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Dates use profile grid/image labels where available." }, { "id": "DevzA3cRys-", "brand": "Astrotalk", "platform": "Instagram", "url": "https://www.instagram.com/astrotalk/reel/DevzA3cRys-/", "topic": "Ravana and Shiv Tandav origin story", "category": "Mythology", "format": "Reel", "views": null, "likes": 2700, "comments": 20, "publishedDate": "2026-10-20", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "None explicit; bracketed keywords", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DelbSgwxcXo", "brand": "Astrotalk", "platform": "Instagram", "url": "https://www.instagram.com/astrotalk/reel/DelbSgwxcXo/", "topic": "Repeated situations and a new beginning", "category": "Devotional", "format": "Reel", "views": null, "likes": 4000, "comments": 137, "publishedDate": "2026-10-16", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "Devotional affirmation", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DejEH1OxtYg", "brand": "Astrotalk", "platform": "Instagram", "url": "https://www.instagram.com/astrotalk/reel/DejEH1OxtYg/", "topic": "Sun transit into Libra", "category": "Transit", "format": "Reel", "views": null, "likes": 1200, "comments": 104, "publishedDate": "2026-10-16", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "#SuryaGochar #SunTransit2026 #TulaSankranti #VedicAstrology #AstrologyPredictions", "cta": "None explicit", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DegWh9BDID1", "brand": "Astrotalk", "platform": "Instagram", "url": "https://www.instagram.com/astrotalk/p/DegWh9BDID1/", "topic": "Which Devi resembles your partner?", "category": "Festival identity", "format": "Carousel", "views": null, "likes": 3300, "comments": 47, "publishedDate": "2026-10-14", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "#Navratri2026 #MaaDurga #NavDurga #HinduMythology #astrotalk", "cta": "Tag your spouse", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DetCXVDgsM5", "brand": "AstroSage", "platform": "Instagram", "url": "https://www.instagram.com/astrosagedotcom/reel/DetCXVDgsM5/", "topic": "Future partner and proposals", "category": "Product promotion", "format": "Reel", "views": null, "likes": 93, "comments": 6, "publishedDate": "2026-10-19", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "Enter DOB; first chat or call free", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DelVnAQid4P", "brand": "AstroSage", "platform": "Instagram", "url": "https://www.instagram.com/astrosagedotcom/reel/DelVnAQid4P/", "topic": "When will an ex unblock you?", "category": "Product promotion", "format": "Reel", "views": null, "likes": 96, "comments": 8, "publishedDate": "2026-10-16", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "Enter DOB; first chat free", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DegITAcEc5Z", "brand": "AstroSage", "platform": "Instagram", "url": "https://www.instagram.com/astrosagedotcom/reel/DegITAcEc5Z/", "topic": "Reaction to an AI kundli answer", "category": "Product promotion", "format": "Reel", "views": null, "likes": 58, "comments": 5, "publishedDate": "2026-10-14", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "Enter DOB; first chat or call free", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DedgO6AGCs4", "brand": "AstroSage", "platform": "Instagram", "url": "https://www.instagram.com/astrosagedotcom/reel/DedgO6AGCs4/", "topic": "Third person in a relationship", "category": "Product promotion", "format": "Reel", "views": null, "likes": 79, "comments": 5, "publishedDate": "2026-10-13", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "DOB and free check", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "Dea_gmeFO_9", "brand": "AstroSage", "platform": "Instagram", "url": "https://www.instagram.com/astrosagedotcom/reel/Dea_gmeFO_9/", "topic": "Partner loyalty doubts", "category": "Product promotion", "format": "Reel", "views": null, "likes": 83, "comments": 7, "publishedDate": "2026-10-12", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "First chat or call free", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DeYb--mlZuN", "brand": "AstroSage", "platform": "Instagram", "url": "https://www.instagram.com/astrosagedotcom/reel/DeYb--mlZuN/", "topic": "When will I get a job?", "category": "Product promotion", "format": "Reel", "views": null, "likes": 54, "comments": 7, "publishedDate": "2026-10-11", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "Ask AI; first chat free", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DezyhvFEu8q", "brand": "Co–Star", "platform": "Instagram", "url": "https://www.instagram.com/costarastrology/p/DezyhvFEu8q/", "topic": "Not every sign represented", "category": "Identity / humor", "format": "Carousel", "views": null, "likes": 10200, "comments": 81, "publishedDate": "2026-10-22", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "None explicit", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DeSTxv8ksq1", "brand": "Co–Star", "platform": "Instagram", "url": "https://www.instagram.com/costarastrology/p/DeSTxv8ksq1/", "topic": "Goth celebrities and birth charts", "category": "Identity / humor", "format": "Carousel", "views": null, "likes": 12400, "comments": 229, "publishedDate": "2026-10-09", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "None explicit", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "Dd_9VD5EeMP", "brand": "Co–Star", "platform": "Instagram", "url": "https://www.instagram.com/costarastrology/p/Dd_9VD5EeMP/", "topic": "Carousel captioned True crime; slide theme not verified", "category": "Identity / humor", "format": "Carousel", "views": null, "likes": 12300, "comments": 95, "publishedDate": "2026-10-02", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "None explicit", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DcmK8-pmogY", "brand": "Co–Star", "platform": "Instagram", "url": "https://www.instagram.com/costarastrology/p/DcmK8-pmogY/", "topic": "Signs as everyday annoyances", "category": "Identity / humor", "format": "Static", "views": null, "likes": 18300, "comments": 156, "publishedDate": "2026-08-28", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "None explicit", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DcjoGEOkncg", "brand": "Co–Star", "platform": "Instagram", "url": "https://www.instagram.com/costarastrology/p/DcjoGEOkncg/", "topic": "Carousel captioned What’s that smell?", "category": "Identity / humor", "format": "Carousel", "views": null, "likes": 13600, "comments": 242, "publishedDate": "2026-08-27", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "None explicit", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DbZC1jokrRD", "brand": "Co–Star", "platform": "Instagram", "url": "https://www.instagram.com/costarastrology/p/DbZC1jokrRD/", "topic": "Jupiter–Sun alignment", "category": "Transit", "format": "Carousel", "views": null, "likes": 2000, "comments": 32, "publishedDate": "2026-07-29", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "None explicit", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DdvO5d3pkqK", "brand": "The Pattern", "platform": "Instagram", "url": "https://www.instagram.com/thepattern/reel/DdvO5d3pkqK/", "topic": "Aries Full Moon and personal agency", "category": "Transit / reflection", "format": "Reel", "views": null, "likes": 11400, "comments": 87, "publishedDate": "2026-09-25", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "Personal meaning in app via bio", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DetNHKJp5qb", "brand": "The Pattern", "platform": "Instagram", "url": "https://www.instagram.com/thepattern/reel/DetNHKJp5qb/", "topic": "Venus and recurring relationship patterns", "category": "Transit / reflection", "format": "Reel", "views": null, "likes": 610, "comments": 3, "publishedDate": null, "displayedAge": "4 days; edited caption says 1 day", "observedDate": "2026-10-25", "hashtags": "", "cta": "Relationship insight via bio", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. 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Dates use profile grid/image labels where available." }, { "id": "DRVFKFzkpuu", "brand": "The Pattern", "platform": "Instagram", "url": "https://www.instagram.com/thepattern/reel/DRVFKFzkpuu/", "topic": "Rachel Sennott and Jimmy Fallon chart clip", "category": "Celebrity", "format": "Reel", "views": null, "likes": 1800, "comments": 42, "publishedDate": null, "displayedAge": "48 weeks; edited; historical", "observedDate": "2026-10-25", "hashtags": "", "cta": "None explicit", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DenMnfnvZZh", "brand": "The Pattern", "platform": "Instagram", "url": "https://www.instagram.com/thepattern/reel/DenMnfnvZZh/", "topic": "Venus retrograde relationship reflection", "category": "Transit / reflection", "format": "Reel", "views": null, "likes": 2100, "comments": 16, "publishedDate": null, "displayedAge": "7 days", "observedDate": "2026-10-25", "hashtags": "", "cta": "Love-life insight via bio", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "Dcka2a-gOrC", "brand": "The Pattern", "platform": "Instagram", "url": "https://www.instagram.com/thepattern/p/Dcka2a-gOrC/", "topic": "What each sign can release", "category": "Identity / reflection", "format": "Carousel", "views": null, "likes": 5600, "comments": 25, "publishedDate": "2026-08-27", "displayedAge": "Caption edited 1 week ago; original image date Aug 27", "observedDate": "2026-10-25", "hashtags": "", "cta": "Swipe; full insight in app", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. 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Dates use profile grid/image labels where available." }, { "id": "De12ek1IMUD", "brand": "CHANI", "platform": "Instagram", "url": "https://www.instagram.com/chani.app/p/De12ek1IMUD/", "topic": "Taurus Full Moon and celebrating progress", "category": "Transit / reflection", "format": "Carousel", "views": null, "likes": 3000, "comments": 7, "publishedDate": "2026-10-23", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "#astrology #fullmoon #taurus #ritual #chaniapp", "cta": "Share a win; celebrate someone else", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DewrmIxoAMY", "brand": "CHANI", "platform": "Instagram", "url": "https://www.instagram.com/chani.app/p/DewrmIxoAMY/", "topic": "Mercury retrograde preparation", "category": "Transit", "format": "Carousel", "views": null, "likes": 2500, "comments": 9, "publishedDate": "2026-10-21", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "#astrology #chaniapp #mercuryrx #retrograde #mercuryretrograde", "cta": "Swipe; comment your tips", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. Dates use profile grid/image labels where available." }, { "id": "DeuGC8NoGJb", "brand": "CHANI", "platform": "Instagram", "url": "https://www.instagram.com/chani.app/p/DeuGC8NoGJb/", "topic": "Venus cazimi explained", "category": "Transit education", "format": "Carousel", "views": null, "likes": 1800, "comments": 6, "publishedDate": "2026-10-20", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "#astrology #chaniapp #venus #cazimi #astro101", "cta": "Comment your insights", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. 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Dates use profile grid/image labels where available." }, { "id": "Dej4RNRIL5l", "brand": "CHANI", "platform": "Instagram", "url": "https://www.instagram.com/chani.app/p/Dej4RNRIL5l/", "topic": "The twelve chart houses", "category": "Chart education", "format": "Carousel", "views": null, "likes": 1400, "comments": 14, "publishedDate": "2026-10-16", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "Open Charts tab; comment discoveries", "sample": "IG six-post sample", "note": "Native public UI; likes >=1000 are rounded. Views, saves, shares and reach unavailable. 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Primarily September/October-themed; topic date is not upload date." }, { "id": "g9yk5JvrVLU", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/g9yk5JvrVLU", "topic": "Plants for the home", "category": "Ritual / remedy", "format": "Short", "views": 3400, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "MwGiD4N_yGg", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/MwGiD4N_yGg", "topic": "Sun enters Libra: five signs", "category": "General transit", "format": "Short", "views": 53000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "XeMGFfz8yLY", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/XeMGFfz8yLY", "topic": "Mantra for overthinking", "category": "Ritual / remedy", "format": "Short", "views": 43000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "me_SAJ558gk", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/me_SAJ558gk", "topic": "Before donating clothes", "category": "Ritual / remedy", "format": "Short", "views": 3500, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "eH3n2m4JQkg", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/eH3n2m4JQkg", "topic": "Aquarius: Saturn transit", "category": "Sign-specific transit", "format": "Short", "views": 62000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "Eu1erddRKPI", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/Eu1erddRKPI", "topic": "Capricorn: Saturn transit", "category": "Sign-specific transit", "format": "Short", "views": 124000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "pqZNmGNcOhE", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/pqZNmGNcOhE", "topic": "Sagittarius: Saturn transit", "category": "Sign-specific transit", "format": "Short", "views": 66000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "a4Fv7ynUpVI", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/a4Fv7ynUpVI", "topic": "Scorpio: Saturn transit", "category": "Sign-specific transit", "format": "Short", "views": 108000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "wx9qnxW8f6U", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/wx9qnxW8f6U", "topic": "Libra: Saturn transit", "category": "Sign-specific transit", "format": "Short", "views": 57000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "A-KHX0Qc9mA", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/A-KHX0Qc9mA", "topic": "Virgo: Saturn transit", "category": "Sign-specific transit", "format": "Short", "views": 13000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "5I1Wkk1FNCA", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/5I1Wkk1FNCA", "topic": "Leo: Saturn transit", "category": "Sign-specific transit", "format": "Short", "views": 190000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "Vk85p1Fln-k", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/Vk85p1Fln-k", "topic": "Cancer: Saturn transit", "category": "Sign-specific transit", "format": "Short", "views": 30000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "Mh_lYe-hdyU", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/Mh_lYe-hdyU", "topic": "Gemini: Saturn transit", "category": "Sign-specific transit", "format": "Short", "views": 88000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "cH2czx1F2lQ", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/cH2czx1F2lQ", "topic": "Taurus: Saturn transit", "category": "Sign-specific transit", "format": "Short", "views": 6800, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "8VySE6uazh0", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/8VySE6uazh0", "topic": "Aries: Saturn transit", "category": "Sign-specific transit", "format": "Short", "views": 165000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "K3VbMWIHveU", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/K3VbMWIHveU", "topic": "Remedy for love problems", "category": "Ritual / remedy", "format": "Short", "views": 4800, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "p6DBjBb3gz0", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/p6DBjBb3gz0", "topic": "Venus retrograde and an ex", "category": "General transit", "format": "Short", "views": 34000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "4JpNDReRj3Y", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/4JpNDReRj3Y", "topic": "Black thread on the leg", "category": "Ritual / remedy", "format": "Short", "views": 45000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "RI-X-jQGlHU", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/RI-X-jQGlHU", "topic": "Remedy for job seekers", "category": "Ritual / remedy", "format": "Short", "views": 2600, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "zX3Ed02g38Q", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/zX3Ed02g38Q", "topic": "Loan and debt problems", "category": "Ritual / remedy", "format": "Short", "views": 2400, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "XWw8oYtC0dY", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/XWw8oYtC0dY", "topic": "Health mantra", "category": "Ritual / remedy", "format": "Short", "views": 748000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "_n5GFBYolMw", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/_n5GFBYolMw", "topic": "Sagittarius October marriage forecast", "category": "Monthly sign prediction", "format": "Short", "views": 5700, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "3hAvxJtnRyY", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/3hAvxJtnRyY", "topic": "Scorpio October relationship forecast", "category": "Monthly sign prediction", "format": "Short", "views": 7900, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 30 on Latest Shorts", "note": "Ordered native channel listing; rounded lifetime views as observed. Publication dates not captured for most. Primarily September/October-themed; topic date is not upload date." }, { "id": "a24HFVnUdCA", "brand": "Astrotalk", "platform": "YouTube", "url": "https://www.youtube.com/shorts/a24HFVnUdCA", "topic": "Pitru Paksha and Pitra dosha", "category": "Dosha education", "format": "Short", "views": 1684, "likes": 31, "comments": 2, "publishedDate": "2026-09-24", "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "Supplemental example", "note": "Exact public detail counts; title and description disagree on festival dates. Not endorsed as factual astrology or used as a forecast." }, { "id": "ldETPucDjuM", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/shorts/ldETPucDjuM", "topic": "Five preparations for Pitru Paksha", "category": "Festival utility", "format": "Short", "views": 2500, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "#PitruPaksha #PitruPaksha2026 #पितृपक्ष #पितृदोष #श्राद्ध", "cta": "", "sample": "First 13 on Latest Shorts", "note": "Rounded public lifetime views; mixed upload ages. Hashtags from visible title, not a full caption audit." }, { "id": "gJ7B6bNv_CQ", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/shorts/gJ7B6bNv_CQ", "topic": "D.O.B. 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Hashtags from visible title, not a full caption audit." }, { "id": "M5r-ppysg5c", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/shorts/M5r-ppysg5c", "topic": "D.O.B. Files episode 5", "category": "Microdrama", "format": "Short", "views": 375, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 13 on Latest Shorts", "note": "Rounded public lifetime views; mixed upload ages. Hashtags from visible title, not a full caption audit." }, { "id": "7R7nQM3-jO4", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/shorts/7R7nQM3-jO4", "topic": "D.O.B. Files episode 4", "category": "Microdrama", "format": "Short", "views": 417, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 13 on Latest Shorts", "note": "Rounded public lifetime views; mixed upload ages. Hashtags from visible title, not a full caption audit." }, { "id": "0h3e1Cvhekc", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/shorts/0h3e1Cvhekc", "topic": "Janmashtami date and worship", "category": "Festival utility", "format": "Short", "views": 596, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "#janmashtami #hindufestival #krishna", "cta": "", "sample": "First 13 on Latest Shorts", "note": "Rounded public lifetime views; mixed upload ages. Hashtags from visible title, not a full caption audit." }, { "id": "L2un7HNqK2I", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/shorts/L2un7HNqK2I", "topic": "D.O.B. Files episode 3", "category": "Microdrama", "format": "Short", "views": 384, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 13 on Latest Shorts", "note": "Rounded public lifetime views; mixed upload ages. Hashtags from visible title, not a full caption audit." }, { "id": "EErHN5SxJSc", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/shorts/EErHN5SxJSc", "topic": "D.O.B. 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Hashtags from visible title, not a full caption audit." }, { "id": "4rk3bwpwt64", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/shorts/4rk3bwpwt64", "topic": "Raksha Bandhan eclipse question", "category": "Festival utility", "format": "Short", "views": 995, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "#rakshabandhan #sutakkaal #chandragrahan #ytshorts", "cta": "", "sample": "First 13 on Latest Shorts", "note": "Rounded public lifetime views; mixed upload ages. Hashtags from visible title, not a full caption audit." }, { "id": "57ITjt52wTA", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/shorts/57ITjt52wTA", "topic": "Solar eclipse visibility in India", "category": "Festival utility", "format": "Short", "views": 1800, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "#suryagrahan #solareclipse", "cta": "", "sample": "First 13 on Latest Shorts", "note": "Rounded public lifetime views; mixed upload ages. Hashtags from visible title, not a full caption audit." }, { "id": "PgC2_cWy6Lo", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/shorts/PgC2_cWy6Lo", "topic": "Five Sawan offerings", "category": "Festival utility", "format": "Short", "views": 2100, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "#sawan #shivbhakti #ytshorts #sawanspecial", "cta": "", "sample": "First 13 on Latest Shorts", "note": "Rounded public lifetime views; mixed upload ages. Hashtags from visible title, not a full caption audit." }, { "id": "xcPl1Ato9XM", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/shorts/xcPl1Ato9XM", "topic": "Correct fasting date", "category": "Festival utility", "format": "Short", "views": 1500, "likes": null, "comments": null, "publishedDate": null, "displayedAge": null, "observedDate": "2026-10-25", "hashtags": "#sawanspecial #astrology #shivshakti", "cta": "", "sample": "First 13 on Latest Shorts", "note": "Rounded public lifetime views; mixed upload ages. Hashtags from visible title, not a full caption audit." }, { "id": "3VCuvtHZ4Gc", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/watch?v=3VCuvtHZ4Gc", "topic": "Mangal / Kuja dosha explained", "category": "Dosha education", "format": "Video", "views": 35000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": "14 years", "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "Historical educational examples", "note": "Lifetime totals, not current trends. No current search traffic or retention available." }, { "id": "_s_09EIOdPA", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/watch?v=_s_09EIOdPA", "topic": "Nadi dosha in matching", "category": "Dosha education", "format": "Video", "views": 89000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": "14 years", "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "Historical educational examples", "note": "Lifetime totals, not current trends. No current search traffic or retention available." }, { "id": "kUmbltG9_YA", "brand": "AstroSage", "platform": "YouTube", "url": "https://www.youtube.com/watch?v=kUmbltG9_YA", "topic": "Two-minute astrology introduction", "category": "Chart education", "format": "Video", "views": 479000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": "12 years", "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "Historical educational examples", "note": "Lifetime totals, not current trends. No current search traffic or retention available." }, { "id": "dRJ0Y3WAJbQ", "brand": "CHANI", "platform": "YouTube", "url": "https://www.youtube.com/watch?v=dRJ0Y3WAJbQ", "topic": "Cazimi explanation", "category": "CHANI 101", "format": "Video", "views": 4000, "likes": null, "comments": null, "publishedDate": null, "displayedAge": "2 days", "observedDate": "2026-10-25", "hashtags": "", "cta": "", "sample": "First 12 on Latest Videos", "note": "Rounded public lifetime views; six weekly forecasts interleaved with six explainers. Different lengths and ages; not a controlled test." }, { "id": "-UrK4FY7fW4", "brand": "CHANI", "platform": "YouTube", "url": "https://www.youtube.com/watch?v=-UrK4FY7fW4", "topic": "Week of October 19: Full Moon and retrogrades", "category": "Weekly forecast", "format": "Video", "views": 45000, "likes": 1551, "comments": 106, "publishedDate": "2026-10-19", "displayedAge": "5 days", "observedDate": "2026-10-25", "hashtags": "", "cta": "Free daily horoscope in app; Charts feature; app-store links", "sample": "First 12 on Latest Videos", "note": "Rounded public lifetime views; six weekly forecasts interleaved with six explainers. Different lengths and ages; not a controlled test. Exact detail snapshot retained separately. Description has chapters. 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No account analytics access. Instagram counts below the post; YouTube counts from Latest listings unless detailViews exists." }, { "title": "Record and classify", "detail": "Paraphrased topics; manually classified format/topic. Missing metrics remain null. K/M values interpreted as rounded counts. See prepare_evidence.py for exact row selection and calculations." } ], "metricDefinitions": [ { "label": "Public engagement", "definition": "Visible likes plus comments; excludes shares, saves and private reach. Not audience retention or a conversion metric.", "componentIds": [ "evidence", "findings", "hashtags", "retention", "executive" ] }, { "label": "Follower interaction proxy", "definition": "Median visible post interactions / rounded current account followers × 100. A descriptive proxy with unmatched exposure and post ages; not reach-based engagement.", "componentIds": [ "evidence", "findings", "hashtags", "retention", "executive" ] }, { "label": "Views", "definition": "Lifetime public displayed views at collection. Rounded listing values used consistently in medians; exact detail counts kept separately. Organic versus paid distribution unknown.", "componentIds": [ "evidence", "findings", "hashtags", "retention", "executive" ] } ] }, "methods": [ { "language": "Python", "code": "prepare_evidence.py: manual native UI transcription; median statistics calculated with statistics.median. Filter sample before grouping; do not average or sum across platforms." } ] }, "accounts": { "rows": [ { "brand": "Astrotalk", "platform": "Instagram", "handle": "astrotalk", "followers": 3000000, "display": "3M", "url": "https://www.instagram.com/astrotalk/", "observedDate": "2026-10-25", "note": "Native public profile display; rounded, not unique customers or active users." }, { "brand": "AstroSage", "platform": "Instagram", "handle": "astrosagedotcom", "followers": 774000, "display": "774K", "url": "https://www.instagram.com/astrosagedotcom/", "observedDate": "2026-10-25", "note": "Native public profile display; rounded, not unique customers or active users." }, { "brand": "Co–Star", "platform": "Instagram", "handle": "costarastrology", "followers": 1900000, "display": "1.9M", "url": "https://www.instagram.com/costarastrology/", "observedDate": "2026-10-25", "note": "Native public profile display; rounded, not unique customers or active users." }, { "brand": "The Pattern", "platform": "Instagram", "handle": "thepattern", "followers": 352000, "display": "352K", "url": "https://www.instagram.com/thepattern/", "observedDate": "2026-10-25", "note": "Native public profile display; rounded, not unique customers or active users." }, { "brand": "CHANI", "platform": "Instagram", "handle": "chani.app", "followers": 185000, "display": "185K", "url": "https://www.instagram.com/chani.app/", "observedDate": "2026-10-25", "note": "Native public profile display; rounded, not unique customers or active users." }, { "brand": "CHANI founder", "platform": "Instagram", "handle": "chaninicholas", "followers": 699000, "display": "699K", "url": "https://www.instagram.com/chaninicholas/", "observedDate": "2026-10-25", "note": "Native public profile display; rounded, not unique customers or active users." }, { "brand": "Astrotalk", "platform": "YouTube", "handle": "astrotalk_app", "followers": 142000, "display": "142K", "url": "https://www.youtube.com/@astrotalk_app", "observedDate": "2026-10-25", "note": "Native public profile display; rounded, not unique customers or active users." }, { "brand": "AstroSage", "platform": "YouTube", "handle": "astrosage", "followers": 1480000, "display": "1.48M", "url": "https://www.youtube.com/@astrosage", "observedDate": "2026-10-25", "note": "Native public profile display; rounded, not unique customers or active users." }, { "brand": "CHANI", "platform": "YouTube", "handle": "ChaniMedia", "followers": 68500, "display": "68.5K", "url": "https://www.youtube.com/@ChaniMedia", "observedDate": "2026-10-25", "note": "Native public profile display; rounded, not unique customers or active users." } ], "source": { "label": "Native profile sizes", "provider": "Public Instagram and YouTube native UI", "executedAt": "2026-10-25T06:21:19.727488+00:00", "filters": [ "Observed on 2026-10-25 Asia/Kolkata; convenience samples, not an exhaustive account history." ], "links": [ { "label": "https://www.instagram.com/astrotalk/", "url": "https://www.instagram.com/astrotalk/" }, { "label": "https://www.instagram.com/astrosagedotcom/", "url": "https://www.instagram.com/astrosagedotcom/" }, { "label": "https://www.instagram.com/costarastrology/", "url": "https://www.instagram.com/costarastrology/" }, { "label": "https://www.instagram.com/thepattern/", "url": "https://www.instagram.com/thepattern/" }, { "label": "https://www.instagram.com/chani.app/", "url": "https://www.instagram.com/chani.app/" }, { "label": "https://www.instagram.com/chaninicholas/", "url": "https://www.instagram.com/chaninicholas/" }, { "label": "https://www.youtube.com/@astrotalk_app", "url": "https://www.youtube.com/@astrotalk_app" }, { "label": "https://www.youtube.com/@astrosage", "url": "https://www.youtube.com/@astrosage" }, { "label": "https://www.youtube.com/@ChaniMedia", "url": "https://www.youtube.com/@ChaniMedia" } ], "evidenceFlow": [ { "title": "Read public page", "detail": "Used cua_repl browser goto and accessibility snapshots of the listed native URLs. No account analytics access. Instagram counts below the post; YouTube counts from Latest listings unless detailViews exists." }, { "title": "Record and classify", "detail": "Paraphrased topics; manually classified format/topic. Missing metrics remain null. K/M values interpreted as rounded counts. See prepare_evidence.py for exact row selection and calculations." } ], "metricDefinitions": [ { "label": "Public engagement", "definition": "Visible likes plus comments; excludes shares, saves and private reach. Not audience retention or a conversion metric.", "componentIds": [ "competitors" ] }, { "label": "Follower interaction proxy", "definition": "Median visible post interactions / rounded current account followers × 100. A descriptive proxy with unmatched exposure and post ages; not reach-based engagement.", "componentIds": [ "competitors" ] }, { "label": "Views", "definition": "Lifetime public displayed views at collection. Rounded listing values used consistently in medians; exact detail counts kept separately. Organic versus paid distribution unknown.", "componentIds": [ "competitors" ] } ] } }, "ig_summary": { "rows": [ { "brand": "Astrotalk", "platform": "Instagram", "n": 6, "medianLikes": 2600.0, "medianComments": 45.5, "medianVisibleInteractions": 2632.0, "approxFollowerInteractionPct": 0.08773333333333334 }, { "brand": "AstroSage", "platform": "Instagram", "n": 6, "medianLikes": 81.0, "medianComments": 6.5, "medianVisibleInteractions": 87.0, "approxFollowerInteractionPct": 0.01124031007751938 }, { "brand": "Co–Star", "platform": "Instagram", "n": 6, "medianLikes": 12350.0, "medianComments": 125.5, "medianVisibleInteractions": 12512.0, "approxFollowerInteractionPct": 0.6585263157894737 }, { "brand": "The Pattern", "platform": "Instagram", "n": 6, "medianLikes": 1950.0, "medianComments": 20.5, "medianVisibleInteractions": 1979.0, "approxFollowerInteractionPct": 0.5622159090909091 }, { "brand": "CHANI", "platform": "Instagram", "n": 6, "medianLikes": 2150.0, "medianComments": 8.0, "medianVisibleInteractions": 2157.5, "approxFollowerInteractionPct": 1.1662162162162162 } ], "source": { "label": "Six-post Instagram summaries", "provider": "Public Instagram and YouTube native UI", "executedAt": "2026-10-25T06:21:19.727490+00:00", "filters": [ "Observed on 2026-10-25 Asia/Kolkata; convenience samples, not an exhaustive account history." ], "links": [ { "label": "https://www.instagram.com/astrotalk/", "url": "https://www.instagram.com/astrotalk/" }, { "label": "https://www.instagram.com/astrosagedotcom/", "url": "https://www.instagram.com/astrosagedotcom/" }, { "label": "https://www.instagram.com/costarastrology/", "url": "https://www.instagram.com/costarastrology/" }, { "label": "https://www.instagram.com/thepattern/", "url": "https://www.instagram.com/thepattern/" }, { "label": "https://www.instagram.com/chani.app/", "url": "https://www.instagram.com/chani.app/" } ], "evidenceFlow": [ { "title": "Read public page", "detail": "Used cua_repl browser goto and accessibility snapshots of the listed native URLs. No account analytics access. Instagram counts below the post; YouTube counts from Latest listings unless detailViews exists." }, { "title": "Record and classify", "detail": "Paraphrased topics; manually classified format/topic. Missing metrics remain null. K/M values interpreted as rounded counts. See prepare_evidence.py for exact row selection and calculations." } ], "metricDefinitions": [ { "label": "Public engagement", "definition": "Visible likes plus comments; excludes shares, saves and private reach. Not audience retention or a conversion metric.", "componentIds": [ "ig-comparison", "executive", "findings" ] }, { "label": "Follower interaction proxy", "definition": "Median visible post interactions / rounded current account followers × 100. A descriptive proxy with unmatched exposure and post ages; not reach-based engagement.", "componentIds": [ "ig-comparison", "executive", "findings" ] }, { "label": "Views", "definition": "Lifetime public displayed views at collection. Rounded listing values used consistently in medians; exact detail counts kept separately. Organic versus paid distribution unknown.", "componentIds": [ "ig-comparison", "executive", "findings" ] } ] } }, "format_summary": { "rows": [ { "group": "Astrotalk sign-specific transits", "n": 15, "medianViews": 66000, "minViews": 3400, "maxViews": 190000 }, { "group": "Astrotalk rituals/remedies", "n": 10, "medianViews": 4150.0, "minViews": 2400, "maxViews": 748000 }, { "group": "CHANI weekly forecast", "n": 6, "medianViews": 47500.0, "minViews": 41000, "maxViews": 58000 }, { "group": "CHANI 101", "n": 6, "medianViews": 4150.0, "minViews": 2200, "maxViews": 5600 }, { "group": "AstroSage microdrama", "n": 7, "medianViews": 417, "minViews": 375, "maxViews": 1200 }, { "group": "AstroSage festival utility", "n": 6, "medianViews": 1650.0, "minViews": 596, "maxViews": 2500 } ], "source": { "label": "Within-channel format medians", "provider": "Public Instagram and YouTube native UI", "executedAt": "2026-10-25T06:21:19.727497+00:00", "filters": [ "Observed on 2026-10-25 Asia/Kolkata; convenience samples, not an exhaustive account history." ], "links": [ { "label": "https://www.youtube.com/@astrotalk_app/shorts", "url": "https://www.youtube.com/@astrotalk_app/shorts" }, { "label": "https://www.youtube.com/@astrosage/shorts", "url": "https://www.youtube.com/@astrosage/shorts" }, { "label": "https://www.youtube.com/@ChaniMedia/videos", "url": "https://www.youtube.com/@ChaniMedia/videos" } ], "evidenceFlow": [ { "title": "Read public page", "detail": "Used cua_repl browser goto and accessibility snapshots of the listed native URLs. No account analytics access. Instagram counts below the post; YouTube counts from Latest listings unless detailViews exists." }, { "title": "Record and classify", "detail": "Paraphrased topics; manually classified format/topic. Missing metrics remain null. K/M values interpreted as rounded counts. See prepare_evidence.py for exact row selection and calculations." } ], "metricDefinitions": [ { "label": "Public engagement", "definition": "Visible likes plus comments; excludes shares, saves and private reach. Not audience retention or a conversion metric.", "componentIds": [ "yt-comparison", "executive", "findings" ] }, { "label": "Follower interaction proxy", "definition": "Median visible post interactions / rounded current account followers × 100. A descriptive proxy with unmatched exposure and post ages; not reach-based engagement.", "componentIds": [ "yt-comparison", "executive", "findings" ] }, { "label": "Views", "definition": "Lifetime public displayed views at collection. Rounded listing values used consistently in medians; exact detail counts kept separately. Organic versus paid distribution unknown.", "componentIds": [ "yt-comparison", "executive", "findings" ] } ] } } } }