The 20 most frequent words in each k-means cluster generated using the CRIS early psychosis intervention services word embeddings and their subjective category label
| Group assigned by k-means | 0 | 1* | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
| Subjective label | Mental illness | Verbs | Verbs | Negative sentiment | People/ relationships | Mixed sentiment | Aggression/ violence | Healthcare | Negative connotation |
| Twenty most frequent words | No | Rule | Help | Normal | Friend | Ok | Lost | Yes | Terrible |
| Breakdown | Break | Control | High | People | Fine | On | Correspondence | Boring | |
| Stress | Turn | Work | Depressed | Flat | Good | Rude | Mental | Horrible | |
| Problem | Go | Kill | Low | Mum | Voice | Dead | Waiting | Rubbish | |
| Depression | Cut | Know | Paranoid | Boyfriend | Alright | Gay | Should | Bastard | |
| Paranoia | Sorted | Worry | Angry | Baby | Bad | Attack | Crisis | Hello | |
| Event | Run | Stop | Hyper | Girlfriend | Okay | Fight | Carer | Fat | |
| Episode | Gone | Escape | Unwell | Family | Happy | Forced | Assessment | Free | |
| Illness | Jump | Leave | Confused | Dad | Better | Contaminated | Need | Shit | |
| Psychotic | Dropped | Treat | Manic | Mother | Mad | Bullied | Duty | Bitch | |
| Anxiety | Drop | Lie | Strange | Someone | Well | Accident | Counselling | Useless | |
| Pressure | Fall | Hurt | Stable | Old | Stuck | Missing | Therapy | Perfect | |
| Pain | Character | Feel | Odd | Partner | Stressed | Failed | Nurse | Awful | |
| Anger | Fell | Relax | Anxious | Uncle | Stupid | Attacked | Plan | Blip | |
| Heavy | Push | Calm | Sister | They | Sectioned | Care | Prn | ||
| Issue | See | Positive | Man | Down | Hit | We | Crap | ||
| Emotional | Die | Feeling | Relationship | Sad | Lying | Urgent | Goodbye | ||
| Psychosis | Change | Suicidal | Child | Nothing | Talking | Freedom | Naughty | ||
| Panic | Do | Thought | Husband | Bored | Fighting | Respite | Flashback | ||
| Seizure | Poison | Calmer | Girl | Safe | Controlling | Trust | Rough |
*Only 14 words were present in total in this group.
CRIS, clinical record interactive search.