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registry: 32,368 companies (all listed companies first, sitelinks ≥ 3, employees ≥ 500, revenue bands; non-company classes excluded)

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
Simon-Pierre Boucher committed (Sep 13, 2026) parent 15b65a3 Browse files

5 changed files +15,227 −4,679

modified docs/SEEDS.md +102 −41
@@ -1,8 +1,9 @@
1 1 # Seeds — the initial company universe
2 2
3 −The seed registry is the diversified starting universe of Company Atlas (spec §99: 5,000+ companies across sectors and regions). It is
4 −plain data committed in `registry/` plus an idempotent loader; the crawl core takes over from `companies.onboarding_status = 'pending'`
5 −and the `queue_jobs(kind='discover')` rows the loader creates (boundary "Seeds → Crawl" in `docs/ARCHITECTURE.md`).
3 +The seed registry is the diversified starting universe of Company Atlas (spec §99: 5,000+ companies across sectors and regions; since
4 +2026-09-13 a reference atlas of **≥ 30,000 companies, every listed company first**). It is plain data committed in `registry/` plus an
5 +idempotent loader; the crawl core takes over from `companies.onboarding_status = 'pending'` and the `queue_jobs(kind='discover')` rows
6 +the loader creates (boundary "Seeds → Crawl" in `docs/ARCHITECTURE.md`).
6 7
7 8 ```
8 9 registry/industries.yaml taxonomy (51 industries, 23 top-level + children, keywords for label mapping)
@@ -21,32 +22,46 @@ src/companyatlas/commands/seed.py catlas seed | import-companies | compa
21 22
22 23 | Source | What we take | Politeness |
23 24 |---|---|---|
24 −| **Wikidata** (SPARQL, `query.wikidata.org`) | companies by class (P31), official website P856, country P17→P297, labels/aliases/descriptions, official name P1448, industry P452, inception P571, employees P1128 (+P585), HQ P159 (+P625, P131, P17), coordinates P625, ticker P249 / exchange P414, LEI P1278, CIK P5531, parent P749, logo P154, sitelink count | UA `CompanyAtlasBot/0.1 (contact@spboucher.ai)`, one query at a time, ≥ 2 s apart, 60 s server timeout, retries with exponential backoff, every result cached in `data/seed/wikidata/sparql/<sha256>.json` (git-ignored) |
25 +| **Wikidata** (SPARQL, `query.wikidata.org`) | companies by class (P31) × sitelink bands, every company listed on a stock exchange (P414, per exchange; P249), companies with ≥ 500 employees (P1128) or a revenue (P2139) per class; official website P856, country P17→P297, labels/aliases/descriptions, official name P1448, industry P452, inception P571, employees P1128 (+P585), HQ P159 (+P625, P131, P17), coordinates P625, ticker P249 / exchange P414, LEI P1278, CIK P5531, parent P749, logo P154, dissolution P576 / P582, sitelink count | UA `CompanyAtlasBot/0.1 (contact@spboucher.ai)`, one query at a time, ≥ 2 s apart, 60 s server timeout, retries with exponential backoff (429 honours `Retry-After`), every result cached in `data/seed/wikidata/sparql/<sha256>.json` (git-ignored) |
25 26 | **SEC EDGAR** (`company_tickers.json`, `data.sec.gov/submissions`) | CIK, tickers, exchanges, SIC + description, business address | required UA, ≤ 5 req/s, cached in `data/seed/edgar/` |
26 27 | **ISO 3166 / UN M49** (lukes/ISO-3166-Countries-with-Regional-Codes) + Wikidata P625 | country names, regions, centroids | one-off; the CSV is committed |
27 28
28 29 Facts are copied, never inferred: a company only enters the registry with an official website *stated on Wikidata*; nothing is guessed
29 30 from names. Provenance is kept per company (`source`, `harvested_at`, `sitelinks`, raw `industry_labels`, `notes`) and lands in
30 −`companies.source_meta`.
31 +`companies.source_meta`. Per-stage counters live in `data/seed/harvest-stats.json` and are rendered as the harvest report at the end of
32 +`registry/companies/README.md` (`seed_edgar.py` appends its own line).
31 33
32 34 ## Harvest procedure (`scripts/seed_wikidata.py`)
33 35
34 36 ```bash
35 −.venv/bin/python scripts/seed_wikidata.py all --target 8000 # ≈ 45–60 min the first time; every stage resumes from cache
36 −.venv/bin/python scripts/seed_wikidata.py candidates|select|details|assemble # single stage
37 −.venv/bin/python scripts/seed_edgar.py # optional enrichment, rewrites the NDJSON in place
37 +nohup .venv/bin/python scripts/seed_wikidata.py all --target 30000 > data/seed/harvest.log 2>&1 & # ≈ 1.5–2 h the first time,
38 + # minutes when the cache is warm; every stage resumes from cache
39 +.venv/bin/python scripts/seed_wikidata.py candidates|dissolved|select|details|assemble # single stage
40 +.venv/bin/python scripts/seed_edgar.py # enrichment, rewrites the NDJSON in place — always after assemble
38 41 .venv/bin/catlas registry-stats # counts without a database
39 42 ```
40 43
41 −1. **candidates** — `?item wdt:P31 wd:<class>` for 30 company classes (business, enterprise, public company, company, privately held
42 − company, corporation, bank, airline, automobile/aerospace manufacturer, software/technology company, video-game developer/publisher,
43 − publisher, record label, telecom, brewery, retail chain, railway, shipyard, …). The subclass tree of *business* (`P279*`) is far too
44 − broad to page, so classes are queried directly and the big ones are chunked by **sitelink bands** (≥ 80, 50–79, 35–49, 25–34, 18–24,
45 − 12–17, 8–11, 5–7); a band that times out is split in two automatically. Minimum 5 sitelinks.
46 − Then **country boosts** (sitelinks ≥ 2, country-first scan, only for minimum-coverage countries still short after the class stage;
47 − a timeout is tolerated and reported) and **industry boosts** (P452 label lists per top-level industry, sitelinks ≥ 2, 600 each).
48 − Output `data/seed/candidates.json`.
49 − **dissolved** — a separate `P576` lookup over every candidate (300 QIDs per query; a `NOT EXISTS` filter inside the big scans
44 +1. **candidates** — four band families, every row needing a truthy official website (P856):
45 + * **classes × sitelink bands** — `?item wdt:P31 wd:<class>` for 44 company classes (business, enterprise, public company, company,
46 + privately held company, corporation, joint-stock company, kabushiki / kōkai gaisha, holding company, financial institution, credit
47 + institution, insurance company, REIT, subsidiary, state-owned enterprise, multinational, bank, airline, automobile / commercial-vehicle /
48 + aerospace manufacturer, software / technology company, video-game developer / publisher, publishing house, book publisher, record
49 + label, film production company, telecom, brewery, retail / restaurant / hotel / gas-station chain, railway, transport company, law
50 + firm, printing / pharmaceutical company, concern, conglomerate, shipyard). The subclass tree of *business* (`P279*`) is far too
51 + broad to page, so classes are queried directly; the big ones are chunked by **sitelink bands** (≥ 80, 50–79, 35–49, 25–34, 18–24,
52 + 12–17, 8–11, 5–7, **3–4**), the others in two queries (≥ 5 and 3–4). A band that times out is split in two, then by the last QID
53 + digit. The class list is checked against the English Wikidata labels — the 2026-09-12 list had six wrong labels and three classes
54 + that were not companies (charitable organization, service on Internet, online service), now removed.
55 + * **listed companies** — one `SELECT ?ex (COUNT …) GROUP BY ?ex` lists the ~250 stock exchanges used as P414 values; then every
56 + exchange is scanned (`p:P414` statements with their P582 end-time qualifier, any P31 class), large exchanges alone, small ones grouped
57 + to ≈ 1,500 statements per query. An item whose listings have all ended counts as *not listed* (delisted) but stays a candidate through
58 + its other bands. Plus the few dozen items carrying P249 directly.
59 + * **large companies** — per class, `P1128 ≥ 500` employees and `P2139` revenue present, any sitelink count (class-restricted on
60 + purpose: 70 % of the items with a revenue on Wikidata are nonprofits, universities, hospitals or municipalities).
61 + * **boosts** — country-first scans (sitelinks ≥ 2, only for minimum-coverage countries still short after the bands above; a timeout is
62 + tolerated and reported) and industry boosts (P452 label lists per top-level industry, sitelinks ≥ 2, 600 each).
63 + Output `data/seed/candidates.json` (per item: sitelinks, websites, countries, classes, bands, `listed`, exchanges, employee hint).
64 + **dissolved** — a separate `P576 | P582` lookup over every candidate (300 QIDs per query; a `NOT EXISTS` filter inside the big scans
50 65 is what makes them time out); defunct companies are excluded at selection. Output `data/seed/dissolved.json`.
51 66 2. **select** — websites normalised to `https://<host>` (paths stripped); generic hosts dropped (social networks, blogs, app stores,
52 67 site builders, code forges, Wikipedia …; for platform roots such as `google.com`/`apple.com` only the bare/www host counts);
@@ -54,10 +69,28 @@ from names. Provenance is kept per company (`source`, `harvested_at`, `sitelinks
54 69 winner and in `data/seed/dropped.json`). Then the diversified selection below. Output `data/seed/selected.json` (+ a reserve of
55 70 boost candidates per top-level industry).
56 71 3. **details** — five light queries per batch of 100 QIDs (labels/description/aliases via the label service; inception/coordinates/
57 − LEI/CIK/logo; HQ + parent with end-time qualifiers; legal names + industry labels; tickers/exchanges + employee observations).
72 + LEI/CIK/logo; HQ + parent with end-time qualifiers; legal names + industry labels; tickers/exchanges + employee observations), then
73 + the full **P31 class list** of every item (300 QIDs per query) for the non-company exclusion below.
58 74 A `GROUP BY` with many `SAMPLE()` aggregates makes Blazegraph throw `StackOverflowError`, hence plain queries reduced in Python.
59 75 Output `data/seed/details.json` (incremental).
60 −4. **assemble** — industry mapping, importance, tiers, parent/domain conflicts, per-region NDJSON + README.
76 +4. **assemble** — **non-company exclusion**, industry mapping, importance, tiers, parent/domain conflicts, per-region NDJSON + README
77 + (tables + the harvest report rendered from `data/seed/harvest-stats.json`, which every stage updates).
78 +
79 +### Non-company exclusion (assemble)
80 +
81 +Wikidata's company classes also carry museums, universities, charities, football clubs or YouTube channels (an item may be `business`
82 +*and* `museum`). An item is dropped, and counted in the README harvest report, when:
83 +
84 +* one of its P31 classes is in `NON_COMPANY_CLASSES` (`scripts/seed_wikidata.py`): museums / libraries / archives, universities / schools /
85 + colleges, government agencies / ministries, NGOs / charities / foundations / nonprofits / associations / think tanks, religious
86 + organisations, political parties, labor unions, hospitals, sports clubs and teams, YouTube channels — **unless it has a current
87 + stock-exchange listing or a ticker** (listed clubs such as Manchester United or Juventus, listed hospital groups stay);
88 +* or its description matches `museum|university|school|ministry|agency|charity|foundation|association|club|church|channel` without a
89 + company word (`company, manufacturer, retailer, bank, chain, brand, … advertising/travel/news/… agency`) **and** it has no ticker, exchange,
90 + employee count or revenue.
91 +
92 +The dropped items are listed in `data/seed/dropped.json` with their reason (`non_company_class:<QID>` / `non_company_description`).
93 +Because the rule runs after selection, select slightly above the goal (`--target 31500` for 30,000) and check the assembled count.
61 94
62 95 Gotchas learnt on the endpoint: a query that runs past 60 s may come back as **HTTP 200 with a truncated JSON body followed by a Java
63 96 stack trace** (the gateway even caches it) — the client treats an unparsable body as a timeout; some literals contain raw control
@@ -66,12 +99,16 @@ thousands of bindings is what pushes a scan over the limit (fetch as OPTIONAL an
66 99
67 100 ## Selection and diversification rules
68 101
69 −Candidates are ordered by sitelinks (desc) and selected until `--target` (8,000) with:
102 +Candidates are ordered by sitelinks (desc) and selected until `--target` (30,000) in passes — country minimums, then **every currently
103 +listed company**, then the rest by sitelinks ≥ 3, then (only if the target is still short) sitelinks ≥ 2 — with:
70 104
71 −* **Caps** — United States ≤ 40 % of the target, any other country ≤ 12 %, unknown country ≤ 3 %; narrow Wikidata classes that are
105 +* **Eligibility** — listed companies and large companies (employees / revenue bands) qualify at any sitelink count (many small caps on
106 + the Indonesian, Thai, Malaysian or Japanese exchanges have no Wikipedia article at all); class-band and boost candidates need ≥ 3
107 + (≥ 2 in the fallback pass).
108 +* **Caps** — United States ≤ 35 % of the target, any other country ≤ 12 %, unknown country ≤ 3 %; narrow Wikidata classes that are
72 109 over-represented among high-sitelink items are capped too (airlines 5 %, video-game developers 4 %, record labels / publishers /
73 110 film production / railway companies 3 %, shipyards / breweries / book and game publishers 2 %).
74 −* **Minimum coverage** (taken first, best-ranked companies of that country, sitelinks ≥ 2): ≥ 150 for CA, GB, DE, FR, JP, KR, IN, AU;
111 +* **Minimum coverage** (taken first, best-ranked companies of that country): ≥ 150 for CA, GB, DE, FR, JP, KR, IN, AU;
75 112 ≥ 60 for BR, MX, AE, SA, ZA, NG, SG, ID, NL, SE, CH, ES, IT, CN, TW, HK — when Wikidata has that many companies with a website.
76 113 * **Industry floor** — every top-level industry gets ≥ 60 companies where the data allows, topped up from the industry-boost reserve.
77 114 * **One company per registrable domain**; a subsidiary that shares its parent's domain is dropped (the parent keeps it).
@@ -85,10 +122,13 @@ caps (with a small tolerance for the industry top-up), the minimums for the larg
85 122 s_sitelinks = min(1, ln(1 + sitelinks) / ln(1 + 300)) # 300 sitelinks ≈ the most-linked companies
86 123 s_employees = min(1, log10(1 + employees) / 6) # 1,000,000 employees → 1
87 124 importance = 0.6·s_sitelinks + 0.2·s_employees + 0.1·public_company + 0.1·has_ticker (clamped to 0.02–1)
88 −tier = rank by importance: 1–150 → 1 (global) · 151–950 → 2 (major) · 951–3450 → 3 (notable) · rest → 4 (long tail)
125 +tier = quantile of the importance rank: top 1 % → 1 (global, ≈ 300 at 30 k) · next 6.67 % → 2 (major, ≈ 2,000) ·
126 + next 26.67 % → 3 (notable, ≈ 8,000) · rest → 4 (long tail) (TIER_SHARES in scripts/seed_wikidata.py)
89 127 ```
90 128
91 −Importance drives crawl priority only (spec §113); it is refreshed on every `catlas seed`, nothing else about an existing row is.
129 +`public_company` is true for the *public company* class, for any current stock-exchange listing (P414 without an end time) and for any
130 +ticker; a listing without a ticker qualifier keeps the exchange with `ticker = null`. Importance drives crawl priority only (spec §113);
131 +it is refreshed on every `catlas seed`, nothing else about an existing row is.
92 132
93 133 ## NDJSON schema (one object per line)
94 134
@@ -139,28 +179,49 @@ least `website`; run `pytest tests/test_registry_files.py` (validity, no duplica
139 179
140 180 `test_seed_loader.py` needs the local database (`catlas migrate`); it seeds a fixture twice under `ztest-` slugs and cleans up after itself.
141 181
142 −## Harvest of 2026-09-12 (current registry)
143 −
144 −* 24,448 candidates from 30 classes + boosts; 2,402 excluded as dissolved (P576); 8,086 companies assembled (target 8,000 + industry
145 − top-up); 2,637 public, 2,323 with a ticker, 1,121 with a SEC CIK after EDGAR (242 new matches, 321 rows enriched, 29 industries from SIC).
146 −* Country caps respected (US 22.4 %, next Japan 7.4 %); all 150-minimums met (CA 191, GB 536, DE 557, FR 175, JP 602, KR 156, IN 152,
147 − AU 154); 60-minimums met except BR 59, MX 59, ID 58 (one or two companies short after dissolution/domain de-duplication);
148 − every top-level industry ≥ 60. 257 companies (3.2 %) have no country on Wikidata; 384 (4.7 %) have no industry mapping.
149 −* Country-first boosts for AU and MX were cut by the endpoint's time limit (tolerated); KR/GB/DE/FR/JP/CA/IN never needed one.
150 −* `catlas seed` on the local DB: 8,075 new + 11 matched to companies the crawl agent had already created; 20,777 aliases, 2,582
151 − PARENT_OF/SUBSIDIARY_OF rows, 8,075 `discover` jobs; second run 0 new. About 18 s per run.
182 +## Harvest of 2026-09-13 (current registry, 30 k scale-up)
183 +
184 +* **51,286 candidates** with a website from 44 P31 classes × sitelink bands ≥ 3 (39,684 first seen there), 250 stock exchanges scanned in
185 + 13 P414 queries (13,541 currently listed items; 7,664 first seen there), employees ≥ 500 / revenue bands per class (1,723 + 1,748),
186 + industry boosts 354, country boosts 103. 854 live SPARQL queries + 418 cached, 5,306 s (≈ 1 h 30, including ~10 min of `429`
187 + back-off); the whole candidate stage is now cached, so a re-run costs only the new detail batches.
188 +* Exclusions: 3,580 dissolved (P576 / P582); 89 generic / invalid websites; 1,639 duplicate registrable domains (1,458 winners carry a
189 + `related_domain_conflict` note); **652 non-companies** removed at assemble (515 by P31 class — 170 nonprofit organisations, 40 government
190 + agencies, 30 universities, 27 museums, 20 learned societies, …; 137 by description).
191 +* Selection: target 33,000 (a margin for the non-company rule) in passes — country minimums 2,160, **11,964 listed companies**, 18,876 by
192 + sitelinks ≥ 3 (the ≥ 2 fallback was not needed) → **32,368 companies** assembled, 13,209 public (40.8 %), 12,781 with an exchange,
193 + 10,969 with a ticker, 4,364 with an employee count; 206 countries. Sitelink profile: 17,402 ≥ 5, 8,048 at 3–4, 1,323 at 2, 5,595 at
194 + 0–1 (listed / large companies without a Wikipedia article).
195 +* Caps respected (US 26.5 %, next Japan 10.4 %, Germany 7.1 %); every country minimum met (JP 3,382, DE 2,310, GB 1,548, CN 1,374,
196 + KR 846, CA 723, …); every top-level industry ≥ 60 without any top-up. 990 companies (3.1 %) have no country on Wikidata;
197 + 5,294 (16.4 %) have no industry mapping before EDGAR (see Known gaps).
198 +* Tiers (quantiles): 324 / 2,159 / 8,633 / 21,252.
199 +* Exchanges with the most companies: Tokyo 1,956, Nasdaq 1,569, NYSE 1,562, Bursa Malaysia 780, Indonesia 630, Hong Kong 620,
200 + Tel Aviv 532, London 477, Korea Exchange 368.
201 +* EDGAR: 920 companies newly matched to a CIK, 2,543 already had one → 3,463 with a SEC CIK (6,130 with an LEI); 1,319 rows enriched,
202 + 202 industries from SIC (5,092 = 15.7 % still without an industry mapping), 816 submissions read (~9 min). After EDGAR: 13,311 public
203 + (41.1 %), 12,892 with an exchange, 11,120 with a ticker.
204 +* `catlas seed` on the local DB: 24,871 new companies (`pending`, one `discover` job each) + 7,497 matched to rows of the 2026-09-12
205 + seed by `wikidata_id` / domain; 69,882 aliases, 32,368 primary domains, 4,644 PARENT_OF / SUBSIDIARY_OF rows; second run 0 new,
206 + 32,368 updated (importance / tier / provenance only). About 18 s per run. The 589 rows of the previous seed that are no longer in the
207 + registry (mislabelled classes, non-company rule) stay in the database untouched — the loader never deletes.
152 208
153 209 ## Known gaps
154 210
155 211 Structural limits:
156 212
157 −* Coverage follows Wikidata: companies without an official website there are absent; a few small markets end up one or two short of
158 − their 60 minimum; country-first boost queries for larger countries time out on the endpoint (they only matter below 5 sitelinks).
159 −* Industry slugs come from P452 labels and, failing that, the boost query / description keywords; ~5 % of companies have none
160 − (the LLM `classify_industry` job and the crawl fill them later). The class mix over-represents media/entertainment and transport
161 − even after the class caps (Wikidata has many well-linked airlines, labels, publishers and game studios).
162 −* EDGAR only fills what is missing; ~1,800 US companies but only ~1,100 CIKs because name matching is exact on the normalised name
163 − (no fuzzy guessing, spec §6 "do not merge on similar names").
213 +* Coverage follows Wikidata: companies without an official website there are absent; country-first boost queries for larger countries
214 + time out on the endpoint (they no longer matter: every minimum is met from the bands).
215 +* Industry slugs come from P452 labels and, failing that, the boost query / description / class keywords; **~16 % of companies have
216 + none** — almost all of them listed small caps (Tokyo, Bursa Malaysia, Korea Exchange, Tel Aviv, Shenzhen …) whose Wikidata item has no
217 + P452 and a bare "public company" description; the LLM `classify_industry` job and the crawl fill them later. Only ~360 carry a P452
218 + label the taxonomy does not know (`registry/industries.yaml` keywords were extended for the commonest ones on 2026-09-13).
219 +* ~5,600 companies have 0–1 sitelinks (no Wikipedia article): names may be the Wikidata label in the local script or, when the item has
220 + no English label at all, the registrable domain (e.g. `sinoair.com`); discovery and the crawl replace those with the site's own name.
221 +* The non-company exclusion is a class + description heuristic: a listed sports club or a company whose item carries a stray nonprofit
222 + class is kept when it has a listing / ticker; unlisted cooperatives typed only as `nonprofit organization` are dropped.
223 +* EDGAR only fills what is missing; name matching is exact on the normalised name (no fuzzy guessing, spec §6 "do not merge on similar
224 + names"), so a large share of the ~8,500 US companies keep no CIK.
164 225 * `assemble` regenerates the NDJSON from the Wikidata cache and therefore drops EDGAR fields — always run `seed_edgar.py` after it.
165 226 * `hq_region` is the P131 parent of the HQ item and is sometimes the country itself.
166 227 * Websites are forced to `https://`; discovery handles redirects and http-only fallbacks.
modified registry/companies/README.md +342 −255
@@ -1,291 +1,378 @@
1 1 # Seed registry — Wikidata harvest
2 2
3 −Generated by `scripts/seed_wikidata.py` on 2026-09-12T09:34:00+00:00. **8086 companies**, 2600 public, 413 without an industry mapping, 157 countries.
3 +Generated by `scripts/seed_wikidata.py` on 2026-09-13T07:17:29+00:00. **32368 companies**, 13209 public (40.8 %), 12781 with a stock exchange, 10969 with a ticker, 4364 with an employee count, 5294 without an industry mapping (16.4 %), 206 countries.
4 4
5 −Files: one NDJSON per UN region (`wikidata-<region>.ndjson`), one JSON object per line — see `docs/SEEDS.md` for the schema, the diversification rules and how to add companies.
5 +Files: one NDJSON per UN region (`wikidata-<region>.ndjson`), one JSON object per line — see `docs/SEEDS.md` for the schema, the diversification rules and how to add companies. `scripts/seed_edgar.py` rewrites the files in place with SEC data; run it after every `assemble`.
6 6
7 7 ## Tiers
8 8
9 9 | Tier | Companies |
10 10 |---|---|
11 −| 1 (global) | 150 |
12 −| 2 (major) | 800 |
13 −| 3 (notable) | 2500 |
14 −| 4 (long tail) | 4636 |
11 +| 1 (global) | 324 |
12 +| 2 (major) | 2159 |
13 +| 3 (notable) | 8633 |
14 +| 4 (long tail) | 21252 |
15 15
16 16 ## Regions
17 17
18 18 | Region | Companies |
19 19 |---|---|
20 −| Europe | 3276 |
21 −| Americas | 2193 |
22 −| Asia | 1998 |
23 −| other | 257 |
24 −| Africa | 192 |
25 −| Oceania | 170 |
20 +| Europe | 11795 |
21 +| Asia | 10334 |
22 +| Americas | 8032 |
23 +| other | 990 |
24 +| Africa | 641 |
25 +| Oceania | 576 |
26 26
27 27 ## Countries
28 28
29 29 | Code | Country | Companies | Share |
30 30 |---|---|---|---|
31 −| US | United States | 1809 | 22.4 % |
32 −| JP | Japan | 602 | 7.4 % |
33 −| DE | Germany | 557 | 6.9 % |
34 −| GB | United Kingdom | 536 | 6.6 % |
35 −| CN | China | 308 | 3.8 % |
36 −| ?? | unknown | 257 | 3.2 % |
37 −| IT | Italy | 238 | 2.9 % |
38 −| CH | Switzerland | 206 | 2.5 % |
39 −| RU | Russia | 206 | 2.5 % |
40 −| CA | Canada | 191 | 2.4 % |
41 −| FR | France | 175 | 2.2 % |
42 −| SE | Sweden | 160 | 2.0 % |
43 −| KR | South Korea | 156 | 1.9 % |
44 −| AU | Australia | 154 | 1.9 % |
45 −| IN | India | 152 | 1.9 % |
46 −| ES | Spain | 132 | 1.6 % |
47 −| NL | Netherlands | 117 | 1.4 % |
48 −| TW | Taiwan | 96 | 1.2 % |
49 −| FI | Finland | 89 | 1.1 % |
50 −| AT | Austria | 86 | 1.1 % |
51 −| CZ | Czechia | 86 | 1.1 % |
52 −| DK | Denmark | 80 | 1.0 % |
53 −| IL | Israel | 75 | 0.9 % |
54 −| PL | Poland | 68 | 0.8 % |
55 −| NO | Norway | 61 | 0.8 % |
56 −| SG | Singapore | 61 | 0.8 % |
57 −| ZA | South Africa | 61 | 0.8 % |
58 −| AE | United Arab Emirates | 61 | 0.8 % |
59 −| SA | Saudi Arabia | 60 | 0.7 % |
60 −| HK | Hong Kong | 60 | 0.7 % |
61 −| NG | Nigeria | 60 | 0.7 % |
62 −| MX | Mexico | 59 | 0.7 % |
63 −| BR | Brazil | 59 | 0.7 % |
64 −| ID | Indonesia | 58 | 0.7 % |
65 −| TR | Türkiye | 57 | 0.7 % |
66 −| BE | Belgium | 55 | 0.7 % |
67 −| UA | Ukraine | 50 | 0.6 % |
68 −| MY | Malaysia | 36 | 0.4 % |
69 −| IE | Ireland | 35 | 0.4 % |
70 −| PT | Portugal | 32 | 0.4 % |
71 −| TH | Thailand | 30 | 0.4 % |
72 −| HR | Croatia | 30 | 0.4 % |
73 −| GR | Greece | 26 | 0.3 % |
74 −| HU | Hungary | 23 | 0.3 % |
75 −| BY | Belarus | 22 | 0.3 % |
76 −| IR | Iran | 21 | 0.3 % |
77 −| RS | Serbia | 19 | 0.2 % |
78 −| RO | Romania | 19 | 0.2 % |
79 −| EE | Estonia | 19 | 0.2 % |
80 −| VN | Vietnam | 19 | 0.2 % |
81 −| SI | Slovenia | 18 | 0.2 % |
82 −| LU | Luxembourg | 17 | 0.2 % |
83 −| PH | Philippines | 17 | 0.2 % |
84 −| LV | Latvia | 17 | 0.2 % |
85 −| LT | Lithuania | 16 | 0.2 % |
86 −| KZ | Kazakhstan | 15 | 0.2 % |
87 −| AR | Argentina | 14 | 0.2 % |
88 −| SK | Slovakia | 14 | 0.2 % |
89 −| AZ | Azerbaijan | 12 | 0.1 % |
90 −| NZ | New Zealand | 11 | 0.1 % |
91 −| EG | Egypt | 11 | 0.1 % |
92 −| IS | Iceland | 11 | 0.1 % |
93 −| CL | Chile | 10 | 0.1 % |
94 −| CO | Colombia | 9 | 0.1 % |
95 −| CY | Cyprus | 9 | 0.1 % |
96 −| BG | Bulgaria | 9 | 0.1 % |
97 −| BM | Bermuda | 8 | 0.1 % |
98 −| QA | Qatar | 8 | 0.1 % |
99 −| GE | Georgia | 8 | 0.1 % |
100 −| MA | Morocco | 8 | 0.1 % |
101 −| MD | Moldova | 7 | 0.1 % |
102 −| KW | Kuwait | 7 | 0.1 % |
103 −| AF | Afghanistan | 7 | 0.1 % |
104 −| BA | Bosnia and Herzegovina | 7 | 0.1 % |
105 −| FO | Faroe Islands | 6 | 0.1 % |
106 −| GL | Greenland | 6 | 0.1 % |
107 −| DZ | Algeria | 6 | 0.1 % |
108 −| PK | Pakistan | 6 | 0.1 % |
109 −| LI | Liechtenstein | 5 | 0.1 % |
110 −| UZ | Uzbekistan | 5 | 0.1 % |
111 −| LK | Sri Lanka | 5 | 0.1 % |
112 −| MT | Malta | 5 | 0.1 % |
113 −| AL | Albania | 5 | 0.1 % |
114 −| TN | Tunisia | 5 | 0.1 % |
115 −| VE | Venezuela | 5 | 0.1 % |
116 −| AM | Armenia | 4 | 0.0 % |
117 −| BD | Bangladesh | 4 | 0.0 % |
118 −| JO | Jordan | 4 | 0.0 % |
119 −| OM | Oman | 4 | 0.0 % |
120 −| IQ | Iraq | 4 | 0.0 % |
121 −| NP | Nepal | 4 | 0.0 % |
122 −| CU | Cuba | 4 | 0.0 % |
31 +| US | United States | 6285 | 19.4 % |
32 +| JP | Japan | 3382 | 10.4 % |
33 +| DE | Germany | 2310 | 7.1 % |
34 +| GB | United Kingdom | 1548 | 4.8 % |
35 +| CN | China | 1374 | 4.2 % |
36 +| ?? | unknown | 990 | 3.1 % |
37 +| MY | Malaysia | 869 | 2.7 % |
38 +| KR | South Korea | 846 | 2.6 % |
39 +| IT | Italy | 844 | 2.6 % |
40 +| RU | Russia | 751 | 2.3 % |
41 +| ID | Indonesia | 731 | 2.3 % |
42 +| CA | Canada | 723 | 2.2 % |
43 +| IL | Israel | 696 | 2.2 % |
44 +| ES | Spain | 551 | 1.7 % |
45 +| CH | Switzerland | 545 | 1.7 % |
46 +| FR | France | 533 | 1.6 % |
47 +| SE | Sweden | 495 | 1.5 % |
48 +| AU | Australia | 473 | 1.5 % |
49 +| NL | Netherlands | 441 | 1.4 % |
50 +| IN | India | 436 | 1.3 % |
51 +| PL | Poland | 423 | 1.3 % |
52 +| NO | Norway | 391 | 1.2 % |
53 +| BR | Brazil | 388 | 1.2 % |
54 +| TW | Taiwan | 326 | 1.0 % |
55 +| FI | Finland | 300 | 0.9 % |
56 +| AT | Austria | 284 | 0.9 % |
57 +| DK | Denmark | 283 | 0.9 % |
58 +| BE | Belgium | 280 | 0.9 % |
59 +| UA | Ukraine | 252 | 0.8 % |
60 +| CZ | Czechia | 208 | 0.6 % |
61 +| TR | Türkiye | 185 | 0.6 % |
62 +| SA | Saudi Arabia | 181 | 0.6 % |
63 +| TH | Thailand | 130 | 0.4 % |
64 +| NP | Nepal | 127 | 0.4 % |
65 +| MX | Mexico | 126 | 0.4 % |
66 +| IR | Iran | 113 | 0.3 % |
67 +| RO | Romania | 111 | 0.3 % |
68 +| BY | Belarus | 111 | 0.3 % |
69 +| AR | Argentina | 111 | 0.3 % |
70 +| ZA | South Africa | 108 | 0.3 % |
71 +| PT | Portugal | 104 | 0.3 % |
72 +| IE | Ireland | 94 | 0.3 % |
73 +| CL | Chile | 92 | 0.3 % |
74 +| GR | Greece | 89 | 0.3 % |
75 +| PH | Philippines | 84 | 0.3 % |
76 +| NZ | New Zealand | 81 | 0.3 % |
77 +| SG | Singapore | 78 | 0.2 % |
78 +| EE | Estonia | 78 | 0.2 % |
79 +| AE | United Arab Emirates | 77 | 0.2 % |
80 +| HK | Hong Kong | 77 | 0.2 % |
81 +| HR | Croatia | 72 | 0.2 % |
82 +| HU | Hungary | 72 | 0.2 % |
83 +| LT | Lithuania | 69 | 0.2 % |
84 +| NG | Nigeria | 67 | 0.2 % |
85 +| LV | Latvia | 65 | 0.2 % |
86 +| PK | Pakistan | 62 | 0.2 % |
87 +| EG | Egypt | 61 | 0.2 % |
88 +| LU | Luxembourg | 59 | 0.2 % |
89 +| RS | Serbia | 59 | 0.2 % |
90 +| SK | Slovakia | 57 | 0.2 % |
91 +| CO | Colombia | 53 | 0.2 % |
92 +| SI | Slovenia | 48 | 0.1 % |
93 +| VN | Vietnam | 47 | 0.1 % |
94 +| KZ | Kazakhstan | 45 | 0.1 % |
95 +| BG | Bulgaria | 45 | 0.1 % |
96 +| MA | Morocco | 45 | 0.1 % |
97 +| VE | Venezuela | 45 | 0.1 % |
98 +| AZ | Azerbaijan | 44 | 0.1 % |
99 +| LK | Sri Lanka | 43 | 0.1 % |
100 +| IS | Iceland | 38 | 0.1 % |
101 +| TN | Tunisia | 36 | 0.1 % |
102 +| BD | Bangladesh | 35 | 0.1 % |
103 +| UZ | Uzbekistan | 34 | 0.1 % |
104 +| AM | Armenia | 33 | 0.1 % |
105 +| PE | Peru | 31 | 0.1 % |
106 +| DZ | Algeria | 29 | 0.1 % |
107 +| MD | Moldova | 27 | 0.1 % |
108 +| MT | Malta | 26 | 0.1 % |
109 +| KE | Kenya | 25 | 0.1 % |
110 +| BM | Bermuda | 24 | 0.1 % |
111 +| AL | Albania | 23 | 0.1 % |
112 +| CY | Cyprus | 22 | 0.1 % |
113 +| QA | Qatar | 22 | 0.1 % |
114 +| GE | Georgia | 20 | 0.1 % |
115 +| JO | Jordan | 20 | 0.1 % |
116 +| GH | Ghana | 20 | 0.1 % |
117 +| BA | Bosnia and Herzegovina | 20 | 0.1 % |
118 +| SY | Syria | 19 | 0.1 % |
119 +| KW | Kuwait | 19 | 0.1 % |
120 +| LY | Libya | 17 | 0.1 % |
121 +| BO | Bolivia | 16 | 0.0 % |
122 +| BH | Bahrain | 16 | 0.0 % |
123 +| CD | DR Congo | 16 | 0.0 % |
124 +| UG | Uganda | 16 | 0.0 % |
125 +| AO | Angola | 15 | 0.0 % |
126 +| UY | Uruguay | 15 | 0.0 % |
127 +| MN | Mongolia | 15 | 0.0 % |
128 +| ME | Montenegro | 14 | 0.0 % |
129 +| TZ | Tanzania | 14 | 0.0 % |
130 +| DO | Dominican Republic | 14 | 0.0 % |
131 +| IQ | Iraq | 13 | 0.0 % |
132 +| SD | Sudan | 13 | 0.0 % |
133 +| CM | Cameroon | 13 | 0.0 % |
134 +| KY | Cayman Islands | 12 | 0.0 % |
135 +| LB | Lebanon | 12 | 0.0 % |
136 +| NA | Namibia | 12 | 0.0 % |
137 +| KH | Cambodia | 12 | 0.0 % |
138 +| FO | Faroe Islands | 11 | 0.0 % |
139 +| GL | Greenland | 11 | 0.0 % |
140 +| MM | Myanmar | 11 | 0.0 % |
141 +| OM | Oman | 10 | 0.0 % |
142 +| AF | Afghanistan | 10 | 0.0 % |
143 +| JE | Jersey | 8 | 0.0 % |
144 +| LI | Liechtenstein | 8 | 0.0 % |
145 +| MK | North Macedonia | 8 | 0.0 % |
146 +| CV | Cabo Verde | 8 | 0.0 % |
147 +| PS | Palestine | 8 | 0.0 % |
148 +| GA | Gabon | 8 | 0.0 % |
149 +| TM | Turkmenistan | 7 | 0.0 % |
150 +| XK | Kosovo | 7 | 0.0 % |
151 +| RW | Rwanda | 7 | 0.0 % |
152 +| TJ | Tajikistan | 7 | 0.0 % |
153 +| BW | Botswana | 7 | 0.0 % |
154 +| NE | Niger | 7 | 0.0 % |
155 +| CR | Costa Rica | 7 | 0.0 % |
156 +| KP | North Korea | 6 | 0.0 % |
157 +| ET | Ethiopia | 6 | 0.0 % |
158 +| JM | Jamaica | 6 | 0.0 % |
159 +| CU | Cuba | 6 | 0.0 % |
160 +| MZ | Mozambique | 6 | 0.0 % |
161 +| GG | Guernsey | 6 | 0.0 % |
162 +| SR | Suriname | 6 | 0.0 % |
163 +| SO | Somalia | 6 | 0.0 % |
164 +| MV | Maldives | 6 | 0.0 % |
165 +| HT | Haiti | 6 | 0.0 % |
166 +| MC | Monaco | 6 | 0.0 % |
167 +| EC | Ecuador | 6 | 0.0 % |
168 +| SM | San Marino | 6 | 0.0 % |
169 +| CW | Curaçao | 5 | 0.0 % |
170 +| ZW | Zimbabwe | 5 | 0.0 % |
171 +| TT | Trinidad and Tobago | 5 | 0.0 % |
172 +| BS | Bahamas | 5 | 0.0 % |
173 +| ZM | Zambia | 5 | 0.0 % |
174 +| GQ | Equatorial Guinea | 5 | 0.0 % |
175 +| ML | Mali | 5 | 0.0 % |
176 +| HN | Honduras | 5 | 0.0 % |
177 +| IM | Isle of Man | 4 | 0.0 % |
178 +| PA | Panama | 4 | 0.0 % |
179 +| SC | Seychelles | 4 | 0.0 % |
180 +| VA | Vatican City | 4 | 0.0 % |
181 +| MU | Mauritius | 4 | 0.0 % |
182 +| BN | Brunei | 4 | 0.0 % |
183 +| FJ | Fiji | 4 | 0.0 % |
184 +| MG | Madagascar | 4 | 0.0 % |
185 +| LA | Laos | 4 | 0.0 % |
186 +| BT | Bhutan | 4 | 0.0 % |
187 +| AD | Andorra | 4 | 0.0 % |
188 +| CI | Côte d'Ivoire | 4 | 0.0 % |
189 +| MR | Mauritania | 4 | 0.0 % |
190 +| CG | Republic of the Congo | 4 | 0.0 % |
191 +| KG | Kyrgyzstan | 4 | 0.0 % |
192 +| SN | Senegal | 4 | 0.0 % |
193 +| GT | Guatemala | 4 | 0.0 % |
194 +| TL | Timor-Leste | 4 | 0.0 % |
195 +| BJ | Benin | 4 | 0.0 % |
123 196 | GI | Gibraltar | 3 | 0.0 % |
124 −| SY | Syria | 3 | 0.0 % |
125 −| KY | Cayman Islands | 3 | 0.0 % |
126 −| JM | Jamaica | 3 | 0.0 % |
127 −| KE | Kenya | 3 | 0.0 % |
128 −| CD | DR Congo | 3 | 0.0 % |
129 −| LY | Libya | 3 | 0.0 % |
130 −| TZ | Tanzania | 3 | 0.0 % |
131 −| MN | Mongolia | 3 | 0.0 % |
132 −| SC | Seychelles | 2 | 0.0 % |
133 −| AO | Angola | 2 | 0.0 % |
134 −| MK | North Macedonia | 2 | 0.0 % |
135 −| KP | North Korea | 2 | 0.0 % |
136 −| ET | Ethiopia | 2 | 0.0 % |
137 −| BH | Bahrain | 2 | 0.0 % |
138 −| TM | Turkmenistan | 2 | 0.0 % |
139 −| VA | Vatican City | 2 | 0.0 % |
140 −| BT | Bhutan | 2 | 0.0 % |
141 −| ZW | Zimbabwe | 2 | 0.0 % |
142 −| NA | Namibia | 2 | 0.0 % |
143 −| TJ | Tajikistan | 2 | 0.0 % |
144 −| MZ | Mozambique | 2 | 0.0 % |
145 −| BW | Botswana | 2 | 0.0 % |
146 −| CV | Cabo Verde | 2 | 0.0 % |
147 −| BS | Bahamas | 2 | 0.0 % |
148 −| EC | Ecuador | 2 | 0.0 % |
149 −| JE | Jersey | 1 | 0.0 % |
150 −| IM | Isle of Man | 1 | 0.0 % |
151 −| PA | Panama | 1 | 0.0 % |
197 +| TG | Togo | 3 | 0.0 % |
198 +| PG | Papua New Guinea | 3 | 0.0 % |
199 +| YE | Yemen | 3 | 0.0 % |
200 +| DJ | Djibouti | 3 | 0.0 % |
201 +| MH | Marshall Islands | 3 | 0.0 % |
202 +| WS | Samoa | 3 | 0.0 % |
203 +| BZ | Belize | 3 | 0.0 % |
204 +| MW | Malawi | 3 | 0.0 % |
205 +| AW | Aruba | 3 | 0.0 % |
206 +| ER | Eritrea | 2 | 0.0 % |
207 +| KI | Kiribati | 2 | 0.0 % |
208 +| ST | Sao Tome and Principe | 2 | 0.0 % |
209 +| KM | Comoros | 2 | 0.0 % |
210 +| TO | Tonga | 2 | 0.0 % |
211 +| NI | Nicaragua | 2 | 0.0 % |
212 +| SZ | Eswatini | 2 | 0.0 % |
213 +| BI | Burundi | 2 | 0.0 % |
214 +| VC | Saint Vincent and the Grenadines | 2 | 0.0 % |
215 +| PR | Puerto Rico | 2 | 0.0 % |
216 +| PY | Paraguay | 2 | 0.0 % |
217 +| GM | Gambia | 2 | 0.0 % |
152 218 | AG | Antigua and Barbuda | 1 | 0.0 % |
153 −| CW | Curaçao | 1 | 0.0 % |
154 −| TG | Togo | 1 | 0.0 % |
155 219 | NR | Nauru | 1 | 0.0 % |
156 −| MU | Mauritius | 1 | 0.0 % |
157 −| LB | Lebanon | 1 | 0.0 % |
158 −| BN | Brunei | 1 | 0.0 % |
159 −| FJ | Fiji | 1 | 0.0 % |
160 −| ME | Montenegro | 1 | 0.0 % |
161 −| MG | Madagascar | 1 | 0.0 % |
162 −| LA | Laos | 1 | 0.0 % |
163 −| PG | Papua New Guinea | 1 | 0.0 % |
164 −| XK | Kosovo | 1 | 0.0 % |
165 −| RW | Rwanda | 1 | 0.0 % |
166 −| YE | Yemen | 1 | 0.0 % |
167 −| SD | Sudan | 1 | 0.0 % |
168 −| KH | Cambodia | 1 | 0.0 % |
169 220 | BF | Burkina Faso | 1 | 0.0 % |
170 −| DJ | Djibouti | 1 | 0.0 % |
171 −| CM | Cameroon | 1 | 0.0 % |
221 +| MO | Macao | 1 | 0.0 % |
172 222 | VU | Vanuatu | 1 | 0.0 % |
173 −| TT | Trinidad and Tobago | 1 | 0.0 % |
174 223 | CK | Cook Islands | 1 | 0.0 % |
175 −| SR | Suriname | 1 | 0.0 % |
176 −| SO | Somalia | 1 | 0.0 % |
177 −| ER | Eritrea | 1 | 0.0 % |
178 −| HT | Haiti | 1 | 0.0 % |
179 −| PE | Peru | 1 | 0.0 % |
180 −| PS | Palestine | 1 | 0.0 % |
181 −| SM | San Marino | 1 | 0.0 % |
182 −| KG | Kyrgyzstan | 1 | 0.0 % |
183 −| UG | Uganda | 1 | 0.0 % |
184 −| BO | Bolivia | 1 | 0.0 % |
185 −| MW | Malawi | 1 | 0.0 % |
186 −| GH | Ghana | 1 | 0.0 % |
187 −| GT | Guatemala | 1 | 0.0 % |
224 +| SB | Solomon Islands | 1 | 0.0 % |
225 +| SX | Sint Maarten | 1 | 0.0 % |
226 +| TC | Turks and Caicos Islands | 1 | 0.0 % |
227 +| PW | Palau | 1 | 0.0 % |
228 +| CF | Central African Republic | 1 | 0.0 % |
229 +| GY | Guyana | 1 | 0.0 % |
230 +| FK | Falkland Islands | 1 | 0.0 % |
231 +| BB | Barbados | 1 | 0.0 % |
232 +| SL | Sierra Leone | 1 | 0.0 % |
233 +| SH | Saint Helena | 1 | 0.0 % |
234 +| GN | Guinea | 1 | 0.0 % |
235 +| GW | Guinea-Bissau | 1 | 0.0 % |
236 +| SV | El Salvador | 1 | 0.0 % |
237 +
238 +## Stock exchanges (primary listing kept per company)
239 +
240 +| Exchange | Companies |
241 +|---|---|
242 +| Tokyo Stock Exchange | 1956 |
243 +| Nasdaq | 1569 |
244 +| New York Stock Exchange | 1562 |
245 +| Bursa Malaysia | 780 |
246 +| Indonesia Stock Exchange | 630 |
247 +| Hong Kong Stock Exchange | 620 |
248 +| Tel Aviv Stock Exchange | 532 |
249 +| London Stock Exchange | 477 |
250 +| Korea Exchange (Stock Market) | 368 |
251 +| Australian Securities Exchange | 294 |
252 +| Toronto Stock Exchange | 288 |
253 +| Shenzhen Stock Exchange | 276 |
254 +| Shanghai Stock Exchange | 275 |
255 +| Warsaw Stock Exchange | 234 |
256 +| OTC Markets Group | 222 |
257 +| São Paulo Stock Exchange | 220 |
258 +| National Stock Exchange of India | 162 |
259 +| Saudi Stock Exchange | 152 |
260 +| Korean Stock Exchange | 141 |
261 +| Oslo Stock Exchange | 126 |
262 +| Moscow Exchange | 117 |
263 +| Taiwan Stock Exchange | 115 |
264 +| Nepal Stock Exchange | 105 |
265 +| Frankfurt Stock Exchange | 103 |
266 +| Euronext Paris | 98 |
267 +| Nasdaq Copenhagen A/S | 84 |
268 +| Stock Exchange of Thailand | 80 |
269 +| Nasdaq Helsinki Ltd | 72 |
270 +| Nasdaq Stockholm AB | 61 |
271 +| Italian Stock Exchange | 49 |
272 +| Tehran Stock Exchange | 48 |
273 +| KOSDAQ | 47 |
274 +| Madrid Stock Exchange | 40 |
275 +| BME Scaleup | 40 |
276 +| Swiss Stock Exchange | 36 |
277 +| Santiago Stock Exchange | 32 |
278 +| Colombo Stock Exchange | 28 |
279 +| Tokyo Stock Exchange-Tokyo Pro Market | 28 |
280 +| Euronext Brussels | 27 |
281 +| Zagreb Stock Exchange | 26 |
188 282
189 283 ## Top-level industries (a company counts once per top-level sector)
190 284
191 285 | Industry | Companies |
192 286 |---|---|
193 −| Media | 1549 |
194 −| Technology | 857 |
195 −| Transportation | 838 |
196 −| Consumer Goods | 824 |
197 −| Manufacturing | 738 |
198 −| Financial Services | 705 |
199 −| Automotive | 479 |
200 −| Retail | 380 |
201 −| Aerospace & Defense | 332 |
202 −| Energy | 319 |
203 −| Telecommunications | 255 |
204 −| Mining & Metals | 177 |
205 −| Healthcare | 177 |
206 −| Education | 174 |
207 −| Construction | 147 |
208 −| Chemicals | 118 |
209 −| Professional Services | 114 |
210 −| Hospitality | 75 |
211 −| Travel & Tourism | 60 |
212 −| Agriculture | 60 |
213 −| Materials | 60 |
214 −| Real Estate | 60 |
215 −| Utilities | 60 |
287 +| Media | 4707 |
288 +| Consumer Goods | 3164 |
289 +| Financial Services | 3081 |
290 +| Transportation | 2957 |
291 +| Technology | 2409 |
292 +| Manufacturing | 2114 |
293 +| Retail | 1539 |
294 +| Energy | 1321 |
295 +| Automotive | 1111 |
296 +| Healthcare | 987 |
297 +| Aerospace & Defense | 826 |
298 +| Telecommunications | 792 |
299 +| Mining & Metals | 765 |
300 +| Construction | 664 |
301 +| Professional Services | 533 |
302 +| Real Estate | 432 |
303 +| Chemicals | 413 |
304 +| Hospitality | 308 |
305 +| Materials | 263 |
306 +| Agriculture | 262 |
307 +| Utilities | 251 |
308 +| Travel & Tourism | 210 |
309 +| Education | 173 |
216 310
217 311 ## All industries
218 312
219 313 | Slug | Companies |
220 314 |---|---|
221 −| media | 613 |
222 −| manufacturing | 612 |
223 −| entertainment | 592 |
224 −| financial-services | 497 |
225 −| automotive | 479 |
226 −| technology | 439 |
227 −| food-beverage | 415 |
228 −| gaming | 412 |
229 −| airlines | 386 |
230 −| retail | 380 |
231 −| transportation | 305 |
232 −| telecommunications | 255 |
233 −| consumer-goods | 248 |
234 −| aerospace-defense | 223 |
235 −| banking | 195 |
236 −| apparel | 189 |
237 −| software | 178 |
238 −| mining | 177 |
239 −| education | 174 |
240 −| oil-gas | 173 |
241 −| internet | 158 |
242 −| defense | 147 |
243 −| construction | 147 |
244 −| energy | 131 |
245 −| industrial-machinery | 130 |
246 −| logistics | 123 |
247 −| chemicals | 118 |
248 −| insurance | 105 |
249 −| pharmaceuticals | 104 |
250 −| professional-services | 86 |
251 −| asset-management | 79 |
252 −| hospitality | 75 |
253 −| semiconductors | 64 |
254 −| travel | 60 |
255 −| agriculture | 60 |
256 −| materials | 60 |
257 −| real-estate | 60 |
258 −| utilities | 60 |
259 −| shipping | 52 |
260 −| healthcare | 49 |
261 −| e-commerce | 41 |
262 −| consulting | 33 |
263 −| cloud-infrastructure | 32 |
264 −| biotechnology | 31 |
265 −| artificial-intelligence | 29 |
266 −| renewables | 26 |
267 −| cybersecurity | 24 |
268 −| medical-devices | 17 |
269 −| robotics | 14 |
270 −| fintech | 14 |
271 −| payments | 11 |
272 −
315 +| food-beverage | 1971 |
316 +| media | 1943 |
317 +| entertainment | 1885 |
318 +| manufacturing | 1722 |
319 +| financial-services | 1672 |
320 +| retail | 1539 |
321 +| transportation | 1255 |
322 +| airlines | 1232 |
323 +| technology | 1198 |
324 +| automotive | 1111 |
325 +| gaming | 1017 |
326 +| banking | 826 |
327 +| telecommunications | 792 |
328 +| mining | 765 |
329 +| consumer-goods | 758 |
330 +| construction | 664 |
331 +| energy | 647 |
332 +| oil-gas | 610 |
333 +| aerospace-defense | 575 |
334 +| software | 561 |
335 +| apparel | 542 |
336 +| asset-management | 536 |
337 +| pharmaceuticals | 445 |
338 +| real-estate | 432 |
339 +| professional-services | 430 |
340 +| chemicals | 413 |
341 +| industrial-machinery | 388 |
342 +| insurance | 387 |
343 +| logistics | 372 |
344 +| hospitality | 308 |
345 +| healthcare | 307 |
346 +| internet | 302 |
347 +| defense | 297 |
348 +| materials | 263 |
349 +| agriculture | 262 |
350 +| utilities | 251 |
351 +| travel | 210 |
352 +| biotechnology | 208 |
353 +| shipping | 200 |
354 +| education | 173 |
355 +| semiconductors | 161 |
356 +| e-commerce | 153 |
357 +| renewables | 114 |
358 +| consulting | 109 |
359 +| fintech | 84 |
360 +| cloud-infrastructure | 75 |
361 +| medical-devices | 74 |
362 +| cybersecurity | 73 |
363 +| artificial-intelligence | 59 |
364 +| robotics | 43 |
365 +| payments | 37 |
273 366
274 −## Harvest report — 2026-09-12
367 +## Harvest report — 2026-09-13
275 368
276 −* Pipeline: `scripts/seed_wikidata.py` (candidates → dissolved → select → details → assemble) then `scripts/seed_edgar.py`.
277 − 755 cached SPARQL results under `data/seed/wikidata/sparql/`; first pass 1,768 s (543 live queries), corrective pass 192 s + 185 s.
278 −* Candidates: 24,448 from 30 P31 classes (sitelinks ≥ 5, large classes chunked in sitelink bands) + industry boosts (sitelinks ≥ 2)
279 − + country boosts where the class stage was short (none of the 150-minimum countries needed one; AU and MX boosts were cut by the
280 − endpoint time limit and skipped).
281 −* Exclusions: 2,402 dissolved (P576); 68 generic / invalid websites; 736 duplicate registrable domains (highest sitelinks kept, the
282 − losers are listed as `notes[].related_domain_conflict` on 375 winners); 0 parent/child domain conflicts after that.
283 −* Selection: target 8,000 in sitelink order with caps (US ≤ 40 %, other countries ≤ 12 %, unknown ≤ 3 %, narrow classes 2–5 %) after
284 − taking the country minimums; +86 companies added by the industry top-up (every top-level industry ≥ 60) → **8,086**.
285 − Minimums: CA 191, GB 536, DE 557, FR 175, JP 602, KR 156, IN 152, AU 154 (all ≥ 150); BR 59, MX 59, ID 58 are one or two short,
286 − the other 60-minimum countries are met.
287 −* EDGAR: 242 companies newly matched to a CIK (exact normalised name / ticker), 321 rows enriched, 29 industries from SIC, 172 submissions.
288 −* Loaded with `catlas seed`: 8,075 new companies (11 matched pre-existing rows by domain), 20,777 aliases, 8,086 primary domains,
289 − 2,582 PARENT_OF/SUBSIDIARY_OF rows, 8,075 `discover` queue jobs; re-run → 0 new.
290 −* Re-run: `python scripts/seed_wikidata.py all && python scripts/seed_edgar.py && catlas seed` (assemble regenerates the NDJSON from
291 − the cache, so EDGAR must run after it). Details and how to add companies: `docs/SEEDS.md`.
369 +* Pipeline: `scripts/seed_wikidata.py all --target N` (candidates → dissolved → select → details → assemble), then `scripts/seed_edgar.py`, then `catlas seed`. Every SPARQL result is cached under `data/seed/wikidata/sparql/`; per-stage counters in `data/seed/harvest-stats.json`.
370 +* Candidates: **51,286** unique items with a website from 44 P31 classes × sitelink bands (≥ 3), 250 stock exchanges scanned in 13 P414 queries (13,541 currently listed), employees ≥ 500 / revenue bands per class, plus country and industry boosts. First seen per band: class 39,684, listed 7,664, revenue 1,748, employees 1,723, industry-boost 354, country-boost 103, ticker 10.
371 +* Dissolved check (P576 / P582, 171 queries of 300 QIDs): 3,580 of 51,286 candidates excluded.
372 +* Prefilter: 89 generic / invalid websites dropped, 1,639 duplicate registrable domains (highest sitelinks kept), 45,978 kept (12,935 listed).
373 +* Selection (target 33,000; caps US ≤ 35%, other countries ≤ 12%, unknown country ≤ 3%, narrow classes 2–5 %): country minimums 2,160, then 11,964 listed companies, then 18,876 by sitelinks ≥ 3; 12,791 listed companies selected in total.
374 +* Non-company exclusion: **652 items removed** — 515 for a non-company P31 class (museums, libraries, universities / schools, government agencies, NGOs / charities / foundations / nonprofits, religious organisations, political parties, trade unions, hospitals, sports clubs, YouTube channels; top: nonprofit organization 170, government agency 40, university 30, museum 27, learned society 20, public university 20, non-governmental organization 19, charitable organization 18, association football club 15, educational institution 14, hospital 13, library 11) and 137 for a description matching museum / university / school / ministry / agency / charity / foundation / association / club / church / channel with no ticker, exchange, employee count or revenue. Items with a current listing or a ticker are always kept (listed football clubs). List: `data/seed/dropped.json`.
375 +* Assemble: 33,000 selected companies with details + 0 from the industry top-up (every top-level industry ≥ 60); 0 subsidiaries sharing their parent's domain and 0 duplicate domains dropped; 1,458 `related_domain_conflict` notes → **32,368 companies**.
376 +* Tiers by importance quantile (1% / 6.67% / 26.67%): tier 1 = ranks 1–324, tier 2 → 2,483, tier 3 → 11,116, tier 4 = rest.
377 +* Country minimums: all met (JP 3382, DE 2310, GB 1548, CN 1374, KR 846, IT 844, ID 731, CA 723 …).
378 +* EDGAR (2026-09-13): 920 companies newly matched to a CIK (ticker, then exact normalised name), 2,543 already had one → 3,463 of 32,368 with a SEC CIK; 1,319 rows enriched, 202 industries from SIC (5,092 still without an industry mapping), 816 submissions JSON read.
modified registry/companies/wikidata-africa.ndjson +641 −192
@@ -1,192 +1,641 @@
1 −{"wikidata_id": "Q1856518", "display_name": "Vodacom", "legal_name": "Vodacom Group Limited", "aliases": ["Vodacom Group"], "website": "https://www.vodacom.com", "canonical_domain": "vodacom.com", "country": "ZA", "hq_city": "Midrand", "hq_region": "City of Johannesburg Metropolitan Municipality", "lat": -26.0, "lon": 28.13333, "industries": ["telecommunications"], "industry_labels": ["telecommunications industry"], "founded_year": 1994, "employees": 7746, "public_company": true, "ticker": "VOD", "exchange": "Johannesburg Stock Exchange", "lei": "37890012A8DC24B8D663", "sec_cik": null, "parent": {"wikidata_id": "Q122141", "name": "Vodafone"}, "logo_url": null, "description": "South African telecommunications company", "sitelinks": 22, "importance": 0.6593, "tier": 2, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
2 −{"wikidata_id": "Q1576610", "display_name": "Standard Bank", "legal_name": null, "aliases": ["SB", "Standard Bank Group", "Standard Bank of South Africa Limited", "The Standard Bank of South Africa"], "website": "https://standardbank.co.za", "canonical_domain": "standardbank.co.za", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["banking", "insurance", "financial-services"], "industry_labels": ["bank", "insurance", "financial services", "other credit granting"], "founded_year": 1862, "employees": 69000, "public_company": true, "ticker": "SBK", "exchange": "Johannesburg Stock Exchange", "lei": "2549003PEZXUT7MDBU41", "sec_cik": null, "parent": null, "logo_url": null, "description": "one of South Africa's largest financial services groups", "sitelinks": 15, "importance": 0.6528, "tier": 2, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
3 −{"wikidata_id": "Q541076", "display_name": "AngloGold Ashanti", "legal_name": "ANGLOGOLD ASHANTI LIMITED", "aliases": ["AngloGold Ashanti Limited", "AngloGold Ashanti plc"], "website": "https://www.anglogoldashanti.com", "canonical_domain": "anglogoldashanti.com", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["mining"], "industry_labels": ["mining"], "founded_year": 2004, "employees": 62046, "public_company": true, "ticker": "AGG", "exchange": "Australian Securities Exchange", "lei": "378900EF3BA9A5F42A59", "sec_cik": "1973832", "parent": null, "logo_url": null, "description": "company", "sitelinks": 12, "importance": 0.6294, "tier": 2, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00", "source_edgar": {"cik": "1973832", "enriched_at": "2026-09-12T09:34:22+00:00"}}
4 −{"wikidata_id": "Q1818970", "display_name": "Telkom", "legal_name": null, "aliases": ["1991/005476/30", "Telkom SA", "Ltd"], "website": "https://www.telkom.co.za", "canonical_domain": "telkom.co.za", "country": "ZA", "hq_city": "Pretoria", "hq_region": "City of Tshwane Metropolitan Municipality", "lat": -25.74639, "lon": 28.18806, "industries": ["telecommunications"], "industry_labels": ["telecommunications industry"], "founded_year": 1991, "employees": 19197, "public_company": true, "ticker": "TKG", "exchange": "Johannesburg Stock Exchange", "lei": "529900GES0BUVJEDKF90", "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/TelkomSA.svg", "description": "telecommunications provider in South Africa", "sitelinks": 11, "importance": 0.604, "tier": 2, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
5 −{"wikidata_id": "Q5453738", "display_name": "First Rand", "legal_name": null, "aliases": ["FirstRand", "FirstRand Group", "FirstRand Limited"], "website": "https://www.firstrand.co.za", "canonical_domain": "firstrand.co.za", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["asset-management"], "industry_labels": [], "founded_year": 1998, "employees": 49233, "public_company": true, "ticker": "FSR", "exchange": "Johannesburg Stock Exchange", "lei": "529900XYOP8CUZU7R671", "sec_cik": null, "parent": null, "logo_url": null, "description": "holding company of FirstRand Bank", "sitelinks": 7, "importance": 0.575, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
6 −{"wikidata_id": "Q471891", "display_name": "De Beers", "legal_name": null, "aliases": ["De Beers Group", "The De Beers Group of Companies"], "website": "https://www.debeersgroup.com", "canonical_domain": "debeersgroup.com", "country": "ZA", "hq_city": "London", "hq_region": "Greater London", "lat": 51.50722, "lon": -0.1275, "industries": ["mining"], "industry_labels": ["trade", "raw material extraction"], "founded_year": 1888, "employees": 20000, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q541451", "name": "Anglo American plc"}, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/De_Beers_Group_-_Logo.svg", "description": "International corporation that specialises in diamond exploration, diamond mining, diamond retail, rough diamond sales and industrial diamond manufacturing", "sitelinks": 44, "importance": 0.5436, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
7 −{"wikidata_id": "Q1813361", "display_name": "MTN Group", "legal_name": null, "aliases": ["MTN", "Areeba", "Investcom", "M-Cell", "Mobile Technology Networks", "MTN Group Limited", "MTN International Group"], "website": "https://www.mtn.com", "canonical_domain": "mtn.com", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["telecommunications"], "industry_labels": ["telecommunications industry", "mobile phone industry"], "founded_year": 1994, "employees": null, "public_company": true, "ticker": "MTN", "exchange": "Johannesburg Stock Exchange", "lei": "2549009JD6Q6XHZS5E05", "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/MTN_2022_logo.svg", "description": "multinational telecommunications company based in South Africa", "sitelinks": 24, "importance": 0.5384, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
8 −{"wikidata_id": "Q1965898", "display_name": "Naspers", "legal_name": null, "aliases": [], "website": "https://www.naspers.com", "canonical_domain": "naspers.com", "country": "ZA", "hq_city": "Cape Town", "hq_region": "City of Cape Town", "lat": -33.92528, "lon": 18.42389, "industries": ["e-commerce"], "industry_labels": ["e-commerce"], "founded_year": 1915, "employees": null, "public_company": true, "ticker": "NPSNY", "exchange": "OTC Markets Group", "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "South African multinational internet, technology and multimedia holding company", "sitelinks": 22, "importance": 0.5296, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
9 −{"wikidata_id": "Q1090717", "display_name": "Sonatrach", "legal_name": null, "aliases": ["Sonatrach SPA", "Société Nationale de Transport et de Commercialisation des Hydrocarbures"], "website": "https://sonatrach.com", "canonical_domain": "sonatrach.com", "country": "DZ", "hq_city": "Algiers", "hq_region": "Algiers Province", "lat": 36.77639, "lon": 3.05861, "industries": ["oil-gas"], "industry_labels": ["petroleum industry", "extraction of crude petroleum and natural gas"], "founded_year": 1963, "employees": 200000, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Sonatrach.svg", "description": "Algerian oil and gas company", "sitelinks": 27, "importance": 0.527, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
10 −{"wikidata_id": "Q1992164", "display_name": "Nilesat", "legal_name": null, "aliases": [], "website": "https://nilesat.org", "canonical_domain": "nilesat.org", "country": "EG", "hq_city": "6th of October City", "hq_region": "Giza Governorate", "lat": 29.93611, "lon": 30.92694, "industries": ["telecommunications"], "industry_labels": [], "founded_year": 1996, "employees": null, "public_company": true, "ticker": "EGSA", "exchange": "Egyptian Exchange", "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Nilesat.png", "description": "Egyptian satellite communication company", "sitelinks": 19, "importance": 0.5149, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
11 −{"wikidata_id": "Q406764", "display_name": "Air Algérie", "legal_name": null, "aliases": ["CAT", "AH", "DAH", "Compagnie Air Transport", "Air Algeria", "Air Algerie", "Air Algerie SpA", "Air Algérie SpA"], "website": "https://airalgerie.dz", "canonical_domain": "airalgerie.dz", "country": "DZ", "hq_city": "Algiers", "hq_region": "Algiers Province", "lat": 36.77639, "lon": 3.05861, "industries": ["airlines"], "industry_labels": [], "founded_year": 1953, "employees": 9078, "public_company": false, "ticker": null, "exchange": null, "lei": "89450070YSBM214PYP86", "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Logo_Air_Alg%C3%A9rie.svg", "description": "flag-carrier airline of Algeria", "sitelinks": 37, "importance": 0.5144, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
12 −{"wikidata_id": "Q905998", "display_name": "Sasol", "legal_name": null, "aliases": ["Sasol Limited", "Sasol Ltd"], "website": "https://www.sasol.com", "canonical_domain": "sasol.com", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["oil-gas"], "industry_labels": ["petroleum industry"], "founded_year": 1950, "employees": null, "public_company": true, "ticker": "SSL", "exchange": "New York Stock Exchange", "lei": "378900F4544561A97588", "sec_cik": "314590", "parent": null, "logo_url": null, "description": "South African energy and chemical company", "sitelinks": 18, "importance": 0.5096, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00", "source_edgar": {"cik": "314590", "enriched_at": "2026-09-12T09:34:22+00:00"}}
13 −{"wikidata_id": "Q289704", "display_name": "Old Mutual", "legal_name": null, "aliases": ["Old Mutual Limited", "Old Mutual plc", "South African Mutual Life Assurance"], "website": "https://www.oldmutual.com", "canonical_domain": "oldmutual.com", "country": "ZA", "hq_city": "London", "hq_region": "Greater London", "lat": 51.50722, "lon": -0.1275, "industries": ["financial-services"], "industry_labels": ["financial services"], "founded_year": 1845, "employees": null, "public_company": true, "ticker": "OMU", "exchange": "Johannesburg Stock Exchange", "lei": "213800MON84ZWWPQCN47", "sec_cik": null, "parent": null, "logo_url": null, "description": "pan-African investment, savings, insurance, and banking group", "sitelinks": 16, "importance": 0.4979, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
14 −{"wikidata_id": "Q58641733", "display_name": "ABSA Group Limited", "legal_name": null, "aliases": ["1986/003934/06", "Absa Bank"], "website": "https://www.absa.africa", "canonical_domain": "absa.africa", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["financial-services"], "industry_labels": ["financial services"], "founded_year": 1991, "employees": null, "public_company": true, "ticker": "ABG", "exchange": "Johannesburg Stock Exchange", "lei": "2138006IPPRD4N6XLT30", "sec_cik": "1040826", "parent": {"wikidata_id": "Q245343", "name": "Barclays"}, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Absa_Logo.svg", "description": "South African-based financial services group", "sitelinks": 14, "importance": 0.4847, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
15 −{"wikidata_id": "Q407783", "display_name": "Air Seychelles", "legal_name": null, "aliases": [], "website": "https://www.airseychelles.com", "canonical_domain": "airseychelles.com", "country": "SC", "hq_city": "Mahé", "hq_region": "Inner Islands", "lat": -4.68, "lon": 55.48, "industries": ["airlines"], "industry_labels": [], "founded_year": 1978, "employees": 650, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "national airline of the Seychelles", "sitelinks": 32, "importance": 0.4614, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
16 −{"wikidata_id": "Q1857639", "display_name": "Shoprite", "legal_name": null, "aliases": ["Shoprite (retailer)", "Shoprite Botswana", "Shoprite Holdings", "Shoprite South Africa"], "website": "https://www.shoprite.mw", "canonical_domain": "shoprite.mw", "country": "ZA", "hq_city": "Brackenfell", "hq_region": "City of Cape Town", "lat": -33.86667, "lon": 18.68333, "industries": ["retail"], "industry_labels": ["retail"], "founded_year": 1979, "employees": null, "public_company": true, "ticker": "SHP", "exchange": "Johannesburg Stock Exchange", "lei": "529900Q4O1EYP6NH5150", "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Logo_-_Shoprite_-_SUPERMARCE.jpg", "description": "Africa's largest food retailer", "sitelinks": 11, "importance": 0.4612, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
17 −{"wikidata_id": "Q481472", "display_name": "Sappi", "legal_name": null, "aliases": ["South African Pulp and Paper Industries"], "website": "https://www.sappi.com", "canonical_domain": "sappi.com", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["materials"], "industry_labels": ["pulp and paper industry"], "founded_year": 1936, "employees": null, "public_company": true, "ticker": "SAP", "exchange": "Johannesburg Stock Exchange", "lei": "549300SSI7XQH8ESJG95", "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/SAP_LOGOsmall.jpg", "description": "global pulp and paper company", "sitelinks": 10, "importance": 0.4521, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
18 −{"wikidata_id": "Q620432", "display_name": "Anglo American Platinum", "legal_name": null, "aliases": ["Amplats", "Anglo American Platinum Limited"], "website": "https://www.angloamericanplatinum.com", "canonical_domain": "angloamericanplatinum.com", "country": "ZA", "hq_city": null, "hq_region": null, "lat": null, "lon": null, "industries": ["mining"], "industry_labels": ["mining"], "founded_year": 1955, "employees": null, "public_company": true, "ticker": "AMS", "exchange": "Johannesburg Stock Exchange", "lei": "529900RORCZ0E5S5FX81", "sec_cik": null, "parent": {"wikidata_id": "Q541451", "name": "Anglo American plc"}, "logo_url": null, "description": "company", "sitelinks": 10, "importance": 0.4521, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
19 −{"wikidata_id": "Q677832", "display_name": "Sonangol Group", "legal_name": null, "aliases": ["Group Sonangol"], "website": "https://www.sonangol.co.ao", "canonical_domain": "sonangol.co.ao", "country": "AO", "hq_city": "Luanda", "hq_region": "Luanda Province", "lat": -8.83833, "lon": 13.23444, "industries": ["oil-gas"], "industry_labels": ["petroleum industry"], "founded_year": 1953, "employees": 10000, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Sonangol_Logo.svg", "description": "Angolan oil and gas company", "sitelinks": 17, "importance": 0.4372, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
20 −{"wikidata_id": "Q1507228", "display_name": "Harmony Gold", "legal_name": "Harmony Gold Mining Company Limited", "aliases": ["Harmony Gold Mining Company"], "website": "https://www.harmony.co.za", "canonical_domain": "harmony.co.za", "country": "ZA", "hq_city": "Randfontein", "hq_region": "Rand West City Local Municipality", "lat": -28.06917, "lon": 26.85194, "industries": ["mining"], "industry_labels": ["gold mining"], "founded_year": 1950, "employees": null, "public_company": true, "ticker": "HMY", "exchange": "Johannesburg Stock Exchange", "lei": "378900986D05F0C29811", "sec_cik": "1023514", "parent": null, "logo_url": null, "description": "gold mining company in South Africa", "sitelinks": 8, "importance": 0.431, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00", "source_edgar": {"cik": "1023514", "enriched_at": "2026-09-12T09:34:22+00:00"}}
21 −{"wikidata_id": "Q8033997", "display_name": "Woolworths", "legal_name": null, "aliases": ["woolies", "Woolworths Holdings Limited"], "website": "https://www.woolworths.co.za", "canonical_domain": "woolworths.co.za", "country": "ZA", "hq_city": "Cape Town", "hq_region": "City of Cape Town", "lat": -33.92528, "lon": 18.42389, "industries": ["retail"], "industry_labels": ["retail"], "founded_year": 1931, "employees": null, "public_company": true, "ticker": "WHL", "exchange": "Johannesburg Stock Exchange", "lei": "37890095421E07184E97", "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Woolworths_South_Africa.png", "description": "South African retail company", "sitelinks": 8, "importance": 0.431, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
22 −{"wikidata_id": "Q2299942", "display_name": "Maroc Telecom", "legal_name": null, "aliases": ["IAM", "Itissalat Al-Maghrib"], "website": "https://www.iam.ma", "canonical_domain": "iam.ma", "country": "MA", "hq_city": "Rabat", "hq_region": "Rabat Prefecture", "lat": 34.02111, "lon": -6.84139, "industries": ["telecommunications", "internet"], "industry_labels": ["telecommunications industry", "mobile phone industry", "Internet industry"], "founded_year": 1998, "employees": 11807, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q543449", "name": "e&"}, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Maroc_Telecom_logo.png", "description": "Moroccan telecommunications company", "sitelinks": 15, "importance": 0.4272, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
23 −{"wikidata_id": "Q223763", "display_name": "South African Airways", "legal_name": null, "aliases": ["SAA"], "website": "https://www.flysaa.com", "canonical_domain": "flysaa.com", "country": "ZA", "hq_city": "OR Tambo International Airport", "hq_region": "Kempton Park", "lat": -26.13917, "lon": 28.24611, "industries": ["airlines"], "industry_labels": [], "founded_year": 1934, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/South_African_Airways_2019_logo.svg", "description": "flag-carrier airline of South Africa", "sitelinks": 56, "importance": 0.4251, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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27 −{"wikidata_id": "Q6309678", "display_name": "Julius Berger Nigeria", "legal_name": "Julius Berger", "aliases": [], "website": "https://www.julius-berger.com", "canonical_domain": "julius-berger.com", "country": "NG", "hq_city": "Abuja", "hq_region": "Federal Capital Territory", "lat": 9.91936, "lon": 7.3511, "industries": ["construction"], "industry_labels": ["construction"], "founded_year": 1950, "employees": null, "public_company": true, "ticker": "JBERGER", "exchange": "Nigerian Exchange Group", "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "Nigerian construction company", "sitelinks": 7, "importance": 0.4186, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
28 −{"wikidata_id": "Q374740", "display_name": "EgyptAir", "legal_name": null, "aliases": ["MS", "MSR", "Egypt Air", "United Arab Airlines"], "website": "https://www.egyptair.com", "canonical_domain": "egyptair.com", "country": "EG", "hq_city": "Cairo", "hq_region": "Cairo Governorate", "lat": 30.04444, "lon": 31.23583, "industries": ["airlines"], "industry_labels": [], "founded_year": 1932, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q33093184", "name": "EgyptAir Holding Company"}, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Egyptair-Logo-2010.svg", "description": "national airline of Egypt", "sitelinks": 52, "importance": 0.4174, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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31 −{"wikidata_id": "Q2060638", "display_name": "Banque Misr", "legal_name": null, "aliases": [], "website": "https://www.banquemisr.com", "canonical_domain": "banquemisr.com", "country": "EG", "hq_city": "Cairo", "hq_region": "Cairo Governorate", "lat": 30.04444, "lon": 31.23583, "industries": ["banking"], "industry_labels": [], "founded_year": 1920, "employees": 20000, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Banque_Misr.svg", "description": "Egyptian bank", "sitelinks": 10, "importance": 0.3955, "tier": 3, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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33 −{"wikidata_id": "Q5978240", "display_name": "Zenith Bank", "legal_name": "Zenith Bank", "aliases": ["Zenith Bank Plc."], "website": "https://www.zenithbank.com", "canonical_domain": "zenithbank.com", "country": "NG", "hq_city": "Lagos", "hq_region": "Lagos State", "lat": 6.45611, "lon": 3.39361, "industries": ["banking"], "industry_labels": ["economics of banking"], "founded_year": 1990, "employees": null, "public_company": true, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q5978240", "name": "Zenith Bank"}, "logo_url": null, "description": "Nigerian commercial financial services company", "sitelinks": 15, "importance": 0.3915, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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35 −{"wikidata_id": "Q1370287", "display_name": "Orascom Construction Industries", "legal_name": null, "aliases": [], "website": "https://orascom.com", "canonical_domain": "orascom.com", "country": "EG", "hq_city": "Cairo", "hq_region": "Cairo Governorate", "lat": 30.04444, "lon": 31.23583, "industries": ["construction"], "industry_labels": ["construction"], "founded_year": 1950, "employees": null, "public_company": true, "ticker": null, "exchange": null, "lei": "549300NCMRGIBJYUOE57", "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Logo_of_OCI_Global.svg", "description": "company", "sitelinks": 14, "importance": 0.3847, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00", "notes": [{"related_domain_conflict": "Q163321"}]}
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38 −{"wikidata_id": "Q2297197", "display_name": "Tunisian National Railway Company", "legal_name": null, "aliases": ["SNCFT", "Societe Nationale des Chemins de Fer Tunisiens", "Société nationale des chemins de fer tunisiens", "Tunisian National Railway Society"], "website": "https://www.sncft.com.tn", "canonical_domain": "sncft.com.tn", "country": "TN", "hq_city": "Tunis", "hq_region": "Tunis Governorate", "lat": 36.80083, "lon": 10.18, "industries": ["transportation"], "industry_labels": ["rail transport"], "founded_year": 1956, "employees": 4871, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Logo_-_SNCFT.png", "description": "railway company in Tunisia", "sitelinks": 10, "importance": 0.375, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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40 −{"wikidata_id": "Q253858", "display_name": "Air Madagascar", "legal_name": null, "aliases": ["Société Nationale Malgache de Transports Aériens", "Société Anonyme"], "website": "https://madagascarairlines.com", "canonical_domain": "madagascarairlines.com", "country": "MG", "hq_city": "Antananarivo", "hq_region": "Antananarivo-Renivohitra District", "lat": -18.91, "lon": 47.525, "industries": ["airlines"], "industry_labels": [], "founded_year": 1961, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "airline based in Antananarivo, Madagascar", "sitelinks": 33, "importance": 0.3707, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
41 −{"wikidata_id": "Q407842", "display_name": "Air Tanzania", "legal_name": null, "aliases": ["ATC", "TC"], "website": "https://www.airtanzania.co.tz", "canonical_domain": "airtanzania.co.tz", "country": "TZ", "hq_city": null, "hq_region": null, "lat": null, "lon": null, "industries": ["airlines"], "industry_labels": [], "founded_year": 1977, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "flag carrier airline of Tanzania", "sitelinks": 32, "importance": 0.3676, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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43 −{"wikidata_id": "Q407920", "display_name": "Air Zimbabwe", "legal_name": null, "aliases": ["Air Rhodesia"], "website": "https://www.airzimbabwe.aero", "canonical_domain": "airzimbabwe.aero", "country": "ZW", "hq_city": "Harare", "hq_region": "Harare Province", "lat": -17.82917, "lon": 31.05222, "industries": ["airlines"], "industry_labels": [], "founded_year": 1967, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "Flag carrier of Zimbabwe", "sitelinks": 31, "importance": 0.3644, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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45 −{"wikidata_id": "Q1780755", "display_name": "TransNamib", "legal_name": null, "aliases": [], "website": "https://www.transnamib.com.na", "canonical_domain": "transnamib.com.na", "country": "NA", "hq_city": "Windhoek", "hq_region": "Khomas Region", "lat": -22.57, "lon": 17.08361, "industries": ["transportation"], "industry_labels": [], "founded_year": 1895, "employees": 1802, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q19958763", "name": "Ministry of Public Enterprises"}, "logo_url": null, "description": "railway operator in Namibia", "sitelinks": 10, "importance": 0.3606, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
46 −{"wikidata_id": "Q836564", "display_name": "Djezzy GSM", "legal_name": null, "aliases": [], "website": "https://www.djezzy.dz", "canonical_domain": "djezzy.dz", "country": "DZ", "hq_city": "Algiers", "hq_region": "Algiers Province", "lat": 36.77639, "lon": 3.05861, "industries": ["telecommunications"], "industry_labels": ["telecommunications industry", "mobile phone industry"], "founded_year": 2001, "employees": 3083, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Djezzy_Logo_2015.svg", "description": "Algerian telecommunications company", "sitelinks": 9, "importance": 0.3584, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
47 −{"wikidata_id": "Q1334063", "display_name": "Nigerian Railway Corporation", "legal_name": null, "aliases": ["Nigerian Railway"], "website": "https://nrc.gov.ng", "canonical_domain": "nrc.gov.ng", "country": "NG", "hq_city": "Lagos", "hq_region": "Lagos State", "lat": 6.45611, "lon": 3.39361, "industries": ["transportation"], "industry_labels": [], "founded_year": 1898, "employees": 6516, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Nigerian_Railway_Corporation.jpg", "description": "Railway Corporation", "sitelinks": 8, "importance": 0.3581, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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49 −{"wikidata_id": "Q2300422", "display_name": "Orange Morocco", "legal_name": null, "aliases": ["Meditel"], "website": "https://www.orange.ma", "canonical_domain": "orange.ma", "country": "MA", "hq_city": "Casablanca", "hq_region": "Casablanca Prefecture", "lat": 33.59917, "lon": -7.62, "industries": ["internet", "telecommunications"], "industry_labels": ["internet service provider", "telecommunications industry", "mobile phone industry"], "founded_year": 1999, "employees": 1280, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q1431486", "name": "Orange"}, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Orange_logo.svg", "description": "Internet provider and mobile network", "sitelinks": 10, "importance": 0.3557, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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57 −{"wikidata_id": "Q1094344", "display_name": "Daallo Airlines", "legal_name": null, "aliases": [], "website": "https://www.daallo.biz", "canonical_domain": "daallo.biz", "country": "DJ", "hq_city": "Dubai", "hq_region": "Emirate of Dubai", "lat": 25.26972, "lon": 55.30944, "industries": ["airlines"], "industry_labels": [], "founded_year": 1991, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "airline", "sitelinks": 26, "importance": 0.3465, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
58 −{"wikidata_id": "Q1156479", "display_name": "LAM Mozambique Airlines", "legal_name": null, "aliases": ["LAM", "LAM Air", "LAM Airlines", "LAM Airways", "LAM Mozambique", "Linhas Aéreas de Moçambique"], "website": "https://www.lam.co.mz", "canonical_domain": "lam.co.mz", "country": "MZ", "hq_city": "Maputo", "hq_region": "Mozambique", "lat": -25.96889, "lon": 32.57333, "industries": ["airlines"], "industry_labels": [], "founded_year": 1936, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "LAM - Mozambique Airlines, S. A. or Linhas Aéreas de Moçambique, Ltd., operating as LAM Mozambique Airlines, is the flag carrier of Mozambique.", "sitelinks": 26, "importance": 0.3465, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
59 −{"wikidata_id": "Q189972", "display_name": "Bank of Central African States", "legal_name": "Banque des États de l'Afrique Centrale", "aliases": ["BEAC", "Central African States Development Bank"], "website": "https://www.beac.int", "canonical_domain": "beac.int", "country": "CM", "hq_city": "Yaoundé", "hq_region": "Centre", "lat": 3.86808, "lon": 11.52309, "industries": ["banking"], "industry_labels": [], "founded_year": 1972, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "central bank", "sitelinks": 26, "importance": 0.3465, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
60 −{"wikidata_id": "Q406896", "display_name": "Air Botswana", "legal_name": "Air Botswana Corporation", "aliases": [], "website": "https://www.airbotswana.co.bw", "canonical_domain": "airbotswana.co.bw", "country": "BW", "hq_city": "Sir Seretse Khama International Airport", "hq_region": "Gaborone", "lat": -24.55583, "lon": 25.92306, "industries": ["airlines"], "industry_labels": [], "founded_year": 1972, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "flag carrier of Botswana", "sitelinks": 26, "importance": 0.3465, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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62 −{"wikidata_id": "Q579747", "display_name": "Guaranty Trust Holding Company", "legal_name": "Guaranty Trust Bank", "aliases": ["gt bank", "GT Bank"], "website": "https://www.gtbank.com", "canonical_domain": "gtbank.com", "country": "NG", "hq_city": "Lagos", "hq_region": "Lagos State", "lat": 6.42899, "lon": 3.42215, "industries": ["financial-services"], "industry_labels": ["finance"], "founded_year": 1990, "employees": null, "public_company": true, "ticker": null, "exchange": null, "lei": "0292001868F6N5VI5G15", "sec_cik": null, "parent": {"wikidata_id": "Q579747", "name": "Guaranty Trust Holding Company"}, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/GTCO_logo.svg", "description": "Nigerian financial services holding company", "sitelinks": 9, "importance": 0.3421, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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66 −{"wikidata_id": "Q4672418", "display_name": "Access Bank", "legal_name": "Access Bank", "aliases": ["Access Bank plc"], "website": "https://www.accessbankplc.com", "canonical_domain": "accessbankplc.com", "country": "NG", "hq_city": "Victoria Island", "hq_region": "Lagos State", "lat": 6.433, "lon": 3.44344, "industries": ["banking"], "industry_labels": ["bank"], "founded_year": 1989, "employees": 28121, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Accessbank1.png", "description": "Nigerian multinational bank", "sitelinks": 5, "importance": 0.3367, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00", "notes": [{"related_domain_conflict": "Q4672420"}]}
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83 −{"wikidata_id": "Q1815809", "display_name": "ONCF", "legal_name": null, "aliases": ["Office National des Chemins de Fer du Maroc"], "website": "https://www.oncf.ma", "canonical_domain": "oncf.ma", "country": "MA", "hq_city": "Rabat", "hq_region": "Rabat Prefecture", "lat": 34.02111, "lon": -6.84139, "industries": ["transportation"], "industry_labels": [], "founded_year": 1963, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Logo-oncf.png", "description": "National railway operator of Morocco", "sitelinks": 16, "importance": 0.2979, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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85 −{"wikidata_id": "Q381286", "display_name": "Aero Contractors", "legal_name": "Aero Contractors", "aliases": ["Aero", "Aero Contractors Company of Nigeria Limited"], "website": "https://www.flyaero.com", "canonical_domain": "flyaero.com", "country": "NG", "hq_city": "Murtala Muhammed International Airport", "hq_region": "Ikeja", "lat": 6.57722, "lon": 3.32111, "industries": ["airlines"], "industry_labels": [], "founded_year": 1959, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q1033", "name": "Nigeria"}, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Aerologo.jpg", "description": "Nigerian airline", "sitelinks": 16, "importance": 0.2979, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
86 −{"wikidata_id": "Q1188334", "display_name": "Interair South Africa", "legal_name": null, "aliases": [], "website": "https://www.interair.co.za", "canonical_domain": "interair.co.za", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["airlines"], "industry_labels": [], "founded_year": 1993, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Interair_South_Africa_Logo.gif", "description": "airline based in Johannesburg, South Africa", "sitelinks": 15, "importance": 0.2915, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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89 −{"wikidata_id": "Q1745885", "display_name": "Wallyscar", "legal_name": "Wallyscar", "aliases": [], "website": "https://www.wallyscar.com", "canonical_domain": "wallyscar.com", "country": "TN", "hq_city": "Ben Arous", "hq_region": "Ben Arous Governorate", "lat": 36.75306, "lon": 10.21889, "industries": ["automotive"], "industry_labels": ["automotive industry"], "founded_year": 2006, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/LOGO_WALLYSCAR.jpg", "description": "Tunisian automobile manufacturer", "sitelinks": 14, "importance": 0.2847, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
90 −{"wikidata_id": "Q1812328", "display_name": "Safair", "legal_name": null, "aliases": [], "website": "https://www.safairoperations.com", "canonical_domain": "safairoperations.com", "country": "ZA", "hq_city": "Kempton Park", "hq_region": "City of Ekurhuleni Metropolitan Municipality", "lat": -26.1, "lon": 28.2333, "industries": ["airlines"], "industry_labels": [], "founded_year": 1969, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q61719469", "name": "ASL Aviation Holdings"}, "logo_url": null, "description": "South African airline", "sitelinks": 14, "importance": 0.2847, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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92 −{"wikidata_id": "Q3013553", "display_name": "Dangote Group", "legal_name": "Dangote Group", "aliases": [], "website": "https://www.dangote.com", "canonical_domain": "dangote.com", "country": "NG", "hq_city": "Lagos", "hq_region": "Lagos State", "lat": 6.45611, "lon": 3.39361, "industries": ["manufacturing", "construction"], "industry_labels": ["conglomerate", "cement industry"], "founded_year": 1981, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q3013553", "name": "Dangote Group"}, "logo_url": null, "description": "Nigerian industrial conglomerate", "sitelinks": 14, "importance": 0.2847, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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138 −{"wikidata_id": "Q1027505", "display_name": "Norse Air", "legal_name": null, "aliases": [], "website": "https://www.norseair.co.uk", "canonical_domain": "norseair.co.uk", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["airlines"], "industry_labels": [], "founded_year": 1992, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "airline", "sitelinks": 8, "importance": 0.231, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
139 −{"wikidata_id": "Q1512860", "display_name": "Rovos Rail", "legal_name": null, "aliases": [], "website": "https://www.rovos.com", "canonical_domain": "rovos.com", "country": "ZA", "hq_city": "Pretoria", "hq_region": "City of Tshwane Metropolitan Municipality", "lat": -25.74639, "lon": 28.18806, "industries": ["transportation"], "industry_labels": ["rail transport"], "founded_year": 1989, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "luxury train company in africa", "sitelinks": 8, "importance": 0.231, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
140 −{"wikidata_id": "Q1538344", "display_name": "Imperial Air Cargo", "legal_name": null, "aliases": [], "website": "https://www.safair.com", "canonical_domain": "safair.com", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["logistics", "airlines"], "industry_labels": [], "founded_year": 2006, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Imperial_Air_Cargo_Logo.png", "description": "airline", "sitelinks": 8, "importance": 0.231, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
141 −{"wikidata_id": "Q169443", "display_name": "Civair", "legal_name": null, "aliases": [], "website": "https://www.civair.co.za", "canonical_domain": "civair.co.za", "country": "ZA", "hq_city": "Cape Town", "hq_region": "City of Cape Town", "lat": -33.92528, "lon": 18.42389, "industries": ["airlines"], "industry_labels": [], "founded_year": 1989, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "airline", "sitelinks": 8, "importance": 0.231, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
142 −{"wikidata_id": "Q2685228", "display_name": "Armscor", "legal_name": null, "aliases": ["Armaments Corporation of South Africa"], "website": "https://www.armscor.co.za", "canonical_domain": "armscor.co.za", "country": "ZA", "hq_city": "Pretoria", "hq_region": "City of Tshwane Metropolitan Municipality", "lat": -25.74639, "lon": 28.18806, "industries": ["defense"], "industry_labels": ["weapons industry"], "founded_year": 1968, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/ARMSCOR.svg", "description": "South African arms acquisition and sales agency", "sitelinks": 8, "importance": 0.231, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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147 −{"wikidata_id": "Q7565435", "display_name": "South African Breweries", "legal_name": null, "aliases": [], "website": "https://www.sab.co.za", "canonical_domain": "sab.co.za", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["consumer-goods"], "industry_labels": ["fast-moving consumer goods"], "founded_year": 1895, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q4995", "name": "SABMiller"}, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/SAB_Logo_Full_colour_RGB_White%282%29.jpg", "description": "Brweing company based in Johannesburg, South Africa", "sitelinks": 8, "importance": 0.231, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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155 −{"wikidata_id": "Q3297791", "display_name": "Massmart", "legal_name": null, "aliases": [], "website": "https://www.massmart.co.za", "canonical_domain": "massmart.co.za", "country": "ZA", "hq_city": "Sandton", "hq_region": "City of Johannesburg Metropolitan Municipality", "lat": -26.107, "lon": 28.05167, "industries": ["retail"], "industry_labels": ["retail"], "founded_year": 1990, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q483551", "name": null}, "logo_url": null, "description": "South African firm", "sitelinks": 7, "importance": 0.2186, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
156 −{"wikidata_id": "Q4037537", "display_name": "Dornier Aviation Nigeria", "legal_name": "Dornier Aviation Nigeria", "aliases": ["Aiep"], "website": "https://www.dananig.aero", "canonical_domain": "dananig.aero", "country": "NG", "hq_city": "Kaduna", "hq_region": "Kaduna State", "lat": 10.49005, "lon": 7.41866, "industries": ["aerospace-defense", "airlines"], "industry_labels": [], "founded_year": 1979, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "airline", "sitelinks": 7, "importance": 0.2186, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-12T09:34:00+00:00"}
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629 +{"wikidata_id": "Q516392", "display_name": "One Africa Television", "legal_name": null, "aliases": [], "website": "https://www.oneafrica.tv", "canonical_domain": "oneafrica.tv", "country": "NA", "hq_city": "Windhoek", "hq_region": "Khomas Region", "lat": -22.57, "lon": 17.08361, "industries": ["media"], "industry_labels": [], "founded_year": 2005, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "Namibian free-to-air television station founded in 2003", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
630 +{"wikidata_id": "Q5241828", "display_name": "Davis & Shirtliff", "legal_name": null, "aliases": ["Davis &amp; Shirtliff"], "website": "https://www.davisandshirtliff.com", "canonical_domain": "davisandshirtliff.com", "country": "KE", "hq_city": null, "hq_region": null, "lat": null, "lon": null, "industries": [], "industry_labels": [], "founded_year": null, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": null, "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
631 +{"wikidata_id": "Q5302390", "display_name": "Dove Air Services", "legal_name": null, "aliases": [], "website": "https://www.doveair-sd.com", "canonical_domain": "doveair-sd.com", "country": "SD", "hq_city": "Khartoum", "hq_region": "Khartoum", "lat": 15.60308, "lon": 32.52654, "industries": ["professional-services", "airlines"], "industry_labels": [], "founded_year": 2007, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "South African non-profit airline", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
632 +{"wikidata_id": "Q5323682", "display_name": "ENAPOR", "legal_name": null, "aliases": [], "website": "https://www.enapor.cv", "canonical_domain": "enapor.cv", "country": "CV", "hq_city": "Mindelo", "hq_region": "São Vicente", "lat": 16.89135, "lon": -24.98798, "industries": ["transportation"], "industry_labels": ["port"], "founded_year": 1982, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "Cape Verdean port authority", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
633 +{"wikidata_id": "Q5338767", "display_name": "Edições Novembro", "legal_name": null, "aliases": [], "website": "https://edicoesnovembro.sapo.ao", "canonical_domain": "sapo.ao", "country": "AO", "hq_city": "Luanda", "hq_region": "Luanda Province", "lat": -8.83833, "lon": 13.23444, "industries": ["media"], "industry_labels": ["publishing"], "founded_year": 1923, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "newspaper publishing company in Angola", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
634 +{"wikidata_id": "Q5348425", "display_name": "Egyptian Media Production City", "legal_name": null, "aliases": [], "website": "https://www.empc.com.eg", "canonical_domain": "empc.com.eg", "country": "EG", "hq_city": "6th of October City", "hq_region": "Giza Governorate", "lat": 29.93611, "lon": 30.92694, "industries": ["media"], "industry_labels": ["show business"], "founded_year": 1997, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "information and media complex located near Cairo, Egypt", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
635 +{"wikidata_id": "Q5348427", "display_name": "Egyptian Natural Gas Company", "legal_name": null, "aliases": [], "website": "https://www.gasco.com.eg", "canonical_domain": "gasco.com.eg", "country": "EG", "hq_city": "New Cairo", "hq_region": "Cairo Governorate", "lat": 30.03, "lon": 31.47, "industries": ["oil-gas"], "industry_labels": ["petroleum industry"], "founded_year": 1997, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/Gasco.gif", "description": "Egyptian gas company", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
636 +{"wikidata_id": "Q5357771", "display_name": "Electricidade de Moçambique", "legal_name": null, "aliases": ["EDM", "Electricidade de Mozambique"], "website": "https://www.edm.co.mz", "canonical_domain": "edm.co.mz", "country": "MZ", "hq_city": null, "hq_region": null, "lat": null, "lon": null, "industries": ["energy"], "industry_labels": ["electricity generation", "electric power distribution", "electric power transmission"], "founded_year": null, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "Mozambique's publicly owned electricity company", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
637 +{"wikidata_id": "Q5419679", "display_name": "Exclusive Books", "legal_name": null, "aliases": [], "website": "https://www.exclusivebooks.co.za", "canonical_domain": "exclusivebooks.co.za", "country": "ZA", "hq_city": "Johannesburg", "hq_region": "Transvaal Province", "lat": -26.20436, "lon": 28.04164, "industries": ["retail"], "industry_labels": ["bookselling"], "founded_year": 1951, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "bookseller chain in South Africa", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
638 +{"wikidata_id": "Q5440005", "display_name": "Federal Airports Authority of Nigeria", "legal_name": null, "aliases": [], "website": "https://faan.gov.ng", "canonical_domain": "faan.gov.ng", "country": "NG", "hq_city": "Ikeja", "hq_region": "Lagos State", "lat": 6.61857, "lon": 3.34259, "industries": ["transportation"], "industry_labels": ["transport"], "founded_year": 1935, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/FAAN_Logo.jpg", "description": "Nigerian port Authority", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
639 +{"wikidata_id": "Q5449331", "display_name": "Fina Bank", "legal_name": null, "aliases": [], "website": "https://www.gtbank.co.rw", "canonical_domain": "gtbank.co.rw", "country": "RW", "hq_city": "Kigali", "hq_region": "Rwanda", "lat": -1.9525, "lon": 30.115, "industries": ["financial-services"], "industry_labels": ["financial services"], "founded_year": 2004, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": "https://commons.wikimedia.org/wiki/Special:FilePath/GTBank_Rwanda_Logo.png", "description": "Rwandan commercial bank", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
640 +{"wikidata_id": "Q6124318", "display_name": "Jaiz Bank", "legal_name": null, "aliases": [], "website": "https://jaizbankplc.com", "canonical_domain": "jaizbankplc.com", "country": "NG", "hq_city": "Abuja", "hq_region": "Federal Capital Territory", "lat": 9.0529, "lon": 7.49707, "industries": ["banking"], "industry_labels": ["bank"], "founded_year": 2003, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": null, "logo_url": null, "description": "financial Institute in Nigeria", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
641 +{"wikidata_id": "Q6349322", "display_name": "Kakawa Discount House Limited", "legal_name": "Kakawa Discount House Limited", "aliases": [], "website": "https://www.kakawa.com", "canonical_domain": "kakawa.com", "country": "NG", "hq_city": "Lagos", "hq_region": "Lagos State", "lat": 6.45611, "lon": 3.39361, "industries": ["financial-services"], "industry_labels": ["finance"], "founded_year": 1995, "employees": null, "public_company": false, "ticker": null, "exchange": null, "lei": null, "sec_cik": null, "parent": {"wikidata_id": "Q6349322", "name": "Kakawa Discount House Limited"}, "logo_url": null, "description": "Nigeria Banking company", "sitelinks": 3, "importance": 0.1457, "tier": 4, "source": "wikidata", "harvested_at": "2026-09-13T07:17:29+00:00"}
modified registry/companies/wikidata-americas.ndjson +8032 −2193
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modified registry/companies/wikidata-asia.ndjson +6110 −1998
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