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Ranked shortlist · 10 of 14 shopping
Best shopping in Aurangabad
The 10 most notable shopping in Aurangabad, in rank order. The order is curation quality — how well attested and how complete each record is — not popularity, and no place on this list paid to be on it.
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1
Jaquar Authorized Dealer - Patel Trading Corporation
Kranti Chowk, Jalna Road, Ajabnagar, Beside HP Petrol Pump
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.484, percentile 100 of 14
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2
IFB Point - Bansilal Nagar
Pratik Digital World, Raja Bansilal Market, Bansilal Nagar, Station Road, Opp Hotel Ginger
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.96 · rank score 2.264, percentile 92.31 of 14
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3
Nykaa On Trend
Unit No 7/8, Khatod Complex, Samarthnagar Road, Nirala Bazar
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 1.973, percentile 84.62 of 14
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4
Chitale Xpress - Garkheda Chh. Sambhajinagar
RAYATE ENTERPRISES\nShop 4,5 Disha Square,\nBeside Rayate Dry Fruits (Indiana Cakes Garkheda),\nSutgirni Chowk,\nChh. Sambhajinagar \n431009
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.91 · rank score 1.944, percentile 76.92 of 14
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5
Mota Bhai Mini Mart
karma road, subhas Nagar, opposite to forest department office
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.91 · rank score 1.909, percentile 69.23 of 14
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6
Pralhad Agencies Wine Shop
5-22-67, Tilak Rd, near Sadhia Talkies Gate
listed by Meta and Overture Maps Foundation · record has a phone and an address · Overture confidence 0.98 · rank score 1.817, percentile 61.54 of 14
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7
Sleepwell
N - 11, B - 66/3 - 4, TV Center, Hudco
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 1.680, percentile 53.85 of 14
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8
Sleepwell
Shop No 14, Sara Pride, Kalda Corner, Ranjit Nagar
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 1.680, percentile 46.15 of 14
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9
Sleepwell
Pandariba Road, Near Punjab National Hotel
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 1.680, percentile 38.46 of 14
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10
Sleepwell
New Shantiniketan Colony, Jawahar Colony Road
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 1.680, percentile 30.77 of 14
How this list is made
Every place in this group was scored by the same model, with each term z-normalised inside the group and capped, so a famous chain cannot win by being famous everywhere. The weights, verbatim:
- attestation by independent providers
- +0.35
- record completeness (website, phone, address)
- +0.25
- Overture existence confidence
- +0.20
- Michelin designation (Wikidata, CC0)
- +0.40
- brand fame (Wikidata sitelinks)
- −0.15
- same-name chain collision
- −0.30
Curation quality, not popularity: how well attested and how complete a record is.
No licensable popularity signal; this ranks curation quality, not taste
Independent check: 5,951 places listed in Wikivoyage (CC BY-SA 4.0; validation only, never published or scored) were matched to our records by name within 250 m. Across the 5,651 that fall in groups of at least 10, the median matched place sits at percentile 73 and 24.2% are in the top decile, against 10% by chance; five families have enough anchors to report (arts, food and drink, lodging, shopping, sport), while health care (5), lifestyle services (17), travel (26) have too few and are not validated. A match needs both the guide and the catalogue to name the same place, which favours well-attested places — a term this rank itself rewards — so these are lower bounds; Michelin's 528 in-group anchors have a median percentile of 100, but that is partly circular: across the Wikivoyage matches, the 17 that also carry the designation term this rank scores sit at 99.93, against 72.55 for the 5,934 without it.
The catalogue carries no rating, review count, price or opening hours, so this file has none.
Nobody paid for placement: no ads, no sponsored results, no ratings for sale.
Data: AllThePlaces (CC0-1.0), BrightQuery (CDLA-Permissive-2.0), DAC (CDLA-Permissive-2.0), Foursquare Open Source Places (Apache-2.0), Meta (CDLA-Permissive-2.0), Microsoft (CDLA-Permissive-2.0), Overture Maps Foundation (CDLA-Permissive-2.0), PinMeTo (CDLA-Permissive-2.0), RenderSEO (CDLA-Permissive-2.0).