instagram, Twitter, Telegram
## 161 Youtube, Telegram
## 162 WhatsApp, Youtube, Telegram
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## 164 WhatsApp, Youtube, Telegram
## 165 WhatsApp, Youtube, Facebook, LinkedIn
## 166 WhatsApp
## 167 WhatsApp
## 168 WhatsApp, Youtube, Telegram, LinkedIn
## 169 WhatsApp, Youtube, Telegram
## 170 WhatsApp, Youtube, Telegram
## 171 WhatsApp, Youtube, Telegram
## 172 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 173 WhatsApp, Instagram
## 174 WhatsApp, Instagram, Twitter
## 175 WhatsApp, Telegram
## 176 Telegram
## 177 WhatsApp, Instagram, Facebook, Telegram
## 178 WhatsApp, Youtube, Telegram
## 179 Telegram, LinkedIn
## 180 WhatsApp
## 181 WhatsApp, Youtube, Instagram, Telegram
## 182 WhatsApp, Instagram, Telegram
## 183 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 184 WhatsApp, Youtube, Telegram
## 185 WhatsApp, Youtube, Telegram
## 186 WhatsApp, Youtube
## 187 Youtube, Instagram
## 188 Telegram
## 189 WhatsApp, Youtube, Facebook, Telegram
## 190 Youtube
## 191 WhatsApp, Youtube
## 192 Telegram
## 193 WhatsApp, Telegram
## 194 WhatsApp, Youtube, Instagram, Facebook
## 195 WhatsApp, Youtube, Telegram
## 196 WhatsApp, Youtube, Instagram, Facebook, Twitter, Telegram
## 197 WhatsApp, Youtube, Instagram, Telegram
## 198 WhatsApp, Youtube, Instagram, Telegram
## 199 WhatsApp, Instagram, Facebook
## 200 WhatsApp, Youtube, Facebook
## 201 WhatsApp, Youtube, Telegram
## 202 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 203 WhatsApp, Telegram
## 204 WhatsApp, Youtube, Instagram, Facebook, Telegram
## 205 WhatsApp, Youtube, Facebook, Telegram
## 206 WhatsApp, Instagram, Facebook
## 207 WhatsApp, Instagram, Telegram, LinkedIn
## 208 WhatsApp, Youtube, Instagram, LinkedIn
## 209 WhatsApp, Youtube, Instagram
## 210 WhatsApp, Youtube, Instagram, Facebook
## 211 WhatsApp
## 212 LinkedIn
## 213 WhatsApp, Youtube, Instagram
## 214 WhatsApp, Instagram
## 215 WhatsApp, Youtube, Instagram, Telegram
## 216 WhatsApp, Youtube, Instagram
## Started.since Social.media.usage Notification.Response
## 1 more than 5 years 1 - 2hours Immediately only if it's important
## 2 4 years 2 - 3 hours Immediately only if it's important
## 3 4 years 2 - 3 hours Immediately only if it's important
## 4 5 years 3 - 4 hours I put off notifications
## 5 more than 5 years 1 - 2hours Whenever took a phone
## 6 more than 5 years 1 - 2hours Immediately only if it's important
## 7 more than 5 years 1 - 2hours Immediately only if it's important
## 8 more than 5 years less than a hour I Don't respond if it's not important
## 9 3 years > 4 hours I Don't respond if it's not important
## 10 more than 5 years 3 - 4 hours Immediately only if it's important
## 11 3 years 2 - 3 hours Whenever took a phone
## 12 5 years 2 - 3 hours Immediately only if it's important
## 13 5 years 2 - 3 hours Immediately
## 14 more than 5 years 1 - 2hours Whenever took a phone
## 15 more than 5 years 2 - 3 hours As soon as possible
## 16 more than 5 years 2 - 3 hours I Don't respond if it's not important
## 17 more than 5 years 2 - 3 hours I Don't respond if it's not important
## 18 3 years less than a hour I put off notifications
## 19 more than 5 years 1 - 2hours Whenever took a phone
## 20 3 years less than a hour I put off notifications
## 21 more than 5 years 3 - 4 hours As soon as possible
## 22 more than 5 years 2 - 3 hours Immediately only if it's important
## 23 4 years 1 - 2hours Whenever took a phone
## 24 4 years 1 - 2hours I Don't respond if it's not important
## 25 5 years less than a hour I Don't respond if it's not important
## 26 3 years 1 - 2hours Whenever took a phone
## 27 more than 5 years 2 - 3 hours I Don't respond if it's not important
## 28 more than 5 years 1 - 2hours Whenever took a phone
## 29 4 years less than a hour Immediately only if it's important
## 30 more than 5 years 1 - 2hours I Don't respond if it's not important
## 31 5 years 2 - 3 hours I Don't respond if it's not important
## 32 3 years 1 - 2hours As soon as possible
## 33 5 years 1 - 2hours Immediately only if it's important
## 34 3 years 1 - 2hours Whenever took a phone
## 35 more than 5 years 2 - 3 hours Whenever took a phone
## 36 more than 5 years > 4 hours I Don't respond if it's not important
## 37 more than 5 years 2 - 3 hours Whenever took a phone
## 38 more than 5 years 2 - 3 hours Immediately only if it's important
## 39 4 years 1 - 2hours I Don't respond if it's not important
## 40 5 years less than a hour As soon as possible
## 41 2 years less than a hour I put off notifications
## 42 more than 5 years 2 - 3 hours I Don't respond if it's not important
## 43 more than 5 years 1 - 2hours Whenever took a phone
## 44 3 years 2 - 3 hours Whenever took a phone
## 45 5 years 3 - 4 hours As soon as possible
## 46 more than 5 years 2 - 3 hours I put off notifications
## 47 3 years 3 - 4 hours Whenever took a phone
## 48 1 year less than a hour Whenever took a phone
## 49 5 years 2 - 3 hours As soon as possible
## 50 more than 5 years 1 - 2hours Immediately only if it's important
## 51 more than 5 years 2 - 3 hours Immediately only if it's important
## 52 more than 5 years 3 - 4 hours I put off notifications
## 53 more than 5 years 1 - 2hours Whenever took a phone
## 54 more than 5 years 2 - 3 hours As soon as possible
## 55 5 years 1 - 2hours I put off notifications
## 56 more than 5 years less than a hour Whenever took a phone
## 57 more than 5 years 2 - 3 hours Immediately only if it's important
## 58 5 years 1 - 2hours As soon as possible
## 59 more than 5 years 3 - 4 hours As soon as possible
## 60 5 years 2 - 3 hours I Don't respond if it's not important
## 61 4 years 2 - 3 hours Immediately only if it's important
## 62 more than 5 years > 4 hours Immediately only if it's important
## 63 4 years 2 - 3 hours Whenever took a phone
## 64 3 years 1 - 2hours I Don't respond if it's not important
## 65 3 years 2 - 3 hours I Don't respond if it's not important
## 66 more than 5 years 2 - 3 hours As soon as possible
## 67 4 years 2 - 3 hours Whenever took a phone
## 68 3 years less than a hour Immediately only if it's important
## 69 more than 5 years less than a hour I put off notifications
## 70 2 years 2 - 3 hours Whenever took a phone
## 71 more than 5 years > 4 hours Immediately
## 72 2 years 2 - 3 hours Whenever took a phone
## 73 more than 5 years less than a hour Immediately only if it's important
## 74 3 years 3 - 4 hours As soon as possible
## 75 2 years 2 - 3 hours I Don't respond if it's not important
## 76 more than 5 years 1 - 2hours I put off notifications
## 77 more than 5 years 3 - 4 hours I put off notifications
## 78 more than 5 years 1 - 2hours As soon as possible
## 79 2 years 1 - 2hours I put off notifications
## 80 3 years 3 - 4 hours Immediately only if it's important
## 81 more than 5 years > 4 hours As soon as possible
## 82 3 years 1 - 2hours As soon as possible
## 83 2 years 2 - 3 hours Whenever took a phone
## 84 4 years 3 - 4 hours Whenever took a phone
## 85 3 years 1 - 2hours As soon as possible
## 86 4 years 2 - 3 hours Whenever took a phone
## 87 5 years 2 - 3 hours Immediately only if it's important
## 88 more than 5 years 1 - 2hours I Don't respond if it's not important
## 89 3 years 2 - 3 hours Immediately only if it's important
## 90 5 years 1 - 2hours Whenever took a phone
## 91 3 years 2 - 3 hours Immediately only if it's important
## 92 3 years less than a hour I put off notifications
## 93 2 years 1 - 2hours I Don't respond if it's not important
## 94 3 years 2 - 3 hours Immediately only if it's important
## 95 5 years 2 - 3 hours Immediately only if it's important
## 96 2 years 2 - 3 hours Whenever took a phone
## 97 4 years 2 - 3 hours As soon as possible
## 98 2 years 3 - 4 hours Immediately only if it's important
## 99 5 years 2 - 3 hours Immediately
## 100 3 years 2 - 3 hours Whenever took a phone
## 101 2 years > 4 hours I Don't respond if it's not important
## 102 3 years 2 - 3 hours I Don't respond if it's not important
## 103 1 year 2 - 3 hours Whenever took a phone
## 104 5 years less than a hour Immediately only if it's important
## 105 1 year 2 - 3 hours Immediately
## 106 5 years 2 - 3 hours Whenever took a phone
## 107 2 years 3 - 4 hours Whenever took a phone
## 108 4 years 2 - 3 hours Immediately only if it's important
## 109 3 years less than a hour I put off notifications
## 110 3 years > 4 hours Whenever took a phone
## 111 4 years 2 - 3 hours I Don't respond if it's not important
## 112 more than 5 years less than a hour I Don't respond if it's not important
## 113 3 years 1 - 2hours Immediately only if it's important
## 114 4 years > 4 hours Immediately
## 115 2 years 2 - 3 hours I put off notifications
## 116 2 years 3 - 4 hours Immediately only if it's important
## 117 2 years 3 - 4 hours Immediately only if it's important
## 118 more than 5 years 3 - 4 hours Whenever took a phone
## 119 5 years 2 - 3 hours I Don't respond if it's not important
## 120 4 years 1 - 2hours I Don't respond if it's not important
## 121 more than 5 years less than a hour I Don't respond if it's not important
## 122 more than 5 years > 4 hours I Don't respond if it's not important
## 123 4 years 1 - 2hours I Don't respond if it's not important
## 124 4 years less than a hour I put off notifications
## 125 more than 5 years 1 - 2hours Whenever took a phone
## 126 more than 5 years 2 - 3 hours I Don't respond if it's not important
## 127 2 years 1 - 2hours Immediately only if it's important
## 128 less than a year 1 - 2hours Whenever took a phone
## 129 more than 5 years 1 - 2hours Whenever took a phone
## 130 5 years 2 - 3 hours Immediately
## 131 3 years 3 - 4 hours Whenever took a phone
## 132 more than 5 years 1 - 2hours Immediately only if it's important
## 133 1 year 1 - 2hours Whenever took a phone
## 134 5 years 2 - 3 hours Whenever took a phone
## 135 5 years 2 - 3 hours Immediately only if it's important
## 136 5 years 3 - 4 hours Immediately only if it's important
## 137 4 years 2 - 3 hours Immediately only if it's important
## 138 5 years 1 - 2hours Whenever took a phone
## 139 5 years 2 - 3 hours Immediately only if it's important
## 140 4 years 1 - 2hours I Don't respond if it's not important
## 141 4 years 2 - 3 hours Immediately only if it's important
## 142 less than a year 2 - 3 hours Immediately
## 143 more than 5 years 2 - 3 hours I Don't respond if it's not important
## 144 more than 5 years 2 - 3 hours Whenever took a phone
## 145 more than 5 years 2 - 3 hours Whenever took a phone
## 146 more than 5 years 2 - 3 hours Whenever took a phone
## 147 3 years > 4 hours Whenever took a phone
## 148 more than 5 years 2 - 3 hours I Don't respond if it's not important
## 149 3 years 2 - 3 hours Whenever took a phone
## 150 more than 5 years > 4 hours I put off notifications
## 151 3 years less than a hour Whenever took a phone
## 152 more than 5 years 3 - 4 hours I put off notifications
## 153 more than 5 years 2 - 3 hours I put off notifications
## 154 more than 5 years less than a hour As soon as possible
## 155 more than 5 years 2 - 3 hours I put off notifications
## 156 5 years 3 - 4 hours As soon as possible
## 157 4 years 1 - 2hours I put off notifications
## 158 3 years 2 - 3 hours Immediately only if it's important
## 159 more than 5 years 2 - 3 hours Immediately only if it's important
## 160 4 years 2 - 3 hours Immediately
## 161 5 years 2 - 3 hours I put off notifications
## 162 5 years 3 - 4 hours Immediately only if it's important
## 163 more than 5 years less than a hour As soon as possible
## 164 5 years 2 - 3 hours Whenever took a phone
## 165 2 years 1 - 2hours Immediately
## 166 more than 5 years 1 - 2hours Immediately only if it's important
## 167 more than 5 years 2 - 3 hours Immediately only if it's important
## 168 5 years 2 - 3 hours I put off notifications
## 169 3 years 2 - 3 hours Whenever took a phone
## 170 1 year 1 - 2hours I Don't respond if it's not important
## 171 3 years 2 - 3 hours I Don't respond if it's not important
## 172 4 years > 4 hours Whenever took a phone
## 173 more than 5 years > 4 hours I Don't respond if it's not important
## 174 more than 5 years > 4 hours Immediately
## 175 3 years 1 - 2hours Whenever took a phone
## 176 more than 5 years 2 - 3 hours Immediately only if it's important
## 177 5 years 1 - 2hours Immediately only if it's important
## 178 more than 5 years 2 - 3 hours Whenever took a phone
## 179 more than 5 years 1 - 2hours I Don't respond if it's not important
## 180 3 years less than a hour Whenever took a phone
## 181 more than 5 years 2 - 3 hours Immediately
## 182 4 years 2 - 3 hours Whenever took a phone
## 183 3 years less than a hour As soon as possible
## 184 more than 5 years > 4 hours Whenever took a phone
## 185 more than 5 years 2 - 3 hours Whenever took a phone
## 186 more than 5 years 2 - 3 hours I put off notifications
## 187 2 years 1 - 2hours As soon as possible
## 188 more than 5 years > 4 hours As soon as possible
## 189 more than 5 years 2 - 3 hours Immediately only if it's important
## 190 5 years 2 - 3 hours As soon as possible
## 191 more than 5 years 3 - 4 hours I Don't respond if it's not important
## 192 3 years 2 - 3 hours I Don't respond if it's not important
## 193 more than 5 years 2 - 3 hours Whenever took a phone
## 194 more than 5 years 3 - 4 hours I Don't respond if it's not important
## 195 more than 5 years 3 - 4 hours Whenever took a phone
## 196 more than 5 years 2 - 3 hours Immediately
## 197 more than 5 years 3 - 4 hours Immediately only if it's important
## 198 2 years 2 - 3 hours I put off notifications
## 199 more than 5 years 2 - 3 hours I Don't respond if it's not important
## 200 more than 5 years > 4 hours As soon as possible
## 201 more than 5 years 3 - 4 hours As soon as possible
## 202 5 years 1 - 2hours Whenever took a phone
## 203 2 years 3 - 4 hours Immediately
## 204 more than 5 years 2 - 3 hours Whenever took a phone
## 205 more than 5 years > 4 hours Immediately only if it's important
## 206 5 years 1 - 2hours Whenever took a phone
## 207 more than 5 years 3 - 4 hours As soon as possible
## 208 more than 5 years 1 - 2hours Whenever took a phone
## 209 more than 5 years 1 - 2hours Whenever took a phone
## 210 more than 5 years 2 - 3 hours I put off notifications
## 211 1 year 1 - 2hours Whenever took a phone
## 212 1 year 1 - 2hours I Don't respond if it's not important
## 213 3 years 3 - 4 hours Whenever took a phone
## 214 4 years > 4 hours Immediately
## 215 4 years 3 - 4 hours Whenever took a phone
## 216 1 year 2 - 3 hours Immediately only if it's important
## SMAQ1D SMAQ2D SMAQ3D SMAQ4D SMAQ5D SMAQ6D SEQ1D SEQ3D SEQ4D SEQ7D SEQ10D
## 1 1 3 1 1 1 1 3 3 3 3 3
## 2 4 1 3 4 4 3 2 2 3 2 2
## 3 2 3 1 2 2 4 2 3 3 1 3
## 4 2 1 3 3 2 2 2 3 2 2 3
## 5 3 3 4 4 2 3 2 2 2 2 2
## 6 2 1 1 2 1 4 2 3 3 2 3
## 7 1 3 1 4 3 3 2 3 3 2 2
## 8 2 2 2 2 1 2 2 3 2 2 3
## 9 1 2 4 3 4 2 2 2 2 2 2
## 10 3 3 3 3 3 2 2 2 2 1 2
## 11 2 2 1 2 4 4 3 3 3 3 3
## 12 3 3 4 1 3 4 3 3 3 1 3
## 13 3 3 2 3 3 1 2 2 2 2 2
## 14 2 2 1 3 3 2 2 2 2 2 2
## 15 1 1 1 1 1 1 0 3 3 3 3
## 16 3 3 3 4 1 1 2 2 2 2 2
## 17 2 3 1 3 2 1 1 2 2 2 2
## 18 1 1 4 1 1 1 3 3 3 3 2
## 19 4 3 5 4 3 3 1 2 3 3 1
## 20 3 1 3 4 1 3 1 2 2 2 2
## 21 1 1 1 4 1 1 3 3 3 2 2
## 22 2 1 3 1 1 2 2 2 2 2 3
## 23 2 1 1 2 1 1 2 3 2 2 2
## 24 3 2 4 3 4 3 2 2 2 2 2
## 25 1 1 3 4 1 3 2 2 2 2 1
## 26 3 3 1 3 2 4 1 1 1 0 2
## 27 2 2 3 3 1 5 2 2 2 1 3
## 28 2 2 1 4 2 2 2 2 2 1 2
## 29 2 2 3 1 1 1 2 2 2 2 3
## 30 3 3 2 3 1 1 3 2 2 3 2
## 31 3 3 2 3 1 1 2 2 2 1 2
## 32 3 3 2 2 2 2 2 2 2 2 1
## 33 1 2 3 3 2 1 2 3 2 2 3
## 34 2 4 4 3 3 4 2 2 1 2 2
## 35 1 4 4 3 3 3 2 2 2 2 2
## 36 2 2 1 1 2 2 3 3 2 2 3
## 37 1 3 3 3 1 3 2 2 2 1 2
## 38 1 2 3 4 1 3 2 2 2 2 3
## 39 1 1 2 4 1 4 3 3 2 1 3
## 40 2 3 1 2 1 1 2 2 2 2 2
## 41 1 5 1 3 1 1 3 2 3 0 2
## 42 3 3 2 5 1 1 2 2 1 1 3
## 43 2 1 1 2 1 1 2 2 2 1 3
## 44 2 2 2 3 1 3 2 3 2 1 3
## 45 1 3 5 1 1 3 2 3 2 2 3
## 46 5 3 1 3 5 5 2 2 2 2 2
## 47 2 1 3 3 1 4 3 2 2 2 2
## 48 1 1 1 1 1 1 1 2 2 2 2
## 49 2 3 2 4 3 3 0 2 2 1 2
## 50 3 4 1 3 2 1 2 2 2 3 3
## 51 3 5 3 3 3 4 1 3 2 2 3
## 52 2 2 1 3 1 3 2 3 2 2 3
## 53 1 1 3 1 1 1 1 2 3 0 3
## 54 3 3 4 2 1 2 2 2 1 2 2
## 55 4 1 1 1 1 4 3 3 3 3 2
## 56 2 3 2 1 1 2 2 2 1 1 2
## 57 4 2 1 3 1 2 2 2 3 1 3
## 58 3 2 4 2 4 5 3 3 2 1 3
## 59 4 3 4 3 1 1 2 2 2 2 0
## 60 2 2 1 3 2 2 2 2 2 2 2
## 61 3 3 2 3 1 3 2 2 3 2 2
## 62 1 1 1 1 1 3 3 3 3 2 3
## 63 2 1 2 4 3 3 2 2 2 2 3
## 64 2 1 1 1 2 3 2 2 3 3 3
## 65 3 2 3 2 1 2 2 3 2 2 3
## 66 1 4 3 4 3 4 2 2 2 2 3
## 67 4 3 3 4 5 3 2 2 2 2 3
## 68 1 4 3 3 1 1 3 3 3 2 3
## 69 5 1 1 1 1 1 2 3 2 3 3
## 70 3 3 3 3 3 3 2 1 1 3 1
## 71 3 3 2 4 3 2 2 2 1 2 3
## 72 2 2 3 2 1 1 3 3 2 2 3
## 73 1 1 1 1 1 1 2 2 2 1 2
## 74 1 3 4 1 1 1 2 2 2 3 3
## 75 2 2 2 2 2 2 2 2 2 1 2
## 76 1 3 3 3 2 2 2 3 1 1 2
## 77 3 4 5 2 3 3 1 1 2 2 0
## 78 1 1 1 2 1 1 2 2 2 2 3
## 79 1 1 3 1 1 3 2 2 2 2 2
## 80 2 2 3 2 1 2 2 2 2 2 2
## 81 4 3 1 1 1 1 3 3 3 2 3
## 82 3 2 3 1 3 2 2 1 1 2 2
## 83 3 3 4 4 2 2 2 3 2 3 3
## 84 3 2 3 3 3 5 2 2 2 1 2
## 85 2 2 3 3 2 2 1 2 1 2 2
## 86 2 3 3 5 1 1 3 3 2 2 3
## 87 2 4 4 3 1 1 2 2 2 2 2
## 88 2 2 1 2 1 2 2 3 2 2 3
## 89 3 2 2 3 2 2 2 2 2 2 2
## 90 3 3 2 2 1 3 2 2 2 2 2
## 91 2 2 3 2 2 2 2 2 2 1 2
## 92 1 2 2 2 1 2 2 3 2 3 3
## 93 1 3 1 4 1 1 2 3 2 3 3
## 94 4 4 3 4 3 4 2 2 2 2 2
## 95 1 2 3 4 1 1 3 3 3 2 3
## 96 3 4 1 4 2 1 1 3 3 1 3
## 97 3 3 4 3 2 3 2 2 1 2 3
## 98 3 3 4 2 4 2 3 3 3 2 3
## 99 4 3 1 3 1 1 1 3 2 3 2
## 100 4 1 1 4 1 2 1 3 3 2 3
## 101 3 3 5 2 4 1 2 2 2 1 0
## 102 1 2 1 1 1 1 2 3 2 2 2
## 103 3 2 2 3 2 1 3 2 3 1 2
## 104 2 3 3 3 1 3 1 2 2 1 2
## 105 2 3 1 3 4 5 2 3 2 1 2
## 106 3 3 3 3 1 1 1 3 2 1 3
## 107 1 3 3 3 2 3 2 2 2 1 2
## 108 3 1 4 3 1 1 2 3 3 3 3
## 109 1 1 1 2 3 1 3 3 3 0 2
## 110 1 1 4 2 2 2 1 2 2 2 2
## 111 5 3 4 2 3 4 2 3 2 2 2
## 112 2 3 1 2 2 2 3 3 3 3 3
## 113 3 3 2 3 4 3 2 2 2 1 2
## 114 5 5 2 2 4 4 3 2 0 2 1
## 115 3 4 1 4 4 5 0 3 3 3 2
## 116 4 4 2 2 3 5 3 3 3 2 2
## 117 3 3 2 5 3 4 1 2 2 1 2
## 118 1 4 1 3 2 2 2 2 1 2 2
## 119 3 2 3 4 2 1 2 2 2 2 3
## 120 4 3 3 3 3 4 2 2 2 2 2
## 121 1 1 1 1 1 1 0 0 0 0 0
## 122 3 4 5 1 3 4 0 2 1 0 0
## 123 1 2 3 3 1 3 2 3 2 0 3
## 124 1 1 3 2 1 1 2 3 2 2 3
## 125 4 2 3 2 3 3 2 2 2 1 2
## 126 1 3 3 2 3 2 2 2 2 2 3
## 127 2 1 3 2 2 5 2 0 0 0 0
## 128 1 3 2 1 1 3 2 2 2 1 2
## 129 3 3 3 2 1 2 2 3 3 2 3
## 130 3 3 1 3 4 3 2 2 2 3 3
## 131 2 2 2 3 5 2 2 3 2 1 3
## 132 1 1 1 1 1 1 2 3 3 0 3
## 133 2 1 1 3 1 4 2 2 2 2 3
## 134 4 2 4 4 2 1 1 2 1 2 1
## 135 5 5 4 4 5 4 3 2 1 3 3
## 136 3 3 2 4 2 3 2 2 2 2 2
## 137 3 2 1 5 2 3 2 1 2 2 1
## 138 3 2 2 4 2 3 2 3 2 2 3
## 139 2 3 3 2 4 1 2 2 2 2 2
## 140 1 2 2 3 2 3 1 2 2 3 3
## 141 3 3 2 3 1 4 2 2 2 2 2
## 142 1 5 4 1 2 5 0 1 1 2 1
## 143 3 2 3 1 1 4 2 3 3 3 2
## 144 1 1 1 3 1 2 2 3 3 0 3
## 145 3 2 4 3 3 3 2 2 2 2 2
## 146 1 3 2 1 3 1 2 3 3 3 3
## 147 4 4 3 2 3 5 1 3 2 2 3
## 148 1 3 2 3 1 5 2 3 3 3 3
## 149 2 3 3 3 1 3 2 2 2 3 3
## 150 1 3 1 3 2 5 2 2 2 2 2
## 151 2 2 1 3 1 1 2 2 2 2 2
## 152 3 3 2 3 3 3 2 2 1 1 2
## 153 1 1 3 3 1 4 3 2 2 3 3
## 154 1 2 3 3 3 3 2 2 3 2 3
## 155 2 3 2 3 3 3 2 2 2 2 3
## 156 2 3 4 4 4 2 2 3 2 2 3
## 157 3 2 5 5 5 5 3 0 2 2 3
## 158 2 2 3 3 2 1 2 2 2 1 2
## 159 3 1 1 4 3 3 3 2 3 1 3
## 160 4 4 3 3 3 4 2 2 2 2 2
## 161 2 2 5 5 2 2 2 2 2 2 2
## 162 3 3 3 4 5 3 2 2 2 2 2
## 163 5 5 5 5 5 5 3 2 2 2 3
## 164 2 1 5 5 4 3 3 2 2 2 2
## 165 1 1 1 1 1 1 2 2 2 2 2
## 166 2 1 1 1 1 1 3 3 3 3 3
## 167 1 1 3 3 2 3 2 2 2 2 2
## 168 3 3 5 3 3 4 2 2 2 2 2
## 169 5 3 2 5 3 5 1 3 3 2 2
## 170 3 3 2 4 2 2 1 1 0 1 2
## 171 1 1 1 2 2 1 2 2 2 2 2
## 172 3 4 4 3 4 2 2 3 2 2 2
## 173 1 3 3 2 1 1 2 1 2 2 2
## 174 3 2 4 4 3 5 2 2 2 2 3
## 175 3 1 3 3 3 2 2 2 2 2 2
## 176 5 3 3 5 1 1 2 3 2 2 2
## 177 1 2 3 2 4 4 3 3 2 2 3
## 178 1 3 3 3 2 5 1 1 2 2 2
## 179 2 2 1 4 1 1 3 2 2 3 3
## 180 1 1 1 4 1 1 3 3 3 3 3
## 181 4 3 2 3 3 4 2 1 1 2 2
## 182 2 2 3 2 1 3 2 3 3 3 3
## 183 1 1 1 1 1 1 0 0 0 0 0
## 184 2 2 2 2 3 3 2 2 2 2 2
## 185 3 3 4 5 2 5 3 3 3 3 3
## 186 3 2 1 5 2 5 0 3 3 1 2
## 187 1 1 1 1 1 1 0 2 2 2 2
## 188 3 4 1 3 5 3 2 2 3 2 2
## 189 3 3 4 3 4 5 2 2 2 2 2
## 190 2 2 3 2 3 3 2 2 2 2 3
## 191 1 1 2 5 1 1 2 3 2 2 3
## 192 2 4 1 2 1 1 3 3 3 3 3
## 193 1 2 1 3 2 3 2 2 2 2 2
## 194 3 3 3 3 3 3 2 2 2 2 2
## 195 3 3 3 2 2 3 3 2 2 2 2
## 196 2 3 2 4 3 2 2 2 2 2 2
## 197 2 3 4 3 1 4 1 0 2 1 2
## 198 3 3 3 3 3 4 2 2 2 2 2
## 199 3 5 3 4 3 1 2 3 3 3 3
## 200 2 3 2 4 3 3 2 3 2 1 2
## 201 3 3 2 1 2 3 1 2 2 0 2
## 202 1 1 3 2 2 2 2 2 2 2 2
## 203 3 3 3 3 2 3 3 2 2 2 3
## 204 3 3 2 3 2 3 2 2 1 2 2
## 205 1 1 4 2 1 4 1 3 3 3 3
## 206 1 2 1 2 1 2 3 3 2 2 3
## 207 4 4 4 3 4 4 3 2 2 1 2
## 208 1 1 2 3 1 3 2 2 2 2 3
## 209 2 2 1 2 1 1 2 3 2 3 3
## 210 3 3 2 3 2 1 3 2 2 1 3
## 211 1 2 2 2 2 2 3 2 3 1 3
## 212 1 1 3 4 1 1 2 2 2 2 2
## 213 1 3 1 1 1 1 2 3 2 2 3
## 214 2 2 2 2 1 1 3 0 0 1 3
## 215 1 4 3 3 3 3 2 3 2 1 3
## 216 3 3 2 3 3 2 2 2 1 2 1
## SEQ2D SEQ5D SEQ6D SEQ8D SEQ9D SMA SE SMA_LABEL
## 1 3 3 3 3 3 8 30 Low Addiction
## 2 2 2 1 1 3 19 20 Moderate Addiction
## 3 2 3 2 2 3 14 24 Moderate Addiction
## 4 1 3 3 0 3 13 22 Moderate Addiction
## 5 2 1 2 1 2 19 18 Moderate Addiction
## 6 2 0 1 0 2 11 18 Low Addiction
## 7 1 2 2 0 3 15 20 Moderate Addiction
## 8 0 3 3 1 3 11 22 Low Addiction
## 9 1 1 1 1 2 16 16 Moderate Addiction
## 10 3 2 2 1 3 17 20 Moderate Addiction
## 11 3 3 3 3 3 15 30 Moderate Addiction
## 12 1 2 2 1 2 18 21 Moderate Addiction
## 13 2 1 2 1 1 15 17 Moderate Addiction
## 14 2 2 2 3 2 13 21 Moderate Addiction
## 15 3 3 0 0 0 6 18 Low Addiction
## 16 2 1 1 1 2 15 17 Moderate Addiction
## 17 1 1 1 2 2 12 16 Moderate Addiction
## 18 2 3 3 0 3 9 25 Low Addiction
## 19 1 1 1 1 0 22 14 High Risk Of Addiction
## 20 1 1 1 1 2 15 15 Moderate Addiction
## 21 1 2 1 2 1 9 20 Low Addiction
## 22 2 2 2 2 2 10 21 Low Addiction
## 23 3 2 2 2 2 8 22 Low Addiction
## 24 2 2 2 1 1 19 18 Moderate Addiction
## 25 1 2 2 2 3 13 19 Moderate Addiction
## 26 0 1 1 1 1 16 9 Moderate Addiction
## 27 1 2 2 2 2 16 19 Moderate Addiction
## 28 1 1 1 2 2 13 16 Moderate Addiction
## 29 2 1 1 1 2 10 18 Low Addiction
## 30 1 2 2 2 2 13 21 Moderate Addiction
## 31 1 3 2 1 2 13 18 Moderate Addiction
## 32 0 1 0 1 0 14 11 Moderate Addiction
## 33 2 3 1 0 3 12 21 Moderate Addiction
## 34 2 1 1 1 1 20 15 High Risk Of Addiction
## 35 1 1 1 1 1 18 15 Moderate Addiction
## 36 3 2 2 3 3 10 26 Low Addiction
## 37 1 2 1 1 1 14 15 Moderate Addiction
## 38 2 2 2 3 3 14 23 Moderate Addiction
## 39 3 1 3 1 2 13 22 Moderate Addiction
## 40 2 2 1 1 2 10 18 Low Addiction
## 41 1 3 1 3 3 12 21 Moderate Addiction
## 42 2 3 2 2 3 15 21 Moderate Addiction
## 43 2 2 1 2 2 8 19 Low Addiction
## 44 2 2 1 1 2 13 19 Moderate Addiction
## 45 2 2 2 1 3 14 22 Moderate Addiction
## 46 1 2 2 3 2 22 20 High Risk Of Addiction
## 47 1 1 1 1 2 14 17 Moderate Addiction
## 48 1 2 1 1 2 6 16 Low Addiction
## 49 1 0 2 2 2 17 14 Moderate Addiction
## 50 3 1 2 3 3 14 24 Moderate Addiction
## 51 0 1 1 1 0 21 14 High Risk Of Addiction
## 52 2 3 2 2 2 12 23 Moderate Addiction
## 53 3 2 1 3 3 8 21 Low Addiction
## 54 1 1 1 1 1 15 14 Moderate Addiction
## 55 3 1 2 3 3 12 26 Moderate Addiction
## 56 2 1 3 1 2 11 17 Low Addiction
## 57 2 2 2 1 3 13 21 Moderate Addiction
## 58 3 3 3 0 0 20 21 High Risk Of Addiction
## 59 1 2 2 1 3 16 17 Moderate Addiction
## 60 1 2 1 2 2 12 18 Moderate Addiction
## 61 0 0 0 1 0 15 12 Moderate Addiction
## 62 2 3 2 1 3 8 25 Low Addiction
## 63 2 2 2 2 2 15 21 Moderate Addiction
## 64 2 2 2 1 3 10 23 Low Addiction
## 65 2 2 2 3 3 13 24 Moderate Addiction
## 66 1 1 2 1 1 19 17 Moderate Addiction
## 67 1 2 1 1 2 22 18 High Risk Of Addiction
## 68 3 3 3 1 3 13 27 Moderate Addiction
## 69 3 3 3 2 2 10 26 Low Addiction
## 70 2 3 3 0 2 18 18 Moderate Addiction
## 71 2 1 2 1 3 17 19 Moderate Addiction
## 72 3 3 3 2 0 11 24 Low Addiction
## 73 2 1 2 2 2 6 18 Low Addiction
## 74 2 3 2 1 3 11 23 Low Addiction
## 75 2 2 2 2 2 12 19 Moderate Addiction
## 76 3 2 2 2 2 14 20 Moderate Addiction
## 77 0 0 2 0 0 20 8 High Risk Of Addiction
## 78 2 3 3 0 2 7 21 Low Addiction
## 79 2 2 1 1 2 10 18 Low Addiction
## 80 1 2 2 2 1 12 18 Moderate Addiction
## 81 2 3 3 3 3 11 28 Low Addiction
## 82 2 1 1 1 1 14 14 Moderate Addiction
## 83 0 0 1 1 1 18 16 Moderate Addiction
## 84 1 2 2 2 2 19 18 Moderate Addiction
## 85 1 1 1 1 1 14 13 Moderate Addiction
## 86 2 0 1 1 3 15 20 Moderate Addiction
## 87 1 2 2 1 2 15 18 Moderate Addiction
## 88 3 3 3 3 3 10 27 Low Addiction
## 89 2 1 2 1 2 14 18 Moderate Addiction
## 90 1 2 2 1 2 14 18 Moderate Addiction
## 91 2 1 2 2 2 13 18 Moderate Addiction
## 92 3 3 3 3 3 10 28 Low Addiction
## 93 2 3 1 2 3 11 24 Low Addiction
## 94 1 2 1 1 1 22 16 High Addiction
## 95 1 2 2 0 3 12 22 Moderate Addiction
## 96 1 3 3 0 2 15 20 Moderate Addiction
## 97 1 2 1 1 1 18 16 Moderate Addiction
## 98 0 1 1 1 2 18 19 Moderate Addiction
## 99 1 2 3 1 2 13 20 Moderate Addiction
## 100 1 0 3 1 3 13 20 Moderate Addiction
## 101 2 1 2 3 3 18 18 Moderate Addiction
## 102 1 1 1 2 1 7 17 Low Addiction
## 103 2 2 3 2 3 13 23 Moderate Addiction
## 104 1 1 1 1 0 15 12 Moderate Addiction
## 105 2 2 2 1 2 18 19 Moderate Addiction
## 106 3 2 2 1 3 14 21 Moderate Addiction
## 107 1 2 2 1 3 15 18 Moderate Addiction
## 108 2 2 1 2 3 13 24 Moderate Addiction
## 109 1 1 1 0 3 9 17 Low Addiction
## 110 2 2 1 1 2 12 17 Moderate Addiction
## 111 2 2 3 1 2 21 21 High Risk Of Addiction
## 112 3 3 3 3 3 12 30 Moderate Addiction
## 113 2 2 2 2 1 18 18 Moderate Addiction
## 114 1 1 0 1 0 22 11 High Addiction
## 115 1 1 1 1 0 21 15 High Addiction
## 116 2 3 2 1 0 20 21 High Risk Of Addiction
## 117 2 2 2 1 2 20 17 High Risk Of Addiction
## 118 1 1 1 1 1 13 14 Moderate Addiction
## 119 2 2 2 2 3 15 22 Moderate Addiction
## 120 0 1 1 1 1 20 14 High Risk Of Addiction
## 121 3 3 3 3 3 6 15 Low Addiction
## 122 0 0 0 2 0 20 5 High Risk Of Addiction
## 123 2 2 2 0 2 13 18 Moderate Addiction
## 124 1 3 2 1 3 9 22 Low Addiction
## 125 2 2 2 1 2 17 18 Moderate Addiction
## 126 1 2 1 3 1 14 19 Moderate Addiction
## 127 3 3 3 3 3 15 17 Moderate Addiction
## 128 2 2 2 1 2 11 18 Low Addiction
## 129 3 3 2 3 3 14 27 Moderate Addiction
## 130 2 0 1 1 1 17 17 Moderate Addiction
## 131 1 1 2 0 2 16 17 Moderate Addiction
## 132 1 0 3 3 3 6 21 Low Addiction
## 133 3 2 3 2 3 12 24 Moderate Addiction
## 134 2 2 2 1 1 17 15 Moderate Addiction
## 135 3 2 0 0 0 27 17 High Addiction
## 136 2 2 2 2 2 17 20 Moderate Addiction
## 137 1 1 1 1 1 16 13 Moderate Addiction
## 138 2 3 1 0 2 16 20 Moderate Addiction
## 139 2 2 3 3 3 15 23 Moderate Addiction
## 140 2 0 1 3 3 13 20 Moderate Addiction
## 141 1 1 2 1 2 16 17 Moderate Addiction
## 142 0 1 1 0 1 18 8 Moderate Addiction
## 143 3 3 3 1 2 14 25 Moderate Addiction
## 144 3 3 3 0 2 9 22 Low Addiction
## 145 1 2 2 1 3 18 19 Moderate Addiction
## 146 2 2 2 2 2 11 24 Low Addiction
## 147 1 2 1 0 1 21 16 High Risk Of Addiction
## 148 2 3 3 2 3 15 27 Moderate Addiction
## 149 2 1 1 1 1 15 18 Moderate Addiction
## 150 2 2 1 1 1 15 17 Moderate Addiction
## 151 2 2 1 1 1 10 17 Low Addiction
## 152 2 2 2 1 2 17 17 Moderate Addiction
## 153 2 2 2 0 3 13 22 Moderate Addiction
## 154 2 2 1 2 3 15 22 Moderate Addiction
## 155 1 2 2 3 2 16 21 Moderate Addiction
## 156 3 1 2 1 2 19 21 Moderate Addiction
## 157 3 3 2 3 3 25 24 High Addiction
## 158 2 2 1 1 2 13 17 Moderate Addiction
## 159 1 0 2 1 2 15 18 Moderate Addiction
## 160 1 2 3 1 3 21 20 High Risk Of Addiction
## 161 2 2 1 0 2 18 17 Moderate Addiction
## 162 2 2 2 1 2 21 19 High Risk Of Addiction
## 163 2 2 0 0 3 30 19 High Addiction
## 164 2 2 2 1 2 20 20 High Risk Of Addiction
## 165 1 1 1 1 1 6 15 Low Addiction
## 166 1 3 2 0 2 7 23 Low Addiction
## 167 2 1 1 1 1 13 16 Moderate Addiction
## 168 2 2 2 1 2 21 19 High Risk Of Addiction
## 169 1 0 1 1 1 23 15 High Risk Of Addiction
## 170 1 3 3 1 1 16 14 Moderate Addiction
## 171 2 2 2 2 2 8 20 Low Addiction
## 172 1 1 1 1 1 20 16 High Risk Of Addiction
## 173 1 1 1 1 0 11 13 Low Addiction
## 174 2 1 2 3 0 21 19 High Risk Of Addiction
## 175 1 1 0 1 1 15 14 Moderate Addiction
## 176 3 3 2 1 1 18 21 Moderate Addiction
## 177 2 1 1 0 2 16 19 Moderate Addiction
## 178 1 1 1 1 1 17 13 Moderate Addiction
## 179 3 2 2 1 3 11 24 Low Addiction
## 180 3 3 3 1 3 9 28 Low Addiction
## 181 1 2 1 1 1 19 14 Moderate Addiction
## 182 2 0 1 1 3 13 21 Moderate Addiction
## 183 3 3 3 3 3 6 15 Low Addiction
## 184 2 2 2 1 2 14 19 Moderate Addiction
## 185 3 3 3 0 3 22 27 High Risk Of Addiction
## 186 2 2 1 2 3 18 19 Moderate Addiction
## 187 3 1 1 1 1 6 15 Low Addiction
## 188 0 1 1 1 1 19 15 Moderate Addiction
## 189 2 1 1 1 1 22 16 High Risk Of Addiction
## 190 2 2 2 1 2 15 20 Moderate Addiction
## 191 2 0 0 0 1 11 15 Low Addiction
## 192 3 3 2 1 2 11 26 Low Addiction
## 193 3 2 2 1 2 12 20 Moderate Addiction
## 194 1 3 2 1 2 18 19 Moderate Addiction
## 195 2 2 1 1 2 16 19 Moderate Addiction
## 196 0 3 2 1 3 16 19 Moderate Addiction
## 197 0 1 1 1 2 17 11 Moderate Addiction
## 198 2 2 2 2 2 19 20 Moderate Addiction
## 199 3 3 3 0 3 19 26 Moderate Addiction
## 200 1 3 1 1 1 17 17 Moderate Addiction
## 201 3 3 3 1 3 14 20 Moderate Addiction
## 202 1 1 1 1 1 11 15 Low Addiction
## 203 1 0 1 1 0 17 15 Moderate Addiction
## 204 1 2 1 0 1 16 14 Moderate Addiction
## 205 3 1 0 0 2 13 19 Moderate Addiction
## 206 2 2 2 1 2 9 22 Low Addiction
## 207 1 2 2 1 2 23 18 High Addiction
## 208 2 2 2 0 2 11 19 Low Addiction
## 209 3 3 3 1 3 9 26 Low Addiction
## 210 3 2 2 1 3 14 22 Moderate Addiction
## 211 2 2 2 1 2 11 21 Low Addiction
## 212 2 1 2 1 1 11 17 Low Addiction
## 213 3 2 1 2 2 8 22 Low Addiction
## 214 2 0 2 1 1 10 13 Low Addiction
## 215 2 2 2 2 3 17 22 Moderate Addiction
## 216 1 1 2 1 1 16 14 Moderate Addiction
## SE_LABEL
## 1 High Self Esteem
## 2 Moderate Self Esteem
## 3 Moderate Self Esteem
## 4 Moderate Self Esteem
## 5 Moderate Self Esteem
## 6 Moderate Self Esteem
## 7 Moderate Self Esteem
## 8 Moderate Self Esteem
## 9 Moderate Self Esteem
## 10 Moderate Self Esteem
## 11 High Self Esteem
## 12 Moderate Self Esteem
## 13 Moderate Self Esteem
## 14 Moderate Self Esteem
## 15 Moderate Self Esteem
## 16 Moderate Self Esteem
## 17 Moderate Self Esteem
## 18 Moderate Self Esteem
## 19 Low Self Esteem
## 20 Moderate Self Esteem
## 21 Moderate Self Esteem
## 22 Moderate Self Esteem
## 23 Moderate Self Esteem
## 24 Moderate Self Esteem
## 25 Moderate Self Esteem
## 26 Low Self Esteem
## 27 Moderate Self Esteem
## 28 Moderate Self Esteem
## 29 Moderate Self Esteem
## 30 Moderate Self Esteem
## 31 Moderate Self Esteem
## 32 Low Self Esteem
## 33 Moderate Self Esteem
## 34 Moderate Self Esteem
## 35 Moderate Self Esteem
## 36 High Self Esteem
## 37 Moderate Self Esteem
## 38 Moderate Self Esteem
## 39 Moderate Self Esteem
## 40 Moderate Self Esteem
## 41 Moderate Self Esteem
## 42 Moderate Self Esteem
## 43 Moderate Self Esteem
## 44 Moderate Self Esteem
## 45 Moderate Self Esteem
## 46 Moderate Self Esteem
## 47 Moderate Self Esteem
## 48 Moderate Self Esteem
## 49 Low Self Esteem
## 50 Moderate Self Esteem
## 51 Low Self Esteem
## 52 Moderate Self Esteem
## 53 Moderate Self Esteem
## 54 Low Self Esteem
## 55 High Self Esteem
## 56 Moderate Self Esteem
## 57 Moderate Self Esteem
## 58 Moderate Self Esteem
## 59 Moderate Self Esteem
## 60 Moderate Self Esteem
## 61 Low Self Esteem
## 62 Moderate Self Esteem
## 63 Moderate Self Esteem
## 64 Moderate Self Esteem
## 65 Moderate Self Esteem
## 66 Moderate Self Esteem
## 67 Moderate Self Esteem
## 68 High Self Esteem
## 69 High Self Esteem
## 70 Moderate Self Esteem
## 71 Moderate Self Esteem
## 72 Moderate Self Esteem
## 73 Moderate Self Esteem
## 74 Moderate Self Esteem
## 75 Moderate Self Esteem
## 76 Moderate Self Esteem
## 77 Low Self Esteem
## 78 Moderate Self Esteem
## 79 Moderate Self Esteem
## 80 Moderate Self Esteem
## 81 High Self Esteem
## 82 Low Self Esteem
## 83 Moderate Self Esteem
## 84 Moderate Self Esteem
## 85 Low Self Esteem
## 86 Moderate Self Esteem
## 87 Moderate Self Esteem
## 88 High Self Esteem
## 89 Moderate Self Esteem
## 90 Moderate Self Esteem
## 91 Moderate Self Esteem
## 92 High Self Esteem
## 93 Moderate Self Esteem
## 94 Moderate Self Esteem
## 95 Moderate Self Esteem
## 96 Moderate Self Esteem
## 97 Moderate Self Esteem
## 98 Moderate Self Esteem
## 99 Moderate Self Esteem
## 100 Moderate Self Esteem
## 101 Moderate Self Esteem
## 102 Moderate Self Esteem
## 103 Moderate Self Esteem
## 104 Low Self Esteem
## 105 Moderate Self Esteem
## 106 Moderate Self Esteem
## 107 Moderate Self Esteem
## 108 Moderate Self Esteem
## 109 Moderate Self Esteem
## 110 Moderate Self Esteem
## 111 Moderate Self Esteem
## 112 High Self Esteem
## 113 Moderate Self Esteem
## 114 Low Self Esteem
## 115 Moderate Self Esteem
## 116 Moderate Self Esteem
## 117 Moderate Self Esteem
## 118 Low Self Esteem
## 119 Moderate Self Esteem
## 120 Low Self Esteem
## 121 Moderate Self Esteem
## 122 Low Self Esteem
## 123 Moderate Self Esteem
## 124 Moderate Self Esteem
## 125 Moderate Self Esteem
## 126 Moderate Self Esteem
## 127 Moderate Self Esteem
## 128 Moderate Self Esteem
## 129 High Self Esteem
## 130 Moderate Self Esteem
## 131 Moderate Self Esteem
## 132 Moderate Self Esteem
## 133 Moderate Self Esteem
## 134 Moderate Self Esteem
## 135 Moderate Self Esteem
## 136 Moderate Self Esteem
## 137 Low Self Esteem
## 138 Moderate Self Esteem
## 139 Moderate Self Esteem
## 140 Moderate Self Esteem
## 141 Moderate Self Esteem
## 142 Low Self Esteem
## 143 Moderate Self Esteem
## 144 Moderate Self Esteem
## 145 Moderate Self Esteem
## 146 Moderate Self Esteem
## 147 Moderate Self Esteem
## 148 High Self Esteem
## 149 Moderate Self Esteem
## 150 Moderate Self Esteem
## 151 Moderate Self Esteem
## 152 Moderate Self Esteem
## 153 Moderate Self Esteem
## 154 Moderate Self Esteem
## 155 Moderate Self Esteem
## 156 Moderate Self Esteem
## 157 Moderate Self Esteem
## 158 Moderate Self Esteem
## 159 Moderate Self Esteem
## 160 Moderate Self Esteem
## 161 Moderate Self Esteem
## 162 Moderate Self Esteem
## 163 Moderate Self Esteem
## 164 Moderate Self Esteem
## 165 Moderate Self Esteem
## 166 Moderate Self Esteem
## 167 Moderate Self Esteem
## 168 Moderate Self Esteem
## 169 Moderate Self Esteem
## 170 Low Self Esteem
## 171 Moderate Self Esteem
## 172 Moderate Self Esteem
## 173 Low Self Esteem
## 174 Moderate Self Esteem
## 175 Low Self Esteem
## 176 Moderate Self Esteem
## 177 Moderate Self Esteem
## 178 Low Self Esteem
## 179 Moderate Self Esteem
## 180 High Self Esteem
## 181 Low Self Esteem
## 182 Moderate Self Esteem
## 183 Moderate Self Esteem
## 184 Moderate Self Esteem
## 185 High Self Esteem
## 186 Moderate Self Esteem
## 187 Moderate Self Esteem
## 188 Moderate Self Esteem
## 189 Moderate Self Esteem
## 190 Moderate Self Esteem
## 191 Moderate Self Esteem
## 192 High Self Esteem
## 193 Moderate Self Esteem
## 194 Moderate Self Esteem
## 195 Moderate Self Esteem
## 196 Moderate Self Esteem
## 197 Low Self Esteem
## 198 Moderate Self Esteem
## 199 High Self Esteem
## 200 Moderate Self Esteem
## 201 Moderate Self Esteem
## 202 Moderate Self Esteem
## 203 Moderate Self Esteem
## 204 Low Self Esteem
## 205 Moderate Self Esteem
## 206 Moderate Self Esteem
## 207 Moderate Self Esteem
## 208 Moderate Self Esteem
## 209 High Self Esteem
## 210 Moderate Self Esteem
## 211 Moderate Self Esteem
## 212 Moderate Self Esteem
## 213 Moderate Self Esteem
## 214 Low Self Esteem
## 215 Moderate Self Esteem
## 216 Low Self Esteem#Exploratory Data Analysis
A. Distribution of SMA Scores
p1 <- ggplot(data, aes(x = SMA, fill = SMA_LABEL)) +
geom_histogram(binwidth = 2, color = "white", alpha = 0.7) +
theme_minimal() +
labs(title = "Distribution of SMA Scores", x = "SMA Score")
print(p1)
# B. SMA Scores by Age Group
p2 <- ggplot(data, aes(x = Age, y = SMA, fill = Age)) +
geom_boxplot() +
theme_minimal() +
labs(title = "SMA Score by Age Group")
ggarrange(p1, p2, ncol = 1, nrow = 2)
ggplot(data, aes(x = SMA_LABEL)) +
geom_bar(fill = "purple") +
theme_minimal()
#Percentage Distribution of SMA Categories
ggplot(data, aes(x = SMA_LABEL)) +
geom_bar(aes(y = after_stat(count / sum(count) * 100)),
fill = "darkorange") +
theme_minimal() +
labs(
title = "Percentage Distribution of SMA Categories",
x = "SMA Category",
y = "Percentage (%)"
)
data %>%
group_by(SMA_LABEL) %>%
summarise(
count = n(),
mean_SMA = mean(SMA, na.rm = TRUE),
sd_SMA = sd(SMA, na.rm = TRUE)
)## # A tibble: 4 × 4
## SMA_LABEL count mean_SMA sd_SMA
## <fct> <int> <dbl> <dbl>
## 1 High Addiction 7 24.3 3.25
## 2 High Risk Of Addiction 22 20.9 0.921
## 3 Low Addiction 54 9.15 1.78
## 4 Moderate Addiction 133 15.2 2.12Correlation: SMA vs Self-Esteem
cor_test <- cor.test(data$SMA, data$SE)
cor_test##
## Pearson's product-moment correlation
##
## data: data$SMA and data$SE
## t = -4.2947, df = 214, p-value = 2.654e-05
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
## -0.4001350 -0.1539859
## sample estimates:
## cor
## -0.2816884#Spearman’s rank correlation
cor.test(data$SMA, data$SE, method = "spearman")##
## Spearman's rank correlation rho
##
## data: data$SMA and data$SE
## S = 2210295, p-value = 2.148e-06
## alternative hypothesis: true rho is not equal to 0
## sample estimates:
## rho
## -0.3159805ggplot(data, aes(x = SMA, y = SE)) +
geom_point(alpha = 0.6, color = "steelblue") +
geom_smooth(method = "loess", se = TRUE, color = "darkred") +
theme_minimal() +
labs(
title = "Relationship between SMA and SSE",
x = "SMA Score",
y = "SE Score"
)
# T-Test: Gender Differences in SMA
t.test(SMA ~ Gender, data = data)##
## Welch Two Sample t-test
##
## data: SMA by Gender
## t = 1.3972, df = 199.49, p-value = 0.1639
## alternative hypothesis: true difference in means between group Female and group Male is not equal to 0
## 95 percent confidence interval:
## -0.3405049 1.9962426
## sample estimates:
## mean in group Female mean in group Male
## 15.00000 14.17213#Model training
set.seed(123)# Data Partitioning
trainIndex <- createDataPartition(data$SMA_LABEL, p = .8, list = FALSE)
train_data <- data[trainIndex, ]
test_data <- data[-trainIndex, ]# Define features for prediction
# We exclude individual questions (SMAQ) to see if demographic/usage data alone can predict levels
features <- c("Age", "Gender", "Social.media.usage", "SE")
model_formula <- as.formula(paste("SMA_LABEL ~", paste(features, collapse = " + ")))# Train Random Forest
rf_model <- train(model_formula,
data = train_data,
method = "rf",
trControl = trainControl(method = "cv", number = 5))
print(rf_model)## Random Forest
##
## 175 samples
## 4 predictor
## 4 classes: 'High Addiction', 'High Risk Of Addiction', 'Low Addiction', 'Moderate Addiction'
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 140, 140, 140, 140, 140
## Resampling results across tuning parameters:
##
## mtry Accuracy Kappa
## 2 0.6857143 0.2923806
## 5 0.6114286 0.2104095
## 9 0.5657143 0.1718206
##
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was mtry = 2.#Model evaluation
predictions <- predict(rf_model, test_data)
conf_matrix <- confusionMatrix(predictions, test_data$SMA_LABEL)
conf_matrix## Confusion Matrix and Statistics
##
## Reference
## Prediction High Addiction High Risk Of Addiction Low Addiction
## High Addiction 0 0 0
## High Risk Of Addiction 0 0 0
## Low Addiction 0 0 3
## Moderate Addiction 1 4 7
## Reference
## Prediction Moderate Addiction
## High Addiction 0
## High Risk Of Addiction 0
## Low Addiction 4
## Moderate Addiction 22
##
## Overall Statistics
##
## Accuracy : 0.6098
## 95% CI : (0.445, 0.758)
## No Information Rate : 0.6341
## P-Value [Acc > NIR] : 0.6903
##
## Kappa : 0.0977
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: High Addiction Class: High Risk Of Addiction
## Sensitivity 0.00000 0.00000
## Specificity 1.00000 1.00000
## Pos Pred Value NaN NaN
## Neg Pred Value 0.97561 0.90244
## Prevalence 0.02439 0.09756
## Detection Rate 0.00000 0.00000
## Detection Prevalence 0.00000 0.00000
## Balanced Accuracy 0.50000 0.50000
## Class: Low Addiction Class: Moderate Addiction
## Sensitivity 0.30000 0.8462
## Specificity 0.87097 0.2000
## Pos Pred Value 0.42857 0.6471
## Neg Pred Value 0.79412 0.4286
## Prevalence 0.24390 0.6341
## Detection Rate 0.07317 0.5366
## Detection Prevalence 0.17073 0.8293
## Balanced Accuracy 0.58548 0.5231#variable importance
plot(varImp(rf_model), main = "Top Predictors of SMA")
“Overall, the results indicate that psychological well-being and social
media usage behaviors are more salient predictors of social media
addiction than demographic attributes, supporting the prominence of
psychosocial factors in understanding SMA.”