import sys import os sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) from src.sparql_query_wikibase import * fashion_collection_images_question = Template("Images of collections produced by $x") fashion_collection_images_query = Template(""" PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?statement ?fashion_collectionLabel ?image_url ?reference_URL ?fashion_seasonLabel (YEAR(?fashion_year) AS ?year) ?categoryLabel WHERE { { ?fashion_house rdfs:label $x@en.} # Match label UNION { ?fashion_house skos:altLabel $x@en. } # Match alias ?fashion_house p:P31 ?statement. ?statement ps:P31 ?fashion_collection. OPTIONAL { ?fashion_collection wbt:P32 ?fashion_season. } OPTIONAL {?fashion_collection wbt:P28 ?fashion_year.} OPTIONAL {?fashion_collection wbt:P38 ?category.} OPTIONAL { ?statement pq:P35 ?image_url. } OPTIONAL { ?statement prov:wasDerivedFrom ?reference. ?reference pr:P24 ?reference_URL. } SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } """) year_designers_birth_question = Template("Which designers were born in $x?") year_designers_birth_query = Template(""" PREFIX wbt: PREFIX wb: PREFIX ps: PREFIX pq: PREFIX p: PREFIX prov: PREFIX xsd: SELECT ?designerLabel ?birthdate WHERE { ?designer wbt:P3 ?birthdate . FILTER (YEAR(?birthdate) = $x) SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } """) fashion_house_directors_question = Template("Which designers have been creative directors of $x ?") fashion_house_directors_query = Template(""" PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?creative_directorLabel (COALESCE(YEAR(?start_time), YEAR(?point_time), YEAR(?inception)) AS ?start_year) (YEAR(?end_time) AS ?end_year) ?title ?statement ?reference_URL_source WHERE { # Fashion house identified by brand name ?fashion_house wbt:P2 wb:Q1. { ?fashion_house rdfs:label $x@en.} # Match label UNION { ?fashion_house skos:altLabel $x@en. } # Match alias # Link through designer employed (P29) property for the fashion house - the property for designer employment is P10 { ?fashion_house p:P29 ?statement. ?statement ps:P29 ?creative_director. # Optional qualifiers for P29 regarding the time frame OPTIONAL { ?statement pq:P15 ?start_time. } OPTIONAL { ?statement pq:P28 ?point_time. } OPTIONAL { ?statement pq:P16 ?end_time. } OPTIONAL { ?statement pq:P25 ?title. } OPTIONAL { ?fashion_house wbt:P11 ?inception. } # Retrieve references for P29 OPTIONAL { ?statement prov:wasDerivedFrom ?reference. ?reference pr:P24 ?reference_URL. BIND( IF(CONTAINS(STR(?reference_URL), "ollama") || CONTAINS(STR(?reference_URL), "gpt"), ?reference_URL, "") AS ?reference_URL_model ) BIND( IF(!(CONTAINS(STR(?reference_URL), "ollama") || CONTAINS(STR(?reference_URL), "gpt")), ?reference_URL, "") AS ?reference_URL_source ) } } UNION # Link through founded_by (P14) property for the fashion house { ?fashion_house p:P14 ?statement. ?statement ps:P14 ?creative_director. # Optional qualifiers for P14 (start_year as inception) OPTIONAL { ?statement pq:P15 ?start_time. } OPTIONAL { ?statement pq:P28 ?point_time. } OPTIONAL { ?statement pq:P16 ?end_time. } OPTIONAL { ?statement pq:P25 ?title. } # Retrieve references for P14 OPTIONAL { ?statement prov:wasDerivedFrom ?reference. ?reference pr:P24 ?reference_URL. BIND( IF(CONTAINS(STR(?reference_URL), "ollama") || CONTAINS(STR(?reference_URL), "gpt"), ?reference_URL, "") AS ?reference_URL_model ) BIND( IF(!(CONTAINS(STR(?reference_URL), "ollama") || CONTAINS(STR(?reference_URL), "gpt")), ?reference_URL, "") AS ?reference_URL_source ) } } # Filter for relevant titles (creative director, founder, etc.) to retrieve relevant employment as creative director FILTER ( REGEX(?title, "director", "i") || REGEX(?title, "head designer", "i") || REGEX(?title, "chief", "i") || REGEX(?title, "founder", "i") ) FILTER(?reference_URL_source != "") # Retrieve labels SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } ORDER BY ?start_year """) designer_fashion_house_directors_question = Template("In which fashion house did $x work as a creative director?") designer_fashion_house_directors_query = Template(""" PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?fashion_houseLabel (COALESCE(YEAR(?start_time), YEAR(?point_time), YEAR(?inception)) AS ?start_year) (YEAR(?end_time) AS ?end_year) ?title ?reference_URL_source ?statement WHERE { # Designer linked to fashion house through roles or founded_by ?fashion_designer wbt:P2 wb:Q5. { ?fashion_designer rdfs:label $x@en.} # Match label UNION { ?fashion_designer skos:altLabel $x@en. } # Match alias # Link through employer (P10) ?fashion_designer p:P10 ?statement. ?statement ps:P10 ?fashion_house. # Optional start and end time qualifiers for roles OPTIONAL { ?statement pq:P15 ?start_time. } OPTIONAL { ?statement pq:P28 ?point_time. } OPTIONAL { ?statement pq:P16 ?end_time. } OPTIONAL { ?statement pq:P25 ?title. } # Inception as fallback for start year OPTIONAL { ?fashion_house wbt:P11 ?inception. } # Filter for relevant roles (director, founder, etc.) FILTER ( REGEX(?title, "director", "i") || REGEX(?title, "head designer", "i") || REGEX(?title, "chief","i") || REGEX(?title, "founder","i") ) # Retrieve references for the statement OPTIONAL { ?statement prov:wasDerivedFrom ?reference. ?reference pr:P24 ?reference_URL. BIND( IF(CONTAINS(STR(?reference_URL), "ollama") || CONTAINS(STR(?reference_URL), "gpt"), ?reference_URL, "") AS ?reference_URL_model ) BIND( IF(!(CONTAINS(STR(?reference_URL), "ollama") || CONTAINS(STR(?reference_URL), "gpt")), ?reference_URL, "") AS ?reference_URL_source ) } FILTER(?reference_URL_source != "") SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } """) designer_fashion_director_question2 = Template("In which fashion house did $x work as a creative director?") designer_fashion_director_query2 = Template("""PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?fashion_houseLabel ?creative_directorLabel (COALESCE(YEAR(?start_time), YEAR(?point_time), YEAR(?inception)) AS ?start_year) (YEAR(?end_time) AS ?end_year) ?title ?statement ?reference_URL_source WHERE { # Fashion designer identified by name ?creative_director wbt:P2 wb:Q5. { ?creative_director rdfs:label $x@en.} # Match label UNION { ?creative_director skos:altLabel $x@en. } # Match alias # Link through designer employed (P29) property for the fashion house - the property for designer employment is P30 { ?fashion_house p:P29 ?statement. ?statement ps:P29 ?creative_director. # Optional qualifiers for P29 regarding the time frame OPTIONAL { ?statement pq:P15 ?start_time. } OPTIONAL { ?statement pq:P28 ?point_time. } OPTIONAL { ?statement pq:P16 ?end_time. } OPTIONAL { ?statement pq:P25 ?title. } OPTIONAL { ?fashion_house wbt:P11 ?inception. } # Retrieve references for P29 OPTIONAL { ?statement prov:wasDerivedFrom ?reference. ?reference pr:P24 ?reference_URL. BIND( IF(CONTAINS(STR(?reference_URL), "ollama") || CONTAINS(STR(?reference_URL), "gpt"), ?reference_URL, "") AS ?reference_URL_model ) BIND( IF(!(CONTAINS(STR(?reference_URL), "ollama") || CONTAINS(STR(?reference_URL), "gpt")), ?reference_URL, "") AS ?reference_URL_source ) } } FILTER ( REGEX(?title, "director", "i") || REGEX(?title, "head designer", "i") || REGEX(?title, "chief", "i") || REGEX(?title, "founder", "i") ) FILTER(?reference_URL_source != "") # Retrieve labels SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } ORDER BY ?start_year """) country_designer_question = Template("Which designers are from $x ?") country_designer_query = Template("""PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?fashion_designerLabel (SAMPLE(?statement) AS ?statement) (SAMPLE(?reference_URL) AS ?reference_URL) WHERE { # Restrict to designers who are instances of fashion designer (Q5) ?fashion_designer wbt:P2 wb:Q5. # Access the statement for the country relationship ?fashion_designer p:P6 ?statement. ?statement ps:P6 ?country. { ?country rdfs:label $x@en.} # Match label UNION { ?country skos:altLabel $x@en. } # Match alias # Retrieve references from the statement OPTIONAL { ?statement prov:wasDerivedFrom ?reference. ?reference pr:P24 ?reference_URL. } # Retrieve labels for the fashion designer SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } GROUP BY ?fashion_designerLabel ORDER BY ?fashion_designerLabel """) country_designer_query = Template("""PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?fashion_designerLabel (SAMPLE(?reference_URL) AS ?reference_URL) { # Restrict to designers who are instances of fashion designer (Q5) ?fashion_designer wbt:P2 wb:Q5. ?fashion_designer wbt:P6 ?country. ?fashion_designer p:P6 ?statement. { ?country rdfs:label $x@en.} # Match label UNION { ?country skos:altLabel $x@en. } # Match alias # Retrieve references from the statement OPTIONAL { ?statement prov:wasDerivedFrom ?reference. ?reference pr:P24 ?reference_URL. } # Retrieve labels for the fashion designer SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } GROUP BY ?fashion_designerLabel ORDER BY ?fashion_designerLabel """) designer_order_fashion_collection_question = Template("Which fashion collections did $x work on?") designer_order_fashion_collection_query = Template("""PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?fashion_houseLabel (COALESCE(YEAR(?start_time), YEAR(?point_time), YEAR(?inception)) AS ?start_year) (YEAR(?end_time) AS ?end_year) ?title ?reference_URL_source ?statement ?fashion_collectionLabel ?image_url (YEAR(?fashion_year) as ?year ) ?fashion_seasonLabel ?categoryLabel WHERE { # Designer linked to fashion house through roles or founded_by ?fashion_designer wbt:P2 wb:Q5. { ?fashion_designer rdfs:label $x@en.} # Match label UNION { ?fashion_designer skos:altLabel $x@en. } # Match alias # Link through "creative director" or other roles ?fashion_designer p:P10 ?statement_designer. ?statement_designer ps:P10 ?fashion_house. OPTIONAL { ?statement_designer pq:P15 ?start_time. } OPTIONAL { ?statement_designer pq:P28 ?point_time. } OPTIONAL { ?statement_designer pq:P16 ?end_time. } OPTIONAL { ?statement_designer pq:P25 ?title. } OPTIONAL { ?fashion_house wbt:P11 ?inception. } FILTER ( REGEX(?title, "director", "i") || REGEX(?title, "head designer", "i") || REGEX(?title, "chief","i") || REGEX(?title, "founder","i") ) ?fashion_house p:P31 ?statement. ?statement ps:P31 ?fashion_collection. OPTIONAL {?fashion_collection wbt:P28 ?fashion_year.} OPTIONAL { ?fashion_collection wbt:P32 ?fashion_season. } OPTIONAL {?fashion_collection wbt:P38 ?category.} OPTIONAL {?statement pq:P35 ?image_url.} OPTIONAL {?statement pq:P37 ?fashion_date.} # Use the adjusted fashion year in the FILTER condition FILTER( (YEAR(?start_time) <= YEAR(?fashion_year) && (!BOUND(?end_time) || YEAR(?end_time) >= YEAR(?fashion_year))) || (YEAR(?point_time) <= YEAR(?fashion_year)) || (REGEX(?title, "founder", "i") && YEAR(?inception) <= YEAR(?fashion_year)) ) # Retrieve references for the statement OPTIONAL { ?statement prov:wasDerivedFrom ?reference. ?reference pr:P24 ?reference_URL_source. } SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } ORDER BY ?year """) education_most_popular_question = "What are the most popular educational institutions for fashion designers?" education_most_popular_query = """ PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?schoolLabel (COUNT(?fashion_designer) AS ?designer_count) WHERE { # Retrieve all fashion designers and their schools ?fashion_designer wbt:P9 ?school. SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } GROUP BY ?schoolLabel ORDER BY DESC(?designer_count) """ brands_founded_question = Template("Which fashion houses were founded in $x") brands_founded_query = Template(""" PREFIX wbt: PREFIX wb: PREFIX p: SELECT ?fashion_houseLabel ?inception WHERE { ?fashion_house wbt:P2 wb:Q1. ?fashion_house wbt:P11 ?inception. FILTER(YEAR(?inception) = $x) SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } }""") how_many_directors_per_fashion_house_question = "How many designers have worked for each fashion house as creative directors?" how_many_directors_per_fashion_house_query = """ PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?fashion_houseLabel (COUNT(DISTINCT ?fashion_designer) AS ?creative_director_count) WHERE { # Match fashion houses linked to designers via employer property ?fashion_designer p:P10 ?statement. ?statement ps:P10 ?fashion_house. # Filter for roles related to creative direction OPTIONAL { ?statement pq:P25 ?title. } FILTER ( REGEX(?title, "creative director", "i") || REGEX(?title, "head designer", "i") || REGEX(?title, "chief", "i") || REGEX(?title, "founder", "i") ) SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } GROUP BY ?fashion_houseLabel ORDER BY DESC(?creative_director_count) """ how_many_designers_per_fashion_house_question = "How many designers have worked for each fashion house?" how_many_designers_per_fashion_house_query = """ PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?fashion_houseLabel (COUNT(?designer) AS ?designer_count) WHERE { ?fashion_house wbt:P29 ?designer . SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } GROUP BY ?fashion_houseLabel ORDER BY DESC(?designer_count) """ designers_multiple_houses_question = "Which designers have worked for more than one fashion house?" designers_multiple_houses_query = """PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?designerLabel WHERE { ?designer wbt:P10 ?house . ?designer wbt:P10 ?anotherHouse . SERVICE wikibase:label { bd:serviceParam wikibase:language 'en'. } } GROUP BY ?designerLabel HAVING (COUNT(?house) > 1)""" award_question = "Which designers won which awards?" award_query = """ PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?designerLabel ?awardLabel WHERE { ?designer wbt:P18 ?award . SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } }""" fashion_houses_with_collections_question ="Which distinct fashion houses have at least a fashion collection?" fashion_houses_with_collections_query = """PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT DISTINCT ?houseLabel WHERE { ?house wbt:P31 ?collection . SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } """ popular_year_inception_question = "In which years were the most fashion houses founded?" popular_year_inception_query = """PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: SELECT ?year_inception (COUNT(DISTINCT ?fashion_house) AS ?count) WHERE { ?fashion_house wbt:P11 ?year. BIND(YEAR(?year) AS ?year_inception) } GROUP BY ?year_inception ORDER BY DESC(?count) """ longest_serving_director_question = "Which fashion houses have had the longest-serving creative director?" longest_serving_director_query = """ PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: PREFIX xsd: PREFIX rdfs: SELECT ?fashion_houseLabel ?duration ?designerLabel WHERE { ?fashion_house p:P29 ?statement. ?statement ps:P29 ?designer. OPTIONAL { ?statement pq:P15 ?startTime. } OPTIONAL { ?statement pq:P16 ?endTime. } # Ensure we only calculate when both dates exist FILTER(BOUND(?startTime) && BOUND(?endTime)) # Compute duration safely BIND(YEAR(?endTime) - YEAR(?startTime) AS ?duration) SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } ORDER BY DESC(?duration)""" houses_most_collections_question = "Which fashion houses have the most collections recorded in the database?" houses_most_collections_query = """ PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?fashionHouseLabel (COUNT(?collection) AS ?collection_count) WHERE { ?fashionHouse wbt:P31 ?collection . SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } GROUP BY ?fashionHouseLabel ORDER BY DESC(?collection_count)""" collections_sustainability_theme_question = "Which collections include sustainability as a key theme?" collections_sustainability_theme_query = """PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?collectionLabel ?fashion_houseLabel ?reference_URL WHERE { ?fashion_house p:P31 ?statement. ?statement ps:P31 ?collection. ?statement pq:P34 ?description . FILTER (regex(?description, "sustainability", "i")) # Retrieve references for the statement OPTIONAL { ?statement prov:wasDerivedFrom ?reference. ?reference pr:P24 ?reference_URL. } SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } """ collections_jeans_question = "Which collections showcase products made with jeans?" collections_jeans_query = """PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?collectionLabel ?fashion_houseLabel ?reference_URL WHERE { ?fashion_house p:P31 ?statement. ?statement ps:P31 ?collection. ?statement pq:P34 ?description . FILTER (regex(?description, "jeans", "i")) # Retrieve references for the statement OPTIONAL { ?statement prov:wasDerivedFrom ?reference. ?reference pr:P24 ?reference_URL. } SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } """ creative_directors_school_question = "To which school went most designers who later became creative directors of fashion houses?" creative_directors_school_query = """ PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?schoolLabel (COUNT(DISTINCT ?designer) AS ?designer_count) WHERE { ?designer p:P10 ?fashion_house . OPTIONAL { ?fashion_house pq:P25 ?title. } FILTER ( REGEX(?title, "creative director", "i") || REGEX(?title, "head designer", "i") || REGEX(?title, "chief", "i") || REGEX(?title, "founder", "i") ) OPTIONAL { ?designer wbt:P9 ?school . } SERVICE wikibase:label { bd:serviceParam wikibase:language 'en'. } } GROUP BY ?schoolLabel ORDER BY DESC(?designer_count)""" fashion_houses_thematic_collection_question = "Which fashion houses had collections with a sustainability theme, and how many of them?" fashion_houses_thematic_collection_query = """PREFIX wbt: PREFIX wb: PREFIX pq: PREFIX pr: PREFIX ps: PREFIX p: PREFIX prov: SELECT ?fashion_houseLabel (COUNT(DISTINCT ?collection) AS ?collection_count) WHERE { ?fashion_house p:P31 ?statement. ?statement ps:P31 ?collection. ?statement pq:P34 ?description . FILTER (regex(?description, "sustainability", "i")) # Retrieve references for the statement OPTIONAL { ?statement prov:wasDerivedFrom ?reference. ?reference pr:P24 ?reference_URL. } SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } } GROUP BY ?fashion_houseLabel ORDER BY DESC(?collection_count) """ questions_queries_dict = [ { "question": education_most_popular_question, "query": education_most_popular_query}, { "question": how_many_designers_per_fashion_house_question, "query": how_many_designers_per_fashion_house_query}, {"question": how_many_directors_per_fashion_house_question, "query": how_many_directors_per_fashion_house_query}, {"question": designers_multiple_houses_question, "query":designers_multiple_houses_query }, {"question": award_question, "query": award_question}, {"question": fashion_houses_with_collections_question, "query": fashion_houses_with_collections_query}, {"question": popular_year_inception_question, "query": popular_year_inception_query}, {"question": longest_serving_director_question, "query": longest_serving_director_query}, {"question": houses_most_collections_question, "query": houses_most_collections_query}, {"question": collections_sustainability_theme_question, "query": collections_sustainability_theme_query}, ] # questions_queries_dict_entity = [{"question": fashion_house_directors_question.substitute({ "x": f"{"Chanel"}"}), "query": fashion_house_directors_query}, # { "question": designer_fashion_house_directors_question.substitute({ "x": f"{"Alexander McQueen"}"}), "query": designer_fashion_house_directors_query}, # { "question": country_designer_question.substitute({ "x": f"{"Italy"}"}), "query": country_designer_query}, # { "question": designer_order_fashion_collection_question.substitute({ "x": f"{"Alexander McQueen"}"}), "query": designer_order_fashion_collection_query}, # { "question": designer_fashion_director_question2.substitute({ "x": f"{"Alexander McQueen"}"}), "query": designer_fashion_director_query2}, # { "question": year_designers_birth_question.substitute({ "x": f"{"1970"}"}), "query": year_designers_birth_query}] questions_queries_dict_entity = [{"question": fashion_house_directors_question.substitute({ "x": "Chanel"}), "query": fashion_house_directors_query}, { "question": designer_fashion_house_directors_question.substitute({ "x": "Alexander McQueen"}), "query": designer_fashion_house_directors_query}, { "question": country_designer_question.substitute({ "x": "Italy"}), "query": country_designer_query}, { "question": designer_order_fashion_collection_question.substitute({ "x": "Alexander McQueen"}), "query": designer_order_fashion_collection_query}, { "question": designer_fashion_director_question2.substitute({ "x": "Alexander McQueen"}), "query": designer_fashion_director_query2}, { "question": year_designers_birth_question.substitute({ "x": "1970"}), "query": year_designers_birth_query}] # Designers designers_born_in_year_question = "Which designers were born in year $x?" creative_directors_of_house_question = "Which designers have been creative directors of $x?" designers_multiple_houses_question = "Which designers have worked for more than one fashion house?" educated_at_school_question = "Which designers were educated at $x fashion school?" won_award_question = "Which designers have won the $x award?" launched_own_label_question = "Which designers launched their own fashion label?" worked_at_x_between_years_question = "Which designers worked at $x between year $y and $z?" designers_multiple_collaborations_question = "Which designers have collaborated with multiple fashion houses?" designers_lived_in_city_question = "Which designers have lived in $x city?" designers_active_decade_question = "Which designers were active during the $x decade?" # Fashion Houses designers_worked_for_house_question = "Which designers have worked for fashion house $x?" creative_directors_per_house_question = "How many designers have worked for each fashion house as creative directors?" houses_founded_in_year_question = "Which fashion houses were founded in year $x?" houses_most_director_changes_question = "Which fashion houses have undergone the most creative director changes?" longest_serving_director_question = "Which fashion houses have had the longest-serving creative director?" houses_collaborations_question = "Which fashion houses have collaborated with other fashion houses or brands?" houses_haute_couture_question = "Which fashion houses have produced haute couture collections?" houses_active_decade_question = "Which fashion houses were active during the $x decade?" houses_most_collections_question = "Which fashion houses have the most collections recorded in the database?" # Fashion Collections designer_worked_on_collections_question = "Which fashion collections did $x work on?" collections_inspired_by_theme_question = "Which fashion house produced a collection inspired by $x theme?" collections_high_critical_acclaim_question = "Which collections received the highest critical acclaim?" collections_historical_references_question = "Which collections feature references to historical fashion styles?" collections_sustainability_theme_question = "Which collections include sustainability as a key theme?" collections_per_house_per_year_question = "How many collections did each fashion house produce in year $x?" collections_avant_garde_question = "Which collections have been described as avant-garde?" collections_stylistic_similarity_question = "Which collections share stylistic similarities with $x?" collections_evolution_over_time_question = "How has the style of $x fashion house evolved over the years?" collections_shown_at_fashion_week_question = "Which collections were showcased at $x fashion week?" # Designers & Fashion Houses studied_then_director_question = "Which designers who studied at $x fashion school later became creative directors at $y fashion house?" worked_at_both_houses_question = "Which designers have worked at both $x and $y fashion houses?" launched_label_after_working_question = "Which designers who launched their own fashion labels had previously worked at $x fashion house?" won_award_then_worked_question = "Which designers who won the $x award also worked for $y fashion house?" lived_in_city_and_director_question = "Which designers who lived in $x city have worked as creative directors for $y fashion house?" worked_for_three_houses_question = "Which designers have worked for at least three different fashion houses during their career?" designed_for_two_brands_same_year_question = "Which designers who were creative directors at $x fashion house also designed collections for another brand in the same year?" creative_director_and_label_founder_question = "Which designers were both fashion house creative directors and independent label founders at the same time?" collaborated_with_two_houses_question = "Which designers have collaborated with both $x and $y fashion houses?" worked_at_x_before_y_question = "Which designers worked at $x fashion house before moving to $y?" # Designers & Collections designed_for_multiple_houses_same_season_question = "Which designers have designed collections for multiple fashion houses in the same season?" couture_and_ready_to_wear_question = "Which designers who specialized in haute couture have also designed ready-to-wear collections?" similar_theme_collections_question = "Which designers who worked on $x collection had previously worked on a similar-themed collection for another brand?" award_winner_inspired_by_history_question = "Which designers who have won an award have produced a collection inspired by $x historical period?" alma_mater_referenced_in_collection_question = "Which designers who studied at $x school designed a collection that referenced their alma mater?" # Fashion Houses & Collections same_historical_period_collections_question = "Which fashion houses have produced collections inspired by the same historical period?" collaborations_with_artists_question = "Which fashion houses have produced collections featuring collaborations with artists from $x field (e.g., photography, sculpture, film)?" change_director_different_collection_question = "Which fashion houses have changed creative directors and immediately released a significantly different collection?" avant_garde_and_minimalist_question = "Which fashion houses have produced both avant-garde and minimalist collections?" inspired_by_other_brands_question = "Which fashion houses have produced a collection inspired by a previous designer’s work from another brand?" # Multi-Category (Designers, Houses, Collections) designer_worked_house_then_influenced_question = "Which designers who worked for $x fashion house also designed a collection influenced by $y movement?" designer_lived_in_city_referenced_collection_question = "Which designers who lived in $x city during year $y produced a collection with references to that place?" multiple_designers_same_collection_question = "Which fashion houses have had at least three designers contribute to the same collection?" worked_elsewhere_during_collection_question = "Which collections were created by a designer who was also working at another fashion house at the time?" education_influenced_collection_question = "Which fashion collections were influenced by a designer’s education at $x fashion school?" # Designers & Fashion Houses studied_then_director_question = "Which designers who studied at $x fashion school later became creative directors at $y fashion house?" worked_at_both_houses_question = "Which designers have worked at both $x and $y fashion houses?" launched_label_after_working_question = "Which designers who launched their own fashion labels had previously worked at $x fashion house?" won_award_then_worked_question = "Which designers who won the $x award also worked for $y fashion house?" lived_in_city_and_director_question = "Which designers who lived in $x city have worked as creative directors for $y fashion house?" worked_for_three_houses_question = "Which designers have worked for at least three different fashion houses during their career?" designed_for_two_brands_same_year_question = "Which designers who were creative directors at $x fashion house also designed collections for another brand in the same year?" creative_director_and_label_founder_question = "Which designers were both fashion house creative directors and independent label founders at the same time?" collaborated_with_two_houses_question = "Which designers have collaborated with both $x and $y fashion houses?" worked_at_x_before_y_question = "Which designers worked at $x fashion house before moving to $y?" # Designers & Collections designed_for_multiple_houses_same_season_question = "Which designers have designed collections for multiple fashion houses in the same season?" couture_and_ready_to_wear_question = "Which designers who specialized in haute couture have also designed ready-to-wear collections?" similar_theme_collections_question = "Which designers who worked on $x collection had previously worked on a similar-themed collection for another brand?" award_winner_inspired_by_history_question = "Which designers who have won an award have produced a collection inspired by $x historical period?" alma_mater_referenced_in_collection_question = "Which designers who studied at $x school designed a collection that referenced their alma mater?" # Fashion Houses & Collections same_historical_period_collections_question = "Which fashion houses have produced collections inspired by the same historical period?" collaborations_with_artists_question = "Which fashion houses have produced collections featuring collaborations with artists from $x field (e.g., photography, sculpture, film)?" change_director_different_collection_question = "Which fashion houses have changed creative directors and immediately released a significantly different collection?" avant_garde_and_minimalist_question = "Which fashion houses have produced both avant-garde and minimalist collections?" inspired_by_other_brands_question = "Which fashion houses have produced a collection inspired by a previous designer’s work from another brand?" # Multi-Category (Designers, Houses, Collections) designer_worked_house_then_influenced_question = "Which designers who worked for $x fashion house also designed a collection influenced by $y movement?" designer_lived_in_city_referenced_collection_question = "Which designers who lived in $x city during year $y produced a collection with references to that place?" multiple_designers_same_collection_question = "Which fashion houses have had at least three designers contribute to the same collection?" worked_elsewhere_during_collection_question = "Which collections were created by a designer who was also working at another fashion house at the time?" education_influenced_collection_question = "Which fashion collections were influenced by a designer’s education at $x fashion school?"