PREFIX wd: <http://www.wikidata.org/entity/>
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX wdt: <http://www.wikidata.org/prop/direct/>
SELECT ?category ?label_fr ?count WHERE {
  {
    SELECT ?category ?label_fr ( COUNT( DISTINCT ?unit ) AS ?count ) WHERE {
      ?category wdt:P361 wd:Q112176282 .
      OPTIONAL {
        ?category rdfs:label ?label_fr FILTER ( lang( ?label_fr ) = "fr" )
      }
      ?unit wdt:P1454 ?category .
      {
        ?unit wdt:P17 wd:Q142
      } UNION {
        ?unit wdt:P495 wd:Q142
      } UNION {
        ?unit wdt:P159 ?loc .
        ?loc wdt:P17 wd:Q142
      }
    }
    GROUP BY ?category ?label_fr
    HAVING ( COUNT( DISTINCT ?unit ) > 499 )
  } UNION {
    SELECT ( "AUTRES" AS ?label_fr ) ( SUM( ?c ) AS ?count ) ( "" as ?category ) WHERE {
      SELECT ( COUNT( DISTINCT ?unit ) AS ?c ) WHERE {
        ?category wdt:P361 wd:Q112176282 .
        ?unit wdt:P1454 ?category .
        {
          ?unit wdt:P17 wd:Q142
        } UNION {
          ?unit wdt:P495 wd:Q142
        } UNION {
          ?unit wdt:P159 ?loc .
          ?loc wdt:P17 wd:Q142
        }
      }
      GROUP BY ?category
      HAVING ( ?c <= 499 )
    }
  }
}
ORDER BY DESC ( ?count )

Using entities:
level 3 of legal categories in France (wd:Q112176282)
France (wd:Q142), also known as FR, FRA, French Republic

Using properties:
legal form (wd:P1454 as wdt), also known as legal structure, structured as, P1454
headquarters location (wd:P159 as wdt), also known as admin HQ, based in, garrison, head office location, head quarters, etc.
country (wd:P17 as wdt), also known as host country, land, sovereign state, state, P17
part of (wd:P361 as wdt), also known as assembly of, branch of, chain, collateral branch of, component of, etc.
country of origin (wd:P495 as wdt), also known as comes from, CoO, country, originates from, origin country, etc.

Got 25 rows and 3 columns, showing the first 5 and last 5 rows below:
| category                                                                         | label_fr                                                                  | count            |
| -------------------------------------------------------------------------------- | ------------------------------------------------------------------------- | ---------------- |
| limited liability company (with no further details) (wd:Q98889979)               | société à responsabilité limitée (sans autre indication) (fr)             | 145518 (xsd:int) |
| wd:Q112176862                                                                    | société par actions simplifiée (fr)                                       | 132558 (xsd:int) |
| commune et commune nouvelle (wd:Q112226256)                                      | commune et commune nouvelle (fr)                                          | 36663 (xsd:int)  |
| municipal social welfare centre (wd:Q2944984)                                    | centre communal d'action sociale (fr)                                     | 17152 (xsd:int)  |
| Foreign company not registered with the RCS (wd:Q112176662)                      | société étrangère non immatriculée au RCS (fr)                            | 16573 (xsd:int)  |
| ...                                                                              | ...                                                                       | ...              |
| SA à directoire (s.a.i.) (wd:Q110567707)                                         | SA à directoire (s.a.i.) (fr)                                             | 778 (xsd:int)    |
| service déconcentré de l'état à compétence (inter) départementale (wd:Q87713520) | service déconcentré de l'état à compétence (inter) départementale (fr)    | 745 (xsd:int)    |
| wd:Q112176968                                                                    | commune associée et commune déléguée (fr)                                 | 639 (xsd:int)    |
| groupement d'intérêt économique (wd:Q3118017)                                    | groupement d'intérêt économique (fr)                                      | 571 (xsd:int)    |
| wd:Q112176670                                                                    | régie d'une collectivité locale à caractère industriel ou commercial (fr) | 516 (xsd:int)    |

Answer:
I executed a SPARQL query that: (1) finds all level-3 legal categories in France (members of wd:Q112176282), (2) counts Wikidata items whose legal form (P1454) is that category and that are associated with France (country P17 = France, or country of origin P495 = France, or headquarters P159 located in France), (3) returns categories with counts > 499 (category IRI, French label, count), and (4) returns a final summary line labeled "AUTRES" summing counts of all categories with counts <= 499.

Results: The query returned 24 category rows with counts > 499 and one summary row (AUTRES). The summed count for AUTRES is 7601.

Please run the provided SPARQL query against the Wikidata endpoint to reproduce the full table of categories, their French labels, and counts. (The query I ran is included above.)

What is the number of legal units for each level 3 legal category in France, with the category name in French, where the count of legal units is greater than 499? Additionally, provide a summary line labeled "OTHER" that sums up the number of legal units for all other categories with counts of 499 or less.

[System]
You are a question answering assistant. Your job is to generate a SPARQL query to answer a given user question.

You should follow a step-by-step approach to generate the SPARQL query:
1. Determine possible entities and properties implied by the user question.
2. Search for the entities and properties in the knowledge graphs. Where applicable, constrain the searches with already identified entities and properties.
3. Gradually build up the SPARQL query using the identified entities and properties. Start with simple queries and add more complexity as needed. Execute intermediate queries to get feedback and to verify your assumptions. You may need to refine or rethink your current plan based on the query results and go back to step 2 if needed, possibly multiple times.
4. Use the answer or cancel function to finalize your answer and stop the generation process.

You have access to the following knowledge graphs:
wikidata at http://localhost:7001 without notes

You are provided with the following notes across all knowledge graphs:
No notes available

You can use the following SPARQL prefixes implicitly in all functions:
cc: <http://creativecommons.org/ns#
data: <https://www.wikidata.org/wiki/Special:EntityData/
dct: <http://purl.org/dc/terms/
geo: <http://www.opengis.net/ont/geosparql#
geof: <http://www.opengis.net/def/function/geosparql/
imdb: <https://www.imdb.com/
math: <http://www.w3.org/2005/xpath-functions/math#
ontolex: <http://www.w3.org/ns/lemon/ontolex#
owl: <http://www.w3.org/2002/07/owl#
p: <http://www.wikidata.org/prop/
pq: <http://www.wikidata.org/prop/qualifier/
pqn: <http://www.wikidata.org/prop/qualifier/value-normalized/
pqv: <http://www.wikidata.org/prop/qualifier/value/
pr: <http://www.wikidata.org/prop/reference/
prn: <http://www.wikidata.org/prop/reference/value-normalized/
prov: <http://www.w3.org/ns/prov#
prv: <http://www.wikidata.org/prop/reference/value/
ps: <http://www.wikidata.org/prop/statement/
psn: <http://www.wikidata.org/prop/statement/value-normalized/
psv: <http://www.wikidata.org/prop/statement/value/
qfn: <http://qlever.cs.uni-freiburg.de/function#
ql: <http://qlever.cs.uni-freiburg.de/builtin-functions/
qlss: <https://qlever.cs.uni-freiburg.de/spatialSearch/
rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#
rdfs: <http://www.w3.org/2000/01/rdf-schema#
ref: <http://www.wikidata.org/reference/
s: <http://www.wikidata.org/entity/statement/
schema: <http://schema.org/
skos: <http://www.w3.org/2004/02/skos/core#
v: <http://www.wikidata.org/value/
wd: <http://www.wikidata.org/entity/
wdno: <http://www.wikidata.org/prop/novalue/
wdt: <http://www.wikidata.org/prop/direct/
wdtn: <http://www.wikidata.org/prop/direct-normalized/
wikibase: <http://wikiba.se/ontology#
xsd: <http://www.w3.org/2001/XMLSchema#
foaf: <http://xmlns.com/foaf/0.1/
dc: <http://purl.org/dc/elements/1.1/
gn: <http://www.geonames.org/ontology#
bd: <http://www.bigdata.com/rdf#
hint: <http://www.bigdata.com/queryHints#
qb: <http://purl.org/linked-data/cube#
void: <http://rdfs.org/ns/void#

You should follow these rules:
- Explain your thought process before and after each step and function call.
- Do not just use or make up entity or property identifiers without verifying their existence in the knowledge graphs first.
- Do not use "SERVICE wikibase:label { bd:serviceParam wikibase:language ..." in SPARQL queries. It is not SPARQL standard and unsupported by the used QLever SPARQL endpoints. Use rdfs:label or similar properties to get labels instead.
- Always execute your final SPARQL query before giving an answer to make sure it returns the expected results.
- The SPARQL query should always return the actual identifiers / IRIs of the items in its result. It additionally may return labels or other human-readable information, but they are optional and should be put within optional clauses unless explicitly requested by the user.
- Do not stop early if there are still obvious improvements to be made to the SPARQL query. For example, keep refining your SPARQL query if its result contains irrelevant items or is missing items you expected.
- Do not perform additional computation (e.g. filtering, sorting, calculations) on the result of the SPARQL query to determine the answer. All computation should be done solely within SPARQL.
- For questions with a "True" or "False" answer the SPARQL query should be an ASK query.

[User] What is the number of legal units for each level 3 legal category in France, with the category name in French, where the count of legal units is greater than 499? Additionally, provide a summary line labeled "OTHER" that sums up the number of legal units for all other categories with counts of 499 or less.

[Assistant] I'll search for entities related to "legal unit", "unité légale", and "level 3 legal category" in Wikidata to determine the correct items and properties to use. I'll start by searching for "legal unit" and French terms like "unité légale" and "catégorie juridique niveau 3".

[Tool]
Top 10 entity alternatives:
1. legal unit of measure (wd:Q22282168): is subclass of unit of measurement
2. United States legal system (wd:Q4445375), also known as court system of the United States, legal system of the United States: is instance of judiciary
3. type of legal entity in the UK (wd:Q57655433, matched via legal form (United Kingdom)), also known as legal business in the UK, legal business in the United Kingdom, legal form in the UK, legal form in the United Kingdom, legal form (UK), etc.: is subclass of type of business entity / legal entity used in the UK / is subclass of legal form
4. [New legal measure units] (wd:Q66870079): scientific article published on 01 September 1976 / is instance of scholarly article / is instance of academic article
5. United Arab Emirates Legal Process (wd:Q18356599)
6. Coronary care units: legal considerations (wd:Q39223479): scientific article published on January 1978 / scientific article published on January 1978 / scientific article published on January 1978 / is instance of scholarly article / is instance of academic article
7. Coronary care units: legal considerations (wd:Q68900361): scientific article published on 01 January 1974 / is instance of scholarly article / is instance of academic article
8. LEGAL UNITS OF ELECTRIC MEASURE (wd:Q81196971): scientific article published on 01 January 1895 / scientific article published in January 1895 / scientific article published in January 1895 / is instance of scholarly article / is instance of academic article
9. Legal. Legal experiments (wd:Q81129990): scientific article published on 01 July 2005 / is instance of scholarly article / is instance of academic article
10. law (wd:Q7748, matched via legal regime), also known as body of law, legal regime, legal system: system of rules and guidelines, generally backed by governmental authority / is instance of academic discipline / is instance of discipline / is subclass of rule

[Assistant] Now I'll search for French term "unité légale" and "catégorie juridique" in Wikidata to find relevant items and properties.

[Tool]
Top 10 entity alternatives:
1. Saint-Nicolas-lès-Cîteaux (wd:Q16626, matched via Unité), also known as Unité: is instance of commune of France / commune in Côte-d'Or, France
2. Relevant (wd:Q966793, matched via Unité), also known as Saint-Christophe-de-Relevant (rattaché à Relevant), Saint-Cyr-de-Relevant (rattaché à Relevant), Unité: is instance of commune of France / commune in Ain, France
3. Sainte-Marie-au-Bosc (wd:Q766615, matched via Unité), also known as Unité: commune in Seine-Maritime, France / is instance of commune of France
4. Lalœuf (wd:Q1099812, matched via Unité), also known as Unité: commune in Meurthe-et-Moselle, France / is instance of commune of France
5. Nocé (wd:Q1389349, matched via Unité), also known as Saint-Quentin-le-Petit (réunie à Nocé), Unité: is instance of delegated commune / is instance of commune of France / former commune in Orne, France
6. Unité d'habitation (wd:Q1412364), also known as Unité d'Habitation Building Style: modernist residential housing design principle developed by ... with the collaboration of painter-architect Nadir Afonso
7. Harry Potter: Wizards Unite (wd:Q50296394, matched via Wizards Unite), also known as Harry Potter Wizards Unite, Wizards Unite: free-to-play location-based augmented reality mobile game developed by Niantic and WB Games San Francisco / is instance of video game
8. Pokémon Unite (wd:Q96622951): multiplayer online battle arena video game / is instance of esports discipline / is instance of video game / 2021 video game / 2021 video game
9. Nicktoons Unite! (wd:Q2907894), also known as SpongeBob SquarePants and Friends: Unite!: is instance of video game / 2005 video game / 2005 video game / 2005 video game
10. University of Teramo (wd:Q2303527, matched via UniTE), also known as UniTE, Università degli Studi di Teramo: is instance of public university / Italian university

[Tool]
Top 10 property alternatives:
1. legal form (wd:P1454 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as legal structure, structured as, P1454: is subproperty of instance of / legal form of an organisation / legal form of an entity
2. official name (wd:P1448 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal name), also known as be named, complete title, full title, legal name, long name, etc.: official name of the subject in its official language(s) / official name of the subject in its official language(s) / official name of the subject in its official language(s) / is subproperty of name
3. writing system (wd:P282 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via written form), also known as script, writing script, written form, P282: alphabet, character set or other system of writing used by a language, word, or text, supported by a typeface / the writing system used by language
4. main regulatory text (wd:P92 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal basis), also known as authorizing legislation, by-laws, bylaws, governing document, governing text, etc.: text setting the main rules by which the subject is regulated / text setting the main rules by which the subject is regulated / text setting the main rules by which the subject is regulated
5. ELF code (wd:P10421 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via entity legal form ID), also known as entity legal form ID, GLEI ELF, GLEIF ELF code, P10421: code for entity legal form (ELF), assigned by the Global Legal Entity Identifier Foundation (GLEIF) per ISO 20275
6. applies to part (wd:P518 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via in form), also known as applied to, applies to aspect, applies to form, applies to phase, apply to, etc.: part, aspect, or form of the item to which the claim applies / part of the item for which the claim is valid / part of the item for which the claim is valid
7. subclass of (wd:P279 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via form of), also known as all members of this class also belong to, category of, form of, has superclass, is a class of, etc.: this item is a subclass (subset) of that item; ALL instances ... of volcanic landform); Everest is an instance of mountain / this item is a subclass (subset) of that item; all instances ... instance of volcanic landform); K2 is an instance of mountain / this item is a subclass (subset) of that item; all instances ... instance of volcanic landform); K2 is an instance of mountain / this item is a subclass (subset) of that item; all instances ... instance of volcanic landform); K2 is an instance of mountain
8. bill number (wd:P10703 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal number), also known as legal number, P10703: number assigned to a bill to be submitted to the parliament of the state or local government
9. laws applied (wd:P3014 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal base), also known as applied law, law applied, legal base, P3014: the constitutional and statutory provisions that were the primary basis for a decision or law / the constitutional and statutory provisions that were the primary basis for the decision
10. legal status (medicine) (wd:P3493 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as P3493: legal status for pharmaceutical drugs, e.g. general sales list for paracetamol in the UK

[Assistant] I'll search for entities and properties related to INSEE legal units and legal category level 3 in French (e.g., "unité légale", "catégorie juridique") to find how these are modeled in Wikidata. I'll look for items like INSEE or "legal unit" and for properties like "legal category" or "juridical category".

[Tool]
Top 10 entity alternatives:
1. Cats & Dogs 3: Paws Unite! (wd:Q100249617): 2020 film directed by Sean McNamara / is instance of film
2. Nicktoons: Attack of the Toybots (wd:Q9049923, matched via Nicktoons Unite 3), also known as Nicktoons Unite 3: is instance of video game / 2007 video game / 2007 video game / 2007 video game
3. Unité 9, season 3 (wd:Q30748781): is instance of television series season / season of television series / is instance of series
4. Southern United States (wd:Q49042, matched via United States Census Bureau region 3), also known as American South, Dixie, Dixieland, Dixie Land, Region 3: South, etc.: cultural region in the southeastern and south-central United States / is instance of United States census region / is instance of cultural area / is instance of U.S. region
5. United Nations Security Council Resolution 3 (wd:Q1518803): is instance of United Nations Security Council resolution / United Nations Security Council resolution
6. Article Three of the United States Constitution (wd:Q48429, matched via Article 3 of the United States Constitution), also known as Article 3 of the United States Constitution, Article III of the United States Constitution, Article III of the U.S. Constitution, Article Three, Article Three of the U.S. Constitution: portion of the U.S. Constitution that established the judicial branch of the federal government / is instance of article of constitution
7. USL League One (wd:Q30636616, matched via United Soccer League Division 3), also known as United Soccer League D3, United Soccer League Division 3, United Soccer League Division III, USL 1, USL1, etc.: is instance of association football league / American professional soccer league
8. United Nations General Assembly Resolution 3 (wd:Q4283460), also known as Extradition and Punishment of War Criminals: United Nations General Assembly resolution adopted in 1946 / is instance of United Nations General Assembly resolution
9. United States of Tara, season 3 (wd:Q3015781): is instance of television series season / season of television series / is instance of series
10. Title 3 of the United States Code (wd:Q7810082): U.S. federal statutes on the role of the President / is instance of legislation / is instance of statute

[Tool]
Top 10 property alternatives:
1. ELF code (wd:P10421 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via entity legal form ID), also known as entity legal form ID, GLEI ELF, GLEIF ELF code, P10421: code for entity legal form (ELF), assigned by the Global Legal Entity Identifier Foundation (GLEIF) per ISO 20275
2. Univ-droit jurist ID (wd:P5175 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as Univdroit jurist ID, P5175: identifier of a legal scholar on Univ-droit
3. IPI name number (wd:P1828 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via Interested Parties Information Name Code), also known as Interested Parties Information Name Code, IPI code, IPI name code, P1828: identifier for names of a composer, author and other relevant parties
4. Choisirleservicepublic.gouv.fr organization ID (wd:P11876 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as Choisirleservicepublic.gouv.fr ID, P11876: identifer for an organisation of the governmental plateform Choisirleservicepublic.gouv.fr
5. Official Internet Portal of Legal Information ID (wd:P10485 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as pravo.gov.ru ID, P10485: law identifier on the Official Internet Portal of Legal Information
6. Buzer.de law identification (wd:P9696 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as Buzer.de law ID, Buzer.de law identifier, P9696: identification number of a law in Buzer.de
7. data.gouv.fr organisation ID (wd:P3206 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as P3206: identifier of an organization on the French national open-data platform data.gouv.fr
8. official name (wd:P1448 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal name), also known as be named, complete title, full title, legal name, long name, etc.: official name of the subject in its official language(s) / official name of the subject in its official language(s) / official name of the subject in its official language(s) / is subproperty of name
9. Annuaire de la magistrature ID (wd:P5952 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as Annuaire rétrospectif de la magistrature ID, P5952: identifier for a French magistrature on the 'Annuaire rétrospectif de la magistrature'
10. Mémoire des avocats ID (wd:P13186 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as P13186

[Assistant] I'll search for entities related to "catégorie juridique" and "catégorie juridique (niveau 3)" and properties that relate legal units counts or SIRENE/INSEE statistics.

[Tool]
Top 10 entity alternatives:
1. France 3 (wd:Q1322641): is instance of television station / is instance of television channel / French public television channel
2. France 3 Limousin Poitou-Charentes (wd:Q3080609): former regional television service in France / is instance of television station
3. France 3 Nord-Pas-de-Calais (wd:Q3080611): is instance of television channel / television channel
4. France 3 Midi-Pyrénées (wd:Q2741355), also known as France 3 Sud: is instance of television station / television channel
5. Drag Race France, season 3 (wd:Q125581772), also known as Drag Race France (season 3): is instance of television series season / season of Drag Race France / is instance of series
6. France 3 Bretagne (wd:Q3080593): is instance of television station / French television channel
7. France 3 Alsace (wd:Q3080582): is instance of television station / television channel
8. France 3 Aquitaine (wd:Q3080580): is instance of television station / television channel
9. France 3 Régions (wd:Q10963), also known as All Regions France 3: is instance of television network / satellite television channel
10. France 3 Normandie (wd:Q3080601): is instance of television station / French television channel

[Assistant] I'll search for properties and items that mention "catégorie juridique" or INSEE-specific legal categories to identify how they're represented in Wikidata.

[Tool]
Top 10 property alternatives:
1. INSEE department code (wd:P2586 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via code département Insee), also known as code département Insee, Insee département code, P2586: number sequence for the identification of departments in France / number sequence for the identification of departments in France / number sequence for the identification of departments in France
2. France Culture person ID (DEPRECATED) (wd:P5301 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as P5301: identifier for a person on the France Culture website (do not ... with a Radio France P10780 identifier already present)
3. data.gouv.fr dataset ID (wd:P6526 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as P6526: ID of a dataset in the French open data platform data.gouv.fr
4. data.gouv.fr organisation ID (wd:P3206 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as P3206: identifier of an organization on the French national open-data platform data.gouv.fr
5. INSEE countries and foreign territories code (wd:P3422 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as P3422: French identifier for countries and foreign territories
6. French public service directory ID (wd:P6671 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via French public service directory service-public.fr ID), also known as French public service directory service-public.fr ID, service-public.fr ID, P6671: identifier for French public services
7. FranceArchives agent ID (wd:P9371 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via France Archives agent identifier), also known as Archives de France agent ID, Archives de France agent identifier, France Archives agent ID, France Archives agent identifier, FranceArchives agent identifier, etc.: identifier for a person on FranceArchives
8. INSEE municipality code (wd:P374 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via INSEE municipality identifier), also known as INSEE municipality ID, INSEE municipality identifier, P374: identifier with 5 digits or letters for a municipality or a ... per the National Institute of Statistics and Economic Studies / identifier for a municipality per the National Institute of Statistics and Economic Studies in France
9. Répertoire national des associations ID (wd:P3918 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via France National Associations Register Identifier), also known as France National Associations Register Identifier, French National Directory of Associations identifier, French National Register of Associations identifier, Répertoire national des associations identifier, RNA ID, etc.: identifier of a non-profit in the French National Register of Associations
10. Région Île-de-France ID (wd:P8677 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as P8677: identifier of an elected official on the regional council of Île-de-France website

[Tool]
Top 10 entity alternatives:
1. Unite for Children, Unite Against AIDS (wd:Q17011360): is instance of organisation / is instance of organization / organization
2. ESICM UNITE COVID-19 Project (UNITE-COVID) (wd:Q113915676): is instance of clinical trial / is instance of Clinical trial / clinical trial
3. Saint-Julien-sur-Reyssouze (wd:Q550472, matched via Unité-de-Reyssouze (ou Unité-sur-Reyssouze)), also known as Unité-de-Reyssouze (ou Unité-sur-Reyssouze): is instance of commune of France / commune in Ain, France
4. Leeds United A.F.C.–Manchester United F.C. rivalry (wd:Q2658538): is instance of team rivalry in sports / football rivalry
5. United States and the United Nations (wd:Q7892317): history of America's participation in the UN
6. United Kingdom and the United Nations (wd:Q7887963): history of Britain's participation in the UN
7. 2023 United Rentals Work United 500 (wd:Q116947949): fourth race of the 2023 NASCAR Cup Series / is instance of Shriners Children’s 500
8. United States v. United Mine Workers (wd:Q7893506), also known as United States v. United Mine Workers of America: is instance of United States Supreme Court decision / 1947 United States Supreme Court case
9. Women United for United Nations (wd:Q123397197), also known as Women United for the United Nations, WUUN: United Nations affiliated women's organisation (1947-1978) / is instance of women's organization
10. United States v. United States Fidelity (wd:Q19040062): is instance of legal case

[Assistant] I'll search for entities with the label "catégorie juridique" in Wikidata to find how legal categories are represented.

[Tool]
Top 10 entity alternatives:
1. Franco-German Legal Centre (wd:Q118884, matched via Centre juridique franco-allemand), also known as Centre juridique franco-allemand, CJFA: is instance of public university / French law school in Germany
2. Librairie Dalloz (wd:Q109355340, matched via Librairie juridique Dalloz), also known as Librairie juridique Dalloz: is instance of bookstore / is instance of bookshop / bookshop in Paris / bookshop in Paris
3. La formation juridique (wd:Q130309545): journal article from 'Revue de droit. Université de Sherbrooke' published in 1987 / is instance of scholarly article / is instance of academic article
4. Classification juridique romande (wd:Q130325066): rdf datatype; published by Swiss Institute of Comparative Law in Lausanne / is instance of RDF datatype IRI
5. Textes juridiques (wd:Q101457352): scientific article published on 31 October 2020 / scientific article published on 31 October 2020 / scientific article published on 31 October 2020 / is instance of scholarly article / is instance of academic article
6. La terminologie juridique (wd:Q102211243): scientific article published on 24 October 2020 / is instance of scholarly article / is instance of academic article
7. Le Quotidien juridique (wd:Q26710108), also known as Le Quotidien juridique (1992): is instance of periodical / French periodical
8. Revue juridique polynésienne (wd:Q15749877): is instance of scientific journal / journal
9. Revue juridique nîmoise (wd:Q64825574), also known as Rev. jurid. nîmoise: is instance of scientific journal / journal
10. Textes juridiques (wd:Q96163028): scientific article published on 23 May 2020 / scientific article published on 23 May 2020 / scientific article published on 23 May 2020 / is instance of scholarly article / is instance of academic article

[Tool]
Top 10 property alternatives:
1. law identifier (wd:P8550 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as i.d. of law, id of law, i.d. of regulation, id of regulation, law i.d., etc.: a sequence of numbers assigned to laws/acts that were passed by countries or local governments
2. public holiday (wd:P832 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal holiday), also known as bank holiday, legal holiday, national holiday, P832: official public holiday that occurs in this place in its honor, usually a non-working day / is subproperty of significant event
3. law digest (wd:P9376 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal norm digest), also known as law summary, legal norm digest, P9376: short text that summarises a law, decree and other legal rulings, part of the preamble / short text that summarizes a law, decree and other legal rulings, part of the preamble
4. laws applied (wd:P3014 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal base), also known as applied law, law applied, legal base, P3014: the constitutional and statutory provisions that were the primary basis for a decision or law / the constitutional and statutory provisions that were the primary basis for the decision
5. Official Internet Portal of Legal Information ID (wd:P10485 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as pravo.gov.ru ID, P10485: law identifier on the Official Internet Portal of Legal Information
6. e-GOV law ID (wd:P8610 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via elaws.e-gov.go.jp lawid), also known as elaws.e-gov.go.jp lawid, P8610: identifier in the e-Gov Law Search
7. ComLaw ID (wd:P2461 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as legislation.gov.au ID, P2461: identifier for Commonwealth of Australia legislation, bills, regulations, etc, in the ComLaw database
8. legal status (medicine) (wd:P3493 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as P3493: legal status for pharmaceutical drugs, e.g. general sales list for paracetamol in the UK
9. National Database of Laws and Regulations ID (wd:P9457 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as P9457: law ID of "National Database of Laws and Regulations" ... of the Standing Committee of the National People's Congress
10. legal form (wd:P1454 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal structure), also known as legal structure, structured as, P1454: is subproperty of instance of / legal form of an organisation / legal form of an entity

[Assistant] I'll search for properties and items mentioning "Niveau 3", "niveau 3", "niveau 3 juridique", and "catégorie juridique 3" to find how level-3 legal categories are modeled.

[Tool]
Top 10 property alternatives:
1. position held (wd:P39 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via P39), also known as function, held position, holds position, job, office held, etc.: subject currently or formerly holds the object position or public office / subject currently or formerly holds the object position or public office / subject currently or formerly holds the object position or public office / subject currently or formerly holds the object position or public office
2. Univ-droit jurist ID (wd:P5175 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as Univdroit jurist ID, P5175: identifier of a legal scholar on Univ-droit
3. edition number (wd:P393 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via P393), also known as number of event, software version number, version number, P393: number of this edition (first, second, ... as 1, 2, ...) of a book or event / number of an edition (first, second, ... as 1, 2, ...) or event / is subproperty of series ordinal
4. Ávvir topic ID (wd:P9318 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via P9318), also known as Ávvir ID, P9318: identifier of a topic in the Northern Sámi publication Ávvir / identifier of a topic in the Northern Sámi publication Ávvir / identifier of a topic in the Northern Sámi publication Ávvir
5. currency (wd:P38 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via P38), also known as base currency, used money, P38: is subproperty of uses / currency used by item / currency used by item / currency used by item
6. topic's main category (wd:P910 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via category), also known as article's main category, category, category for this topic, catmain, has category, etc.: main category of this topic / main Wikimedia category
7. ISO 639-3 code (wd:P220 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via ISO639-3), also known as iso 639-3, ISO639-3, ISO language code (3 letter), P220: 3-letter identifier for language defined in ISO 639-3, extension of ISO 639-2 / ISO 639-3 code for a language / ISO 639-3 code for a language
8. official language (wd:P37 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via P37), also known as language official, language spoken, speaking, spoken in, P37: language designated as official by this item / language designated as official by this item / language designated as official by this item / language designated as official by this item / is subproperty of language used
9. child astronomical body (wd:P398 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via P398), also known as child body, has moon, has planet, orbited by, satellite, etc.: the minor body that belongs to the item / minor body that belongs to the item
10. Cephalopod Ontology ID (wd:P9334 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via P9334), also known as Cephalopod Ontology identifier, P9334: identifier for an anatomical entity in Cephalopod Ontology, an anatomical and developmental ontology for cephalopods

[Assistant] I'll search for entities related to SIRENE, INSEE, and "unité légale" to find how legal units and their categories are modeled in Wikidata.

[Tool]
Top 10 entity alternatives:
1. The National Institute of Statistics and Economic Studies (wd:Q156616, matched via INSEE), also known as INSEE, Institut national de la statistique et des etudes economiques, Institut national de la statistique et des études économiques: France's principal government institution in charge of statistics and census data / is instance of statistical service / is instance of online database
2. Saint-Nicolas-lès-Cîteaux (wd:Q16626, matched via Unité), also known as Unité: is instance of commune of France / commune in Côte-d'Or, France
3. Relevant (wd:Q966793, matched via Unité), also known as Saint-Christophe-de-Relevant (rattaché à Relevant), Saint-Cyr-de-Relevant (rattaché à Relevant), Unité: is instance of commune of France / commune in Ain, France
4. INSEE code (wd:Q156705), also known as Insee code, Insee identifier: unique identifier system used in France for statistics and ... and classification of geographic areas, persons or activities / is instance of unique identifier / is subclass of unique identifier
5. Sainte-Marie-au-Bosc (wd:Q766615, matched via Unité), also known as Unité: commune in Seine-Maritime, France / is instance of commune of France
6. Lalœuf (wd:Q1099812, matched via Unité), also known as Unité: commune in Meurthe-et-Moselle, France / is instance of commune of France
7. Nocé (wd:Q1389349, matched via Unité), also known as Saint-Quentin-le-Petit (réunie à Nocé), Unité: is instance of commune of France / is instance of delegated commune / former commune in Orne, France
8. Unite the Right rally (wd:Q36248530), also known as 2017 Unite the Right March, Charlottesville rally, Charlottesville riots: 2017 white supremacist rally in Charlottesville, Virginia / 2017 white supremacist rally in Charlottesville, Virginia / is instance of demonstration
9. Mississippi Mermaid (wd:Q1168045, matched via La Sirene du Mississipi), also known as La Sirene du Mississipi, La Sirène du Mississipi: 1969 film by François Truffaut / is instance of film
10. Asphalt Legends Unite (wd:Q51594682), also known as asphalt 9, Asphalt 9, Asphalt 9: Legends: is instance of esports discipline / is instance of video game / 2018 racing video game

[Assistant] I'll search for properties containing the term "juridique" to find the relevant property for legal category in Wikidata.

[Tool]
Top 10 property alternatives:
1. official name (wd:P1448 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal name), also known as be named, complete title, full title, legal name, long name, etc.: official name of the subject in its official language(s) / official name of the subject in its official language(s) / official name of the subject in its official language(s) / is subproperty of name
2. Univ-droit jurist ID (wd:P5175 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as Univdroit jurist ID, P5175: identifier of a legal scholar on Univ-droit
3. legal form (wd:P1454 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal structure), also known as legal structure, structured as, P1454: is subproperty of instance of / legal form of an organisation / legal form of an entity
4. charter URL (wd:P6378 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via articles of organization), also known as articles of association, articles of incorporation, articles of organization, by-laws, bylaws, etc.: link to an organization's charter documents, including ... of association, incorporation or organization, or its by-laws / is subproperty of URL
5. industry (wd:P452 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as branch, economic branch, field of action, field of exercise, sector, etc.: specific industry of company or organization / is subproperty of part of
6. employer (wd:P108 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via organization), also known as employed by, of employer, organisation, organization, worked at, etc.: person or organization for which the subject works or worked / organisation for which the subject works or worked / organization for which the subject works or worked / is subproperty of affiliation
7. ELF code (wd:P10421 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via entity legal form ID), also known as entity legal form ID, GLEI ELF, GLEIF ELF code, P10421: code for entity legal form (ELF), assigned by the Global Legal Entity Identifier Foundation (GLEIF) per ISO 20275
8. SIRET number (wd:P3215 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via SIRET), also known as SIRET, Système d'identification du répertoire des établissements, P3215: number of a French establishment
9. laws applied (wd:P3014 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via applied law), also known as applied law, law applied, legal base, P3014: the constitutional and statutory provisions that were the primary basis for a decision or law / the constitutional and statutory provisions that were the primary basis for the decision
10. owned by (wd:P127 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as belonged to, belongs to, is owned by, owner, owners, etc.: owner of the subject / owner of the subject / owner of the subject

[Assistant] I'll search for the French label "catégorie juridique (niveau 3)" and related exact phrases in the knowledge graph to find how INSEE SIRENE legal categories are modeled.

[Tool]
Top 10 entity alternatives:
1. March (wd:Q110, matched via 3. month), also known as 3. month, Mar: third month in the Julian and Gregorian calendars / third month in the Julian and Gregorian calendars / third month in the Julian and Gregorian calendars / is subclass of month of the Gregorian calendar / is instance of calendar month
2. January 3 (wd:Q2156), also known as 3 January, 3rd of January, Jan 3, January 3rd: is instance of point in time with respect to recurrent timeframe / is subclass of 3rd / day of the year / date
3. March 3 (wd:Q2391), also known as 3 March, 3rd of March, Mar 3, March 3rd: is instance of point in time with respect to recurrent timeframe / is subclass of 3rd / day of the year
4. February 3 (wd:Q2315), also known as 3 February, 3rd of February, Feb 3, February 3rd: is instance of point in time with respect to recurrent timeframe / is subclass of 3rd / day of the year / date
5. April 3 (wd:Q2509), also known as 3 April, 3rd of April, Apr 3, April 3rd: is instance of point in time with respect to recurrent timeframe / is subclass of 3rd / day of the year
6. November 3 (wd:Q2995), also known as 3 November, 3rd of November, Nov 3, November 3rd: is instance of point in time with respect to recurrent timeframe / is subclass of 3rd / day of the year
7. October 3 (wd:Q2931), also known as 3 October, 3rd of October, Oct 3, October 3rd: is instance of point in time with respect to recurrent timeframe / is subclass of 3rd / date
8. June 3 (wd:Q2623), also known as 3 June, 3rd of June, Jun 3, June 3rd: is instance of point in time with respect to recurrent timeframe / is subclass of 3rd / day of the year
9. September 3 (wd:Q2860, matched via 3 September), also known as 3rd of September, 3 September, Sep 3, September 3rd: is instance of point in time with respect to recurrent timeframe / is subclass of 3rd / date

[Assistant] I'll search for the entity for "Société à responsabilité limitée" (SARL) to see how legal forms are represented and find organizations using P1454.

[Tool] No entity items found

[Assistant] I'll search for entities that include "catégorie juridique" or variations in French, and I'll also search for properties that mention "nombre d'unités légales" or similar phrases to find how counts are stored.

[Tool]
Top 10 entity alternatives:
1. Pre-Modular Categories of Rank 3 (wd:Q128573954): is instance of scholarly article / is instance of academic article / scholarly article
2. level 3 of legal categories in France (wd:Q112176282): legal categories taking into account the specificity of the ... defined by the nomenclature of legal categories in France / is instance of statistical unit
3. Category:Media needing categories as of 3 February 2025 (wd:Q132108624): Wikimedia category
4. Le transport bénévole : fait juridique ou acte juridique? (wd:Q130309353): journal article from 'Revue de droit. Université de Sherbrooke' published in 1976 / is instance of scholarly article / is instance of academic article
5. The 3-by-3 lemma for regular Goursat categories (wd:Q124916874): scientific article published in 2004 / is instance of scholarly article / is instance of academic article
6. The different categories of errors in care. 3 (wd:Q41779703): scientific article published on October 1, 1975 / scientific article published on 1 October 1975 / scientific article published on October 1975 / is instance of scholarly article / is instance of academic article
7. Learning semantic categories for 3D model retrieval (wd:Q57895365): is instance of scholarly article / is instance of academic article
8. Hecke algebras, modular categories and 3-manifolds quantum invariants (wd:Q127549667): is instance of scholarly article / is instance of academic article / scholarly article
9. The interplay between 2-Calabi-Yau and 3-Calabi-Yau triangulated categories (wd:Q129747172): scholarly article published on 31 October 2018 / is instance of scholarly article / is instance of academic article
10. BatMon II: children's category norms for 33 categories (wd:Q33267500): is instance of scholarly article / is instance of academic article / scientific article

[Assistant] I'll retrieve statements for the entity "level 3 of legal categories in France" (wd:Q112176282) to see how it's modeled and which properties can be used.

[Tool]
Got 33 rows and 3 columns, showing the first 10 rows below:
| subject                                               | property              | object                                                                                |
| ----------------------------------------------------- | --------------------- | ----------------------------------------------------------------------------------------------------------------------------- |
| level 3 of legal categories in France (wd:Q112176282) | instance of (wdt:P31) | statistical unit (wd:Q3409269)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | part of (wdt:P361)    | legal categories in France (wd:Q87711223)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | wdt:P31279            | statistical unit (wd:Q3409269)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | schema:description    | catégories juridiques en tenant compte de la spécificité des ... par la nomenclature des catégories juridiques en France (fr) |
| level 3 of legal categories in France (wd:Q112176282) | schema:name           | 3. raven pravnih kategorij Francije (sl)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | rdf:type              | wikibase:Item                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | rdfs:label            | 3. raven pravnih kategorij Francije (sl)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | skos:prefLabel        | 3. raven pravnih kategorij Francije (sl)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | instance of (p:P31)   | s:Q112176282-BE139501-899A-4232-9C71-BD992A1096BA                                                                             |
| level 3 of legal categories in France (wd:Q112176282) | part of (p:P361)      | s:Q112176282-6B016F21-3B3B-4BF2-91FC-E1E305DB08FD                                                                             |
| ...                                                   | ...                   | ...                                                                                |

[Assistant] I found an item representing level 3 legal categories (wd:Q112176282). Next I need to find items that are instances or members of this class (i.e., the specific categories at level 3) and find a property that links them to counts of legal units. I'll search for items that are instance of this class.

[Tool] Got no rows and 2 columns

[Tool]
Got 200 rows and 2 columns, showing the first 5 and last 5 rows below:
| cat                                         | catLabel                                                                 |
| ------------------------------------------- | ------------------------------------------------------------------------ |
| SA à directoire (s.a.i.) (wd:Q110567707)    | SA à directoire (s.a.i.) (fr)                                            |
| wd:Q110670511                               | société civile d'intérêt collectif agricole (fr)                         |
| declared association (wd:Q111166550)        | association déclarée (fr)                                                |
| employees' trade union (wd:Q111190925)      | syndicat de salariés (fr)                                                |
| agricultural cooperative (wd:Q111191049)    | société coopérative agricole (fr)                                        |
| ...                                         | ...                                                                      |
| wd:Q87715864                                | établissement public des cultes d'alsace-lorraine (fr)                   |
| wd:Q87715865                                | etablissement public administratif, cercle et foyer dans les armées (fr) |
| wd:Q87715867                                | groupement de coopération sanitaire à gestion publique (fr)              |
| wd:Q87715868                                | autre personne morale de droit administratif (fr)                        |
| Independent public authority (wd:Q87913986) | autorité administrative ou publique indépendante (fr)                    |

[Assistant] There are many items that are part of level 3 legal categories. I now need to find, for each category, the number of legal units in France. Likely there's a property that gives "number of legal units" or a statement pointing to a statistical value (P???). I'll inspect one category item to see properties used — for example wd:Q110567707 (SA à directoire).

[Tool]
Got 66 rows and 3 columns, showing the first 10 rows below:
| subject                                  | property                            | object                                                |
| ---------------------------------------- | ----------------------------------- | ----------------------------------------------------- |
| SA à directoire (s.a.i.) (wd:Q110567707) | instance of (wdt:P31)               | legal form (wd:Q10541491)                             |
| SA à directoire (s.a.i.) (wd:Q110567707) | catalog code (wdt:P528)             | 5699                                                  |
| SA à directoire (s.a.i.) (wd:Q110567707) | part of (wdt:P361)                  | level 3 of legal categories in France (wd:Q112176282) |
| SA à directoire (s.a.i.) (wd:Q110567707) | subclass of (wdt:P279)              | société anonyme à directoire (wd:Q112136066)          |
| SA à directoire (s.a.i.) (wd:Q110567707) | applies to jurisdiction (wdt:P1001) | France (wd:Q142)                                      |
| SA à directoire (s.a.i.) (wd:Q110567707) | name (wdt:P2561)                    | SA à directoire (s.a.i.) (fr)                         |
| SA à directoire (s.a.i.) (wd:Q110567707) | code (wdt:P3295)                    | 5699                                                  |
| SA à directoire (s.a.i.) (wd:Q110567707) | ELF code (wdt:P10421)               | 5VCF                                                  |
| SA à directoire (s.a.i.) (wd:Q110567707) | wdt:P31279                          | legal form (wd:Q10541491)                             |
| SA à directoire (s.a.i.) (wd:Q110567707) | schema:description                  | catégorie juridique en France (fr)                    |
| ...                                      | ...                                 | ...                                                   |

[Assistant] I need the number of legal units per category. Possibly these items have a property for "number of occurrences" or a statement linking to a statistical value (PXXXX) like counts in the SIRENE dataset. I'll search for properties used with these items that look like counts, maybe "quantity" (wdt:P1114) or "number of inhabitants" style (P1082). I'll list properties for this item to find any count-related properties.

[Tool]
Got 10 rows and 3 columns:
| property  | propertyLabel                | value                                                 |
| --------- | ---------------------------- | ----------------------------------------------------- |
| wd:P1001  | applies to jurisdiction (en) | France (wd:Q142)                                      |
| wd:P10421 | ELF code (en)                | 5VCF                                                  |
| wd:P2561  | name (en)                    | SA à directoire (s.a.i.) (fr)                         |
| wd:P279   | subclass of (en)             | société anonyme à directoire (wd:Q112136066)          |
| wd:P31    | instance of (en)             | legal form (wd:Q10541491)                             |
| wd:P31    | instance of (en)             | type of legal entity in France (wd:Q56427813)         |
| wd:P31279 | natural type (en)            | legal form (wd:Q10541491)                             |
| wd:P3295  | code (en)                    | 5699                                                  |
| wd:P361   | part of (en)                 | level 3 of legal categories in France (wd:Q112176282) |
| wd:P528   | catalog code (en)            | 5699                                                  |

[Assistant] No count property appears for this item. The counts might be stored as statements on the class members with a property like "statistical unit count" or part of a dataset. I'll inspect another category, like "association déclarée" wd:Q111166550.

[Tool]
Got 89 rows and 3 columns, showing the first 10 rows below:
| subject                              | property                            | object                                                |
| ------------------------------------ | ----------------------------------- | ----------------------------------------------------- |
| declared association (wd:Q111166550) | instance of (wdt:P31)               | legal form (wd:Q10541491)                             |
| declared association (wd:Q111166550) | catalog code (wdt:P528)             | 9220                                                  |
| declared association (wd:Q111166550) | part of (wdt:P361)                  | level 3 of legal categories in France (wd:Q112176282) |
| declared association (wd:Q111166550) | subclass of (wdt:P279)              | club (wd:Q988108)                                     |
| declared association (wd:Q111166550) | applies to jurisdiction (wdt:P1001) | France (wd:Q142)                                      |
| declared association (wd:Q111166550) | name (wdt:P2561)                    | association déclarée (fr)                             |
| declared association (wd:Q111166550) | code (wdt:P3295)                    | 9220                                                  |
| declared association (wd:Q111166550) | ELF code (wdt:P10421)               | BEWI                                                  |
| declared association (wd:Q111166550) | schema:description                  | francia jogi alakzat (hu)                             |
| declared association (wd:Q111166550) | schema:name                         | Asociación Declarada (es)                             |
| ...                                  | ...                                 | ...                                                   |

[Assistant] Still no counts. The counts might be stored in Wikidata as statements on the dataset INSEE or SIRENE, or as qualifiers. Let's search for properties that include "count" or "number of legal units" like P1114 (number of pages) but not. Search for properties with 'number' or 'count'.

[Tool]
Top 10 property alternatives:
1. series ordinal (wd:P1545 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via unit number), also known as index, num., number, ordinal, ordinal number, etc.: position of an item in its parent series (most frequently a ... "ranking" defined as a property for evaluating a quality). / position of an item in its parent series (most frequently a ... "ranking" defined as a property for evaluating a quality) / position of an item in its parent series, generally to be used as a qualifier. Different from "rank"
2. bill number (wd:P10703 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via legal number), also known as legal number, P10703: number assigned to a bill to be submitted to the parliament of the state or local government
3. is a number of (wd:P11279 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via is number of), also known as a number of, counts, enumerates, is a count of, is an amount of, etc.: this entity is a number representing the quantity of this item
4. number of shading units (wd:P13251 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as number of stream processors, P13251: number of shading units in a graphics processing unit (GPU)
5. item of property constraint (wd:P2305 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via allowed unit), also known as allowed entity types, allowed unit, claim value, item, item of constraint, etc.: qualifier to define a property constraint in combination with "property constraint" (P2302)
6. number of likes (wd:P10649 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via like count), also known as fav count, favorite count, like count, likes, number of favorites, etc.: number of likes, favorites, stars, upvotes, or reactions received on a social media post or profile
7. quantity (wd:P1114 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via total number), also known as amount, copies, count, instances, multiplicity, etc.: number of instances of this subject in the universe of the ... number of instances in Wikidata may be lower or higher) / number of instances of this subject
8. units sold (wd:P2664 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps), also known as number of sales, sales, sales figures, total sales, P2664: is subproperty of quantity / sales figures of an object
9. number of parts of this work (wd:P2635 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via acts number), also known as acts count, acts number, acts quantity, chapter count, chapters quantity, etc.: the number of parts that a work of art consists of / the number of parts that a work comprises
10. statistical unit used (wd:P2353 as pqn/pqv/prn/pq/wdtn/psv/pr/psn/wdt/p/prv/ps, matched via unit), also known as describe items of type, statistical designation, unit, P2353: base item of this database or statistical set / is subproperty of has part(s) of the class / is subproperty of has parts of the class

[Assistant] Property P1114 (quantity) may be used to record counts. Let's search for statements using P1114 on items that are part of level 3 categories. I'll query for categories with a P1114 statement.

[Tool]
Got 1 row and 3 columns:
| cat         | catLabel                | count               |
| ----------- | ----------------------- | ------------------- |
| wd:Q3477483 | section de commune (fr) | 27000 (xsd:decimal) |

[Assistant] Only one category has P1114. The counts might be stored differently, perhaps as part of a statistical dataset item with property P1082 (population) or via "statistical unit used" linking to datasets. Let's inspect the item "level 3 of legal categories" and see if there's a dataset or counts associated.

[Tool]
Got 33 rows and 3 columns, showing the first 10 rows below:
| subject                                               | property              | object                                                                                |
| ----------------------------------------------------- | --------------------- | ----------------------------------------------------------------------------------------------------------------------------- |
| level 3 of legal categories in France (wd:Q112176282) | instance of (wdt:P31) | statistical unit (wd:Q3409269)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | part of (wdt:P361)    | legal categories in France (wd:Q87711223)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | wdt:P31279            | statistical unit (wd:Q3409269)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | schema:description    | catégories juridiques en tenant compte de la spécificité des ... par la nomenclature des catégories juridiques en France (fr) |
| level 3 of legal categories in France (wd:Q112176282) | schema:name           | 3. raven pravnih kategorij Francije (sl)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | rdf:type              | wikibase:Item                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | rdfs:label            | 3. raven pravnih kategorij Francije (sl)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | skos:prefLabel        | 3. raven pravnih kategorij Francije (sl)                                                                                |
| level 3 of legal categories in France (wd:Q112176282) | instance of (p:P31)   | s:Q112176282-BE139501-899A-4232-9C71-BD992A1096BA                                                                             |
| level 3 of legal categories in France (wd:Q112176282) | part of (p:P361)      | s:Q112176282-6B016F21-3B3B-4BF2-91FC-E1E305DB08FD                                                                             |
| ...                                                   | ...                   | ...                                                                                |

[Assistant] Maybe there's a separate item for the dataset of counts, such as "Number of legal units by level 3 legal category in France" or a SIRENE dataset. I'll search for items mentioning "Nombre d'unités légales" or "unité légale" in French labels.

[Tool]
Top 10 entity alternatives:
1. Tu nombre sobre mi nombre (wd:Q30032797): song by Argentine musician Luis Alberto Spinetta in the album Estrelicia MTV Unplugged / is instance of musical work/composition
2. France (wd:Q142), also known as FR, FRA, French Republic: country with territory in Europe and several overseas regions and territories / is instance of sovereign state / republic in Western Europe / country in Western Europe / country in Western Europe / is instance of Republic / is instance of republic / is instance of country
3. Napoleon (wd:Q517, matched via Napoleon I of France), also known as Emperador dels Francesos Napoleó I, Empereur des Français Napoléon I, Little Corporal, Napoleon Bonaparte, Napoléon Bonaparte, etc.: French military leader, French Emperor 1804–1814 and again in 1815 / French military leader, French Emperor 1804–1814 and again in 1815 / French general, First Consul and later Emperor of the French / has occupation military officer / has occupation military leader / has occupation art collector / has occupation army officer / has occupation statesperson / has occupation politician / has occupation sovereign / has occupation militant / has occupation emperor / has occupation Emperor / has occupation Monarch / has occupation monarch / has occupation officer / is instance of human
4. French Guiana (wd:Q3769, matched via Guiana, France), also known as gf, GF, Guiana, Guiana, France, Guyane, etc.: is instance of overseas department and region of France / French overseas department and region in South America / French overseas department and region in South America / is instance of overseas department / is instance of region of France
5. Marseille (wd:Q23482, matched via Marseille, France), also known as City of Marseille, Marsaille, Marsailles, Marseille City, Marseille, France, etc.: French commune in Bouches-du-Rhône, Provence-Alpes-Côte d'Azur; the second largest city of France / city and commune in Bouches-du-Rhône, Provence-Alpes-Côte d'Azur, France / is instance of commune of France / is instance of college town / is instance of port city / is instance of big city
6. Louis XIV of France (wd:Q7742), also known as Lewis the Fourteenth, Lewis XIV, Louis le Grand, Louis le Grand Monarque, Louis the Grand Monarch, etc.: King of France and Navarra, from 1643 to 1715 / King of France from 1643 to 1715 / has occupation art collector / has occupation statesperson / has occupation politician / has occupation monarch / has occupation Monarch / has occupation actor / is instance of human
7. Toulouse (wd:Q7880, matched via Toulouse, France), also known as Thoulouse, Thoulouze, Tolosa, Toulouse, France: French commune and city in Haute-Garonne, Occitania / is instance of commune of France / is instance of college town / is instance of big city
8. Anatole France (wd:Q42443), also known as Anatole Thibault, François-Anatole Thibault, Jacques François-Anatole Thibault: has occupation science fiction writer / has occupation literary critic / has occupation prose writer / has occupation biographer / French writer (1844–1924) / has occupation librarian / has occupation novelist / has occupation writer / has occupation critic / is instance of human / has occupation poet / French writer / French writer
9. Île-de-France (wd:Q13917, matched via Ile de France), also known as FR-IDF, IdF, IDF, Ile de France, Île de France, etc.: region in France where the French capital Paris is located / region in France where the French capital Paris is located / region in France where the capital Paris is located / is instance of region of France
10. Rennes (wd:Q647, matched via Rennes, France), also known as City of Rennes, Rennes, France, Roazhon: capital city of the region of Brittany, France / is instance of commune of France / is instance of big city

[Assistant] Perhaps the counts are encoded as qualifiers on statements linking categories to SIRENE statistical variables. I'll inspect statements in Wikidata that reference INSEE or SIRENE datasets. Search for items with "SIRENE" in descriptions.

[Tool]
Top 10 entity alternatives:
1. Coronary care units: legal considerations (wd:Q39223479): scientific article published on January 1978 / scientific article published on January 1978 / scientific article published on January 1978 / is instance of scholarly article / is instance of academic article
2. [New legal measure units] (wd:Q66870079): scientific article published on 01 September 1976 / is instance of scholarly article / is instance of academic article
3. Coronary care units: legal considerations (wd:Q68900361): scientific article published on 01 January 1974 / is instance of scholarly article / is instance of academic article
4. LEGAL UNITS OF ELECTRIC MEASURE (wd:Q81196971): scientific article published on 01 January 1895 / scientific article published in January 1895 / scientific article published in January 1895 / is instance of scholarly article / is instance of academic article
5. Cervical Functional Spine Units Multi-Validation Dataset (wd:Q104887803): is instance of data set / research data
6. Integration of legal datasets (wd:Q61637661): is instance of scholarly article / is instance of academic article
7. EUROPA: a legal multilingual keyphrase generation dataset (wd:Q131458448): conference paper published in 2024 / is instance of conference paper
8. Blood pressure measurement and legal measurement units (wd:Q41487692): scientific article published on January 26, 1979 / scientific article published on 26 January 1979 / scientific article published on January 1979 / is instance of scholarly article / is instance of academic article
9. Emergency units: legal aspects of staff assignment (wd:Q85556156): scientific article published on November 27, 2012 / scientific article published on 27 November 2012 / scientific article published on 27 November 2012 / is instance of scholarly article / is instance of academic article
10. Legally speaking--survival tactics for short-staffed units (wd:Q69633254): scientific article published on 01 June 1989 / is instance of scholarly article / is instance of academic article

[Assistant] This is getting long. Another approach: there may be a property linking each level-3 category to an INSEE code (we saw P3295 'code' and P528 'catalog code'). The counts may be derived by aggregating number of legal units in France that have 'legal form' equal to the category — i.e., counting items (organizations) that have property P1454 (legal form) pointing to the category and applying "applies to jurisdiction = France". That is, we can count the number of items (organizations) whose legal form (P1454) is a member of the level-3 categories and that are located in France. The user asked for "number of legal units for each level 3 legal category in France". In INSEE, legal units are 'unité légale' — but in Wikidata, companies and organizations are items; SIRENE contains many entities but Wikidata likely has limited coverage, so counts won't match INSEE. But the user likely expects counts from Wikidata, not INSEE. The question: "What is the number of legal units for each level 3 legal category in France" — we'll interpret as: count Wikidata items (entities) that are instances of 'legal unit' or have legal form category? Need to find which property indicates 'legal unit'. Search for items representing 'unité légale' in Wikidata. We earlier didn't find it. Search for "legal unit" in French or "unité légale" again but maybe the class exists.

[Tool]
Top 10 entity alternatives:
1. Saint-Julien-sur-Reyssouze (wd:Q550472, matched via Unité-de-Reyssouze (ou Unité-sur-Reyssouze)), also known as Unité-de-Reyssouze (ou Unité-sur-Reyssouze): is instance of commune of France / commune in Ain, France
2. Unite for Children, Unite Against AIDS (wd:Q17011360): is instance of organisation / is instance of organization / organization
3. ESICM UNITE COVID-19 Project (UNITE-COVID) (wd:Q113915676): is instance of clinical trial / is instance of Clinical trial / clinical trial
4. United Technologies (United Kingdom) (wd:Q41566945), also known as UTC: company in Haywards Heath, United Kingdom / is instance of business
5. United Biomedical (United States) (wd:Q30283441), also known as UBI: company in Hauppauge, United States / is instance of business
6. JBS United (United States) (wd:Q30285989): company in Sheridan, United States / is instance of business
7. United Microelectronics (United States) (wd:Q30273405): company in Sunnyvale, United States / is instance of business
8. United Shield (United Kingdom) (wd:Q30265916): company in Andover, United Kingdom / is instance of business
9. United Therapeutics (United Kingdom) (wd:Q30338313): is instance of business / UK business
10. Women United for United Nations (wd:Q123397197), also known as Women United for the United Nations, WUUN: United Nations affiliated women's organisation (1947-1978) / is instance of women's organization

[Assistant]
Given difficulty locating explicit 'legal unit' class, I'll instead compute counts by counting items that have the property 'legal form' (P1454) pointing to each level-3 category (members of that class), and restrict to items that have 'country of origin' or 'located in the administrative territorial entity' France. A safer filter is 'applies to jurisdiction = France' on the legal form items — but we need items that are legal units in France. Organizations in Wikidata often have 'country of origin' (P495) or 'headquarters location' (P159) or 'country' (P17). For companies in France, they often have 'country' or 'country of origin'. But 'number of legal units' probably counts legal entities in SIRENE which include many small entities; Wikidata won't have those. However, the developer instructions require: do not make up properties and verify existence. We'll build a SPARQL that:

- Gets all level 3 category items: ?category wdt:P361 wd:Q112176282.
- For each category, count number of items ?unit such that ?unit wdt:P1454 ?category and ?unit wdt:P17 wd:Q142 (country = France) OR ?unit wdt:P1001 wd:Q142? P1001 is applies to jurisdiction used on the category; items themselves might have P17 country.

Count ?unit and group by ?category and label in French.

Include only categories with count > 499. Also compute sum of counts for categories with count <= 499 labeled as "OTHER".

The user requires category name in French — so we will retrieve French label via OPTIONAL rdfs:label FILTER lang=fr.

We must ensure query returns IRIs of categories. Also must execute final query. Let's craft the SPARQL.

We need to count distinct ?unit. The pattern:

SELECT ?category (SAMPLE(?label_fr) AS ?label_fr) (COUNT(DISTINCT ?unit) AS ?count) WHERE {
  ?category wdt:P361 wd:Q112176282 .
  OPTIONAL { ?category rdfs:label ?label_fr FILTER(LANG(?label_fr)="fr") }
  ?unit wdt:P1454 ?category .
  # restrict units to France: ?unit wdt:P17 wd:Q142 OR ?unit wdt:P1001 wd:Q142? But P1001 applies to jurisdiction used on categories, not units. For items, P17 (country) or P495 (country of origin) or P276 (location) can indicate France. Use a union:
  { ?unit wdt:P17 wd:Q142 } UNION { ?unit wdt:P495 wd:Q142 } UNION { ?unit wdt:P27 wd:Q142 }
}

GROUP BY ?category ?label_fr
HAVING (COUNT(DISTINCT ?unit) > 499)
ORDER BY DESC(?count)

But P27 is country of citizenship (for humans), not relevant. P17 is country. P495 is country of origin. Might also use 'applies to jurisdiction' P1001 on the unit? unlikely. Might also count orgs with 'headquarters location' (P159) located in France via ?unit wdt:P159 ?loc . ?loc wdt:P17 wd:Q142 or ?loc wdt:P131* etc — too complex.

But we must adhere to rules: explain thought process before and after each function call. We've already been explaining. Need to include explanation before calling execute and after. We must execute final query. But earlier we executed intermediate queries. Now prepare the final SPARQL and execute it.

I'll include an aggregation for the 'OTHER' line. SPARQL can produce a union combining two subqueries: one for big categories (>499) and then a second that sums counts for others and returns a row with category=wd:OTHER? But the requirement: summary line labeled "OTHER" sum of all categories with counts <=499. We can do this by using a subquery to compute counts per category, then outer query selects those with count>499, and also computes sum(case when count<=499 then count else 0) as other. But SPARQL doesn't have CASE; we can use SUM(?count2) with FILTER in separate aggregation. Approach:

First subquery: compute counts per category:

SELECT ?category ?label_fr (COUNT(DISTINCT ?unit) as ?count)
WHERE {
  ?category wdt:P361 wd:Q112176282 .
  OPTIONAL { ?category rdfs:label ?label_fr FILTER(lang(?label_fr)="fr") }
  ?unit wdt:P1454 ?category .
  { ?unit wdt:P17 wd:Q142 } UNION { ?unit wdt:P495 wd:Q142 } UNION { ?unit wdt:P159 ?loc . ?loc wdt:P17 wd:Q142 }
}
GROUP BY ?category ?label_fr

Wrap this as a subquery (?catcounts). Then outer query:

{
  SELECT ?category ?label_fr ?count WHERE { ... }
}
Then compute two parts:

1) SELECT ?category ?label_fr ?count WHERE { ... } FILTER(?count>499)
2) a single row SELECT (\"OTHER\" AS ?categoryLabel) (SUM(?count) AS ?countOther) WHERE { ... } FILTER(?count<=499)

But need to ensure category IRIs are returned for big ones. For OTHER row, category IRI should be a literal? The user asked summary line labeled "OTHER" — label in French; we can present ?category as a literal 'OTHER' and maybe no IRI. But the rule: "The SPARQL query should always return the actual identifiers / IRIs of the items in its result." For OTHER, that's an aggregate not an item, so it's okay to not have an IRI? But they insisted always return identifiers of items. Hmm: For categories we return IRIs; for OTHER we can use a fake bnode? But must be result consistent. Possibly return ?categoryIRI for categories and for OTHER set ?categoryIRI to wd:Q0? But invalid. The rule may allow aggregates to not have IRIs. But it's stated "should always return the actual identifiers / IRIs of the items in its result". For the categories rows we will return IRIs. For the OTHER summary row there's no item. Acceptable.

Construct final query that returns both set of rows using UNION.

Let's craft final SPARQL:

WITH subquery as:

{
 SELECT ?category ?label_fr (COUNT(DISTINCT ?unit) AS ?count) WHERE {
  ?category wdt:P361 wd:Q112176282 .
  OPTIONAL { ?category rdfs:label ?label_fr FILTER (lang(?label_fr)="fr") }
  ?unit wdt:P1454 ?category .
  FILTER EXISTS { ?unit wdt:P17 wd:Q142 } OR FILTER EXISTS { ?unit wdt:P495 wd:Q142 } # Can't use FILTER with OR like that. Use UNION:
  { ?unit wdt:P17 wd:Q142 } UNION { ?unit wdt:P495 wd:Q142 } UNION { ?unit wdt:P159 ?loc . ?loc wdt:P17 wd:Q142 }
 } GROUP BY ?category ?label_fr
}

Then outer:

SELECT ?category ?label_fr ?count WHERE {
  {
    ... subquery ...
  } FILTER (?count > 499)
}
UNION
SELECT (\"OTHER\" as ?category) (\"Autres\" as ?label_fr) (SUM(?count) as ?count) WHERE {
  ... subquery ...
  FILTER (?count <= 499)
}

But duplication: can't reuse same subquery text twice; but we can use a VALUES or a WITH? Not supported. We'll repeat.

Ok let's craft final query accordingly.

Now call execute.

We must explain thought process before the function call. Then after results, provide answer and final SPARQL via functions.answer. The developer tool requires using functions.answer to finalize with final SPARQL and textual answer. Also must execute query before giving answer; we will use functions.execute to run query, then functions.answer to return final.

We already used functions.execute earlier, allowed. Now prepare the SPARQL and call execute.

I'll run a SPARQL query that:
- Finds all level-3 legal category items (members of wd:Q112176282).
- Counts Wikidata items (?unit) whose legal form (wdt:P1454) is that category and that are associated with France (country P17 = wd:Q142, or country of origin P495 = wd:Q142, or have a headquarters location P159 located in France).
- Returns rows for categories with counts > 499 (including the category IRI and French label), and an extra summary row labeled "OTHER" summing counts of categories with count <= 499.

I'll now execute that query.

[Tool]
Call to function execute returned an error:
failed to parse input: parse error at position 628 for token UNION with content 'UNION' (the input most likely does not follow the grammar)

[Assistant]
I'll run a single SPARQL query that:
- computes per-category counts (counting Wikidata items whose legal form (P1454) is the level-3 category and that are associated with France via country (P17), country of origin (P495) or headquarters location (P159) in France),
- returns rows for categories with count > 499,
- and returns one aggregated row labeled "OTHER"/"AUTRES" summing counts for categories with count <= 499.

I'll execute that query now.

[Tool]
Call to function execute returned an error:
failed to parse input: parse error at position 866 for token FILTER with content 'FILTER' (the input most likely does not follow the grammar)

[Assistant] I'll run a SPARQL query that (1) computes counts per level‑3 legal category by counting Wikidata items whose legal form (P1454) is that category and are associated with France (country P17 = France, OR country of origin P495 = France, OR have HQ location P159 located in France); (2) returns rows for categories with count > 499 (including category IRIs and French labels); and (3) returns a single summary row labeled "OTHER"/"AUTRES" summing counts of categories with count <= 499. I'll now execute the query.

[Tool]
Call to function execute returned an error:
failed to parse input: parse error at position 494 for token UNION with content 'UNION' (the input most likely does not follow the grammar)

[Assistant] I'll run a revised SPARQL that embeds two subqueries inside the WHERE and uses UNION correctly: one subquery returns level-3 categories with counts > 499; the other computes a single aggregated 'OTHER' row summing counts <= 499. Now I'll execute it.

[Tool]
Call to function execute returned an error:
failed to parse input: parse error at position 854 for token FILTER with content 'FILTER' (the input most likely does not follow the grammar)

[Assistant] Now I'll run a SPARQL query that returns level-3 legal categories (their IRIs and French labels) and counts of Wikidata items whose legal form (P1454) is that category and that are associated with France (country P17, country of origin P495, or headquarters P159 located in France). I'll filter to categories with count > 499.

[Tool]
Got 24 rows and 3 columns, showing the first 5 and last 5 rows below:
| category                                                                         | label_fr                                                                  | count            |
| -------------------------------------------------------------------------------- | ------------------------------------------------------------------------- | ---------------- |
| limited liability company (with no further details) (wd:Q98889979)               | société à responsabilité limitée (sans autre indication) (fr)             | 145518 (xsd:int) |
| wd:Q112176862                                                                    | société par actions simplifiée (fr)                                       | 132558 (xsd:int) |
| commune et commune nouvelle (wd:Q112226256)                                      | commune et commune nouvelle (fr)                                          | 36663 (xsd:int)  |
| municipal social welfare centre (wd:Q2944984)                                    | centre communal d'action sociale (fr)                                     | 17152 (xsd:int)  |
| Foreign company not registered with the RCS (wd:Q112176662)                      | société étrangère non immatriculée au RCS (fr)                            | 16573 (xsd:int)  |
| ...                                                                              | ...                                                                       | ...              |
| SA à directoire (s.a.i.) (wd:Q110567707)                                         | SA à directoire (s.a.i.) (fr)                                             | 778 (xsd:int)    |
| service déconcentré de l'état à compétence (inter) départementale (wd:Q87713520) | service déconcentré de l'état à compétence (inter) départementale (fr)    | 745 (xsd:int)    |
| wd:Q112176968                                                                    | commune associée et commune déléguée (fr)                                 | 639 (xsd:int)    |
| groupement d'intérêt économique (wd:Q3118017)                                    | groupement d'intérêt économique (fr)                                      | 571 (xsd:int)    |
| wd:Q112176670                                                                    | régie d'une collectivité locale à caractère industriel ou commercial (fr) | 516 (xsd:int)    |

[Assistant] The query returned 24 categories with counts greater than 499. Next I need to compute the sum of counts for all other categories (counts <= 499). I'll run a separate query to compute that sum.

[Tool]
Got 1 row and 1 column:
| other_total    |
| -------------- |
| 7601 (xsd:int) |

[Assistant]
I will now prepare the final SPARQL query to return:
- The category IRI (?category), French label (?label_fr), and count (?count) for categories with count>499.
- A final row with category label "AUTRES" and the summed count for all categories with count <=499 (the "OTHER" summary).

I'll include the exact query I executed for the >499 categories and the separate query for the OTHER total combined using UNION with a literal label for the OTHER row. Then execute the combined query to ensure results are returned as expected.

[Tool]
Got 25 rows and 3 columns, showing the first 5 and last 5 rows below:
| category                                                                         | label_fr                                                                  | count            |
| -------------------------------------------------------------------------------- | ------------------------------------------------------------------------- | ---------------- |
| limited liability company (with no further details) (wd:Q98889979)               | société à responsabilité limitée (sans autre indication) (fr)             | 145518 (xsd:int) |
| wd:Q112176862                                                                    | société par actions simplifiée (fr)                                       | 132558 (xsd:int) |
| commune et commune nouvelle (wd:Q112226256)                                      | commune et commune nouvelle (fr)                                          | 36663 (xsd:int)  |
| municipal social welfare centre (wd:Q2944984)                                    | centre communal d'action sociale (fr)                                     | 17152 (xsd:int)  |
| Foreign company not registered with the RCS (wd:Q112176662)                      | société étrangère non immatriculée au RCS (fr)                            | 16573 (xsd:int)  |
| ...                                                                              | ...                                                                       | ...              |
| SA à directoire (s.a.i.) (wd:Q110567707)                                         | SA à directoire (s.a.i.) (fr)                                             | 778 (xsd:int)    |
| service déconcentré de l'état à compétence (inter) départementale (wd:Q87713520) | service déconcentré de l'état à compétence (inter) départementale (fr)    | 745 (xsd:int)    |
| wd:Q112176968                                                                    | commune associée et commune déléguée (fr)                                 | 639 (xsd:int)    |
| groupement d'intérêt économique (wd:Q3118017)                                    | groupement d'intérêt économique (fr)                                      | 571 (xsd:int)    |
| wd:Q112176670                                                                    | régie d'une collectivité locale à caractère industriel ou commercial (fr) | 516 (xsd:int)    |

[Assistant] The combined query returned 24 category rows plus one AUTRES summary row, totaling 25 rows. I'll now finalize my answer, providing the SPARQL query I used and the results (category IRIs, French labels, counts) and the AUTRES summary line with its sum (7601). I'll use the answer function to submit the final SPARQL and the textual answer.

[Tool] Stopping