One export, one couple
All 11,187 participant entries were parsed. Multiline messages stay together; one system notice is excluded. Five backward timestamp pairs were corrected by stable sorting. The observation window is 14 April–13 October 2026, inclusive.
A computational scan and contextual reading
The complete export was scanned for structural metrics and keyword cues. Longer conversational text was reviewed chronologically, with shorter surrounding turns and targeted searches used to examine themes and six selected sequences. No independent second coder, participant interview or validated psychological scale was used.
The categories are exploratory
Fourteen relationship themes are qualitative interpretations. Eight keyword groups form the graph. They are separate methods: graph counts are literal cues, not coded counts of love, care or conflict. Category rules and case-study entry identifiers are available in the complete report.
Beyond this window
Calls, physical affection and offline events are outside this record. The omitted pictures, videos and voice notes are deliberately private: your own little vault away from the machines. Replies are timestamp gaps, not attention measurements. A nightmare is a reported dream; copied messages and third-party stories are not automatically the sender’s own experiences. Quiet days, thanks and apologies are not relationship-health scores.
Language and cultural context
English and Nguni-language code-switching, spelling, humour and endearments limit literal rules. No automated sentiment score or clinical attachment label is assigned. Western dyadic research and CNM studies are used as qualified lenses, not prescriptions for customary relationships.
Research access
Bibliographic records and abstracts were consulted for all 28 references. Full text was additionally reviewed for the three entries marked “Full text”. Some journal and PubMed pages returned access limits. This is a focused interpretive review, not a systematic literature review.
Discretion in the published copy
This site contains aggregate data, contextual paraphrases and six short affectionate excerpts. Raw chats, contacts, exact addresses, financial codes, private health specifics, third-party allegations and emergency phrases are excluded.
Read or take the full portrait
Read the complete analysis ↗Download the aggregate data ↓Download the written report ↓