date,trade,city,question asked,chatgpt_picks,picks_in_maps_top3,picks_in_maps_top10,cited_pages,best_of_lists,directories_review_platforms,reddit_forums,news,other,business_own_sites,quoted_ratings_or_review_counts,named_google_reviews
2026-11-04,plumber,Phoenix,"Who is the best plumber in Phoenix, AZ? Give me 3 options.",3,0,1,3,3,0,0,0,0,0,yes,no
2026-11-04,plumber,Denver,"Who is the best plumber in Denver, CO? Give me 3 options.",3,0,1,3,2,1,0,0,0,0,yes,no
2026-11-04,plumber,Charlotte,"Who is the best plumber in Charlotte, NC? Give me 3 options.",3,1,3,2,2,0,0,0,0,0,yes,yes
2026-11-04,plumber,Columbus,"Who is the best plumber in Columbus, OH? Give me 3 options.",3,0,1,2,1,1,0,0,0,0,yes,no
2026-11-04,plumber,Austin,"Who is the best plumber in Austin, TX? Give me 3 options.",3,0,2,3,2,1,0,0,0,0,yes,yes
2026-11-04,electrician,Phoenix,"Who is the best electrician in Phoenix, AZ? Give me 3 options.",3,0,1,2,2,0,0,0,0,0,yes,yes
2026-11-04,electrician,Denver,"Who is the best electrician in Denver, CO? Give me 3 options.",3,1,1,1,1,0,0,0,0,0,yes,yes
2026-11-04,electrician,Charlotte,"Who is the best electrician in Charlotte, NC? Give me 3 options.",3,1,3,2,2,0,0,0,0,0,yes,yes
2026-11-04,electrician,Columbus,"Who is the best electrician in Columbus, OH? Give me 3 options.",3,1,1,2,1,0,1,0,0,0,yes,yes
2026-11-04,electrician,Austin,"Who is the best electrician in Austin, TX? Give me 3 options.",3,1,2,3,2,0,0,0,1,0,yes,no
2026-11-04,roofer,Phoenix,"Who is the best roofer in Phoenix, AZ? Give me 3 options.",3,0,2,3,2,1,0,0,0,0,yes,yes
2026-11-04,roofer,Denver,"Who is the best roofer in Denver, CO? Give me 3 options.",3,0,0,2,2,0,0,0,0,0,yes,yes
2026-11-04,roofer,Charlotte,"Who is the best roofer in Charlotte, NC? Give me 3 options.",3,0,0,4,3,0,0,0,1,0,yes,yes
2026-11-04,roofer,Columbus,"Who is the best roofer in Columbus, OH? Give me 3 options.",3,0,0,3,3,0,0,0,0,0,yes,no
2026-11-04,roofer,Austin,"Who is the best roofer in Austin, TX? Give me 3 options.",3,0,0,1,1,0,0,0,0,0,yes,no
2026-11-04,dentist,Phoenix,"Who is the best dentist in Phoenix, AZ? Give me 3 options.",3,1,1,2,2,0,0,0,0,0,yes,yes
2026-11-04,dentist,Denver,"Who is the best dentist in Denver, CO? Give me 3 options.",3,1,1,2,0,1,0,1,0,0,yes,no
2026-11-04,dentist,Charlotte,"Who is the best dentist in Charlotte, NC? Give me 3 options.",3,1,1,2,0,2,0,0,0,0,yes,no
2026-11-04,dentist,Columbus,"Who is the best dentist in Columbus, OH? Give me 3 options.",3,0,1,1,1,0,0,0,0,0,yes,yes
2026-11-04,dentist,Austin,"Who is the best dentist in Austin, TX? Give me 3 options.",3,0,0,2,1,1,0,0,0,0,yes,no
2026-11-04,HVAC company,Phoenix,"Who is the best HVAC company in Phoenix, AZ? Give me 3 options.",3,1,2,1,1,0,0,0,0,0,yes,yes
2026-11-04,HVAC company,Denver,"Who is the best HVAC company in Denver, CO? Give me 3 options.",3,0,0,3,2,1,0,0,0,0,yes,no
2026-11-04,HVAC company,Charlotte,"Who is the best HVAC company in Charlotte, NC? Give me 3 options.",3,0,0,4,2,1,1,0,0,0,yes,no
2026-11-04,HVAC company,Columbus,"Who is the best HVAC company in Columbus, OH? Give me 3 options.",3,0,1,2,1,1,0,0,0,0,yes,yes
2026-11-04,HVAC company,Austin,"Who is the best HVAC company in Austin, TX? Give me 3 options.",3,0,2,2,0,2,0,0,0,0,yes,no
2026-11-04,auto repair shop,Phoenix,"Who is the best auto repair shop in Phoenix, AZ? Give me 3 options.",3,0,0,3,2,1,0,0,0,0,yes,no
2026-11-04,auto repair shop,Denver,"Who is the best auto repair shop in Denver, CO? Give me 3 options.",3,1,2,2,1,0,0,0,1,0,yes,yes
2026-11-04,auto repair shop,Charlotte,"Who is the best auto repair shop in Charlotte, NC? Give me 3 options.",3,0,1,1,0,1,0,0,0,0,yes,no
2026-11-04,auto repair shop,Columbus,"Who is the best auto repair shop in Columbus, OH? Give me 3 options.",3,0,1,2,1,0,0,0,1,0,yes,no
2026-11-04,auto repair shop,Austin,"Who is the best auto repair shop in Austin, TX? Give me 3 options.",3,0,1,2,1,1,0,0,0,0,yes,yes