{
  "_why": [
    "Surfaces excluded from renaming because they are REAL-WORLD referents, not the author's",
    "invented proper nouns. The R49 rule is that ambiguous cases are deliberately RENAMED --",
    "renaming is the safe direction and leaving is the leaking one -- so this list is kept to",
    "categories that are unambiguously real: geography, demonyms, brands, and foreign-language",
    "titles or common nouns that function as ordinary address.",
    "",
    "⚠ SENSITIVITY FLOOR, stated because it is part of the result: every surface in the top 200",
    "by count was classified, and several were read IN CONTEXT first (that is how `G` was caught).",
    "Below the top 200 surfaces were NOT individually read, so a rare real-world referent may be",
    "renamed. That is the safe direction and an accepted cost, not an oversight.",
    "",
    "⚠ Hemingway is a far harder case than Bronte or Yarros for this: his fiction is saturated",
    "with real cities, real armies, real wars and four languages. The 23-form non-ASCII alphabet",
    "measured on this corpus is the same fact from the other side."
  ],
  "_caught_by_reading_in_context": {
    "G": "NOT a name. It is the fragment left by `B.G.`, `G.M.`, `G2`, `G3` -- 248 occurrences. Renaming it would have produced `B.Vasquez` inside the prose.",
    "Gran": "fragment of real names: `Gran Sasso D'Italia`, `Gran Italia` (a Milan restaurant), `Gran Hotel`.",
    "Shamba": "Swahili common noun for a farm or settlement, used throughout True at First Light as an ordinary place word.",
    "Ingles": "KEPT RENAMEABLE, deliberately. It is the gypsy band's in-world nickname for Robert Jordan, exactly parallel to Yarros's `Violence` for Violet -- a nickname is the author's invention even when the word is not."
  },
  "geography": [
    "Africa", "America", "Madrid", "Milan", "Havana", "Venice", "Cuba", "Nairobi",
    "Segovia", "Valencia", "Cannes", "Biarritz", "Laitokitok", "Boise", "York",
    "Sebastian", "San", "Gran", "States", "Paris", "Spain", "Italy", "Austria",
    "France", "Switzerland", "Kenya", "Tanganyika", "Chicago", "Michigan", "Florida",
    "Guadarrama", "Escorial", "Navacerrada", "Pamplona", "Burguete", "Bayonne",
    "Kilimanjaro", "Ebro", "Tagus", "Adriatic", "Piave", "Isonzo", "Gorizia", "Udine",
    "Torcello", "Trieste", "Bimini", "Nantucket", "Constantinople", "Smyrna"
  ],
  "demonyms_and_languages": [
    "American", "Americans", "Cuban", "Cubans", "Indian", "Indians", "Italian", "Italians",
    "German", "Germans", "Austrian", "Austrians", "Russian", "Russians", "Spanish",
    "English", "French", "Basque", "Extremaduran", "Kamba", "Wakamba", "Masai", "Mau",
    "Arap", "Swahili", "Moorish", "Negro", "Gypsy", "Gypsies", "Croat", "Hungarian"
  ],
  "brands_and_products": [
    "Perrier", "Packard", "Ford", "Fiat", "Cinzano", "Anis", "Chianti", "Marsala",
    "Bass", "Gordon", "Thermos", "Mannlicher", "Springfield", "Winchester", "Mauser"
  ],
  "foreign_titles_and_common_nouns": [
    "Tenente", "Signor", "Signora", "Signorina", "Bwana", "Memsahib", "Hapana", "Ngoma",
    "Shamba", "Don", "Dona", "Senor", "Senora", "Senorita", "Maestro", "Matador",
    "Picador", "Banderillero", "Guardia", "Ayuntamiento", "Mister", "Missus", "Doc"
  ],
  "acronym_fragments": ["G", "GI", "CP", "BG", "GM", "MP", "RAF", "PC", "SIM"]
}