Two coders independently examined a stratified sample (n = 400) drawn equally from each cluster. Coding schema included:
Inter‑coder reliability (Cohen’s κ) = 0.84, indicating strong agreement.
The clustering results reveal a garment that is no longer monolithic. Instead, the jilbab functions as a visual canvas onto which global fashion vocabularies are projected. This mirrors the broader modest‑fashion narrative: a negotiation between religious/ cultural authenticity and contemporary aesthetic desire (Mahmood, 2020). ngintip jilbab pipisblpraljml3lgngv0jiyvwdxq8 images top
| Theme | Description | Frequency* | Representative Elements | |-------|-------------|------------|--------------------------| | Modern Minimalist | Clean lines, solid colors, no visible stitching; often paired with structured blazers. | 34 % | Black silk jilbab, white cotton, asymmetric drape. | | Traditional Ornamental | Rich embroidery, sequins, or regional motifs (e.g., Batik, Arabic calligraphy). | 22 % | Gold thread, paisley patterns, layered scarves. | | Athleisure‑Fusion | Jilbab styled with joggers, hoodies, or sporty jackets. | 18 % | Nylon fabric, reflective strips, zip‑up fronts. | | Luxury Couture | Designer labels, high‑gloss fabrics, runway‑style draping. | 12 % | Velvet, satin, oversized bows, brand logos. | | Eco‑Conscious | Sustainable fabrics (organic cotton, Tencel), natural dyes. | 9 % | Earth tones, recycled‑material tags. | | Cultural Hybrid | Fusion of local dress (e.g., kebaya, abaya) with jilbab overlay. | 5 % | Lace trims, batik panels, modest swimwear combos. |
*Frequency calculated as a proportion of the 932 distinct images after clustering. Two coders independently examined a stratified sample (n
Word of Aïcha’s masterpiece spread quickly. Merchants, scholars, and even the city’s governor came to catch a glimpse. Among the visitors was a young scholar named Leila, who specialized in ancient imagery—she called them top images because they captured the pinnacle of cultural memory.
Leila examined the jilbab, her eyes widening as she recognized the hidden symbols. Beneath the embroidered constellations, Aïcha had subtly woven a series of tiny pictograms—ancient Arabic calligraphy, the outline of a camel’s foot, a crescent moon, and a stylized oasis. Each image was a top reference to stories passed down through generations. Inter‑coder reliability (Cohen’s κ) = 0
Leila whispered, “These are the stories of our ancestors, locked within the fabric. If the wearer walks under the night sky, the images will glow, revealing the tales of the desert.”
Aïcha smiled. “That is exactly what the traveler wanted—a garment that holds the past and protects the future.”