The corpus
Captured via Claude-in-Chrome DOM extraction, one rt_*.md per diary, quoted text split into artifact:quote spans and excluded, authors anonymised. At 3.15M words the reply corpus is roughly five times the size of the developer-diary corpus it answers — the players wrote far more than the developers did.
Reply volume by expansion era
Step 1 · Bag of words
Below is the complete bag of words — all 56,162 distinct tokens across the 3,143,498-token reply corpus, ranked by raw frequency, before any cleaning. The head is the usual English function words, but the community register breaks through fast: i ranks 6th and my, would, think, like all crowd the top — the first-person, speculative voice of players reacting, in sharp contrast to the diaries' instructional you / your. Page into the long tail for tens of thousands of hapax legomena (typos, proper nouns, one-off coinages). This is why Step 2 strips function words.
| rank | token | count | share |
|---|
Step 2 · Stopwords, iterated
Four stopword waves, each an independent wordset. Toggle any combination on or off — and both tables update to the union of the active waves. Salter: “keep refining until you are happy with your results.” These toggles let you run the refinement yourself, over all 3.15M reply tokens.
Survivors
| rank | token | count | share |
|---|
Removed by active waves
| rank | token | count | wave(s) |
|---|
“Removed” lists corpus tokens caught by the union of active waves; the wave(s) tag shows which active waves contain each term. With Group plurals on, regular plural and possessive forms are folded into a singular base that exists in the vocabulary (counts summed, every merged variant listed in the token cell); ≤2-character tokens are dropped by a separate length rule.
Step 3 · Word cloud
Rendered in your browser from the same #s2bag vocabulary as Step 2. Grey words belong to no thematic cluster. The default (all four waves removed, plurals separate) reproduces the cleaned cloud; toggle waves off to watch function words and dev-diary register flood back in.
Step 4 · Themes
Register of the corpus
Across 3.15M words the community voice is unmistakable: first-person and evaluative (“I think…”, “I’d love…”, “my realm”), comparative (CK2 / EU4 / Imperator as constant yardsticks), and historically opinionated. Where the diaries define systems, the replies appraise, request, correct and compare.
Characters & Lifestyles
character · trait · stress · education · lifestyle · martial · prowess
The atomic obsession persists from the diaries into the replies: players dissect traits, the lifestyle/education trees, stress, and prowess — the RPG layer they care most about.
Faith & Religion
faith · holy · church · rite · piety · crusade · christian
Religion draws sustained, often historically-pointed debate — holy sites and orders, tenets, piety, and the realism of medieval Christianity.
Realm, Title & Governance
realm · vassal · title · domain · empire · feudal · hre
The political skeleton: domain limits, vassals, succession, the Holy Roman Empire, and the administrative government of Roads to Power.
Culture, Peoples & the Map
culture · tradition · china · asia · iberia · byzantine
Culture, traditions and the map's edges — the China/Japan/Asia of All Under Heaven, the Iberian struggle, Byzantium — are a major axis of discussion.
“However in the case of the Iberian Peninsula, which is a major battleground between faiths, borders would be decided over the lines of these major rivers (mainly Douro and Tagus).”
War & Conflict
army · siege · knight · levy · cavalry · commander · supply
Even across the whole corpus, warfare is a dense cluster — armies, sieges, men-at-arms, supply, commanders, and the tactics players want back from CK2.
“Able to set up units in formation (Example Calvary or Light Infantry(You might not be cavalry Culture) in the Flanks .”
Court, Dynasty & Activities
court · dynasty · prestige · grandeur · feast · tournament · scheme
The Royal Court (the single most-replied era) dominates here — throne rooms, grandeur, court positions, artifacts — alongside feasts, tournaments and schemes.
“Over the top court physicians come to mind, whereas medieval medicine was pretty interesting and not always as primitive as leeches.”
Economy & Trade
trade · merchant · goods · market · silk · tax · gold
Long thin, then thick: the Silk & Silver trade systems — merchants, routes, markets, the silk road — light up a whole economic vocabulary.
Meta, Mods & Comparison
game · player · dlc · mod · ck2 · eu4 · imperator · feedback
The reflex of a sequel audience: constant benchmarking against CK2 / EU4 / Imperator, requests, bug reports, modding, and DLC-value debate.
“We'll be disappointed for as long as we remember the lack of nomads or merchant republics; no doubt the moment we forget, they'll be included in a new DLC.”
Each era's reply corpus has its own fingerprint
Most distinctive reply vocabulary per expansion era (mean TF-IDF). The community's focus tracks each release.
| Expansion era | Distinctive reply vocabulary |
|---|---|
| Base game | imperator, ckii, portraits, ckiii, tree, lifestyle, perk |
| Console Edition | xbox, console, consoles, lab, corrupted, radial, edition |
| Silk & Silver | merchants, goods, merchant, slavery, markets, traders, market |
| By God Alone | rite, rites, archbishop, chalcedonian, ecclesiastical, secular, ecumenical |
| Post-release patches | fixes, restart, designer, fixing, border, multiplayer, matrilineal |
| Northern Lords | azure, maa, siege, improvements, troops, raise, qol |
| Royal Court | grandeur, languages, artifacts, courts, room, traditions, hybrid |
| Fate of Iberia | iberia, struggle, dissolution, asturias, iberian, al-andalus, guanche |
| Friends and Foes | howdy, bastion, feud, avx, foes, iberia, reports |
| Tours and Tournaments | tournaments, wardens, travel, wards, weddings, regent, regencies |
| Wards and Wardens | eccentric, hostages, nurse, hostage, wet, wards, congenital |
| Legacy of Persia | persia, persian, iran, clan, iranian, seljuk, clans |
| Legends of the Dead | legitimacy, legends, plagues, legend, diseases, plague, disease |
| Roads to Power | landless, adventurers, adventurer, admin, administrative, estate, byzantium |
| Wandering Nobles | brewing, cloaks, inspection, rtp, visiting, beer, exp |
| Khans of the Steppe | nomadic, steppe, khans, turkic, nomad, nomads, tributaries |
Step 5 · Concept network
The whole-game structure emerges from the crowd: an economy arm (trade · routes · merchant · silk · market), a war arm (army · siege · supply · commander · cavalry · infantry), a lifestyle/character core (martial · diplomacy · stewardship · intrigue · learning → trait · stress · education), and a culture bridge to Asia (silk → china · japan). The tightest edge, routes–trade (PMI 4.02), shows how completely Silk & Silver's economy captured the community's attention.
Step 6 · Frequent phrases
Top bigrams
Top trigrams
A glossary of what players discuss: royal court, holy roman empire, silk road, middle ages, byzantine empire, holy sites, throne room, domain limit, flavor pack — and the tells of the register itself: real life, love the idea, behind the scenes.
Step 7 · Underwood verification
The top content term, the strongest concept edge, and the top phrase, each grounded in a representative reply. All supported.
“Will you be considering dynamic melting pot cultures?”
“Over the top court physicians come to mind, whereas medieval medicine was pretty interesting and not always as primitive as leeches.”
Stance caveat. A high count of culture or royal court means the community discussed them most — driven by which diaries drew the biggest threads (Royal Court, All Under Heaven) — not that these are the game's most important systems. Frequency measures attention, weighted by release cadence and controversy.
Step 8 · Critique — developer voice vs the crowd
The quantified contrast. Run against the developer-diary corpus with log-likelihood keyness, the two registers separate cleanly. The developers over-use the language of specification — the team's we/our and the instructional your/you, plus patch-note verbs (fixed, added). The community over-uses the language of reception — first-person my/I, modal speculation would/could, and evaluation think/like/seems.
Over-represented in the community
| term | com/10k | dev/10k | G² |
|---|---|---|---|
| would | 52.99 | 11.64 | 2155 |
| like | 51.85 | 16.58 | 1476 |
| think | 21.75 | 2.96 | 1181 |
| be | 116.59 | 66.35 | 1140 |
| it | 132.26 | 78.7 | 1126 |
| my | 29.68 | 7.53 | 1072 |
| could | 26.59 | 6.93 | 936 |
| but | 70.63 | 36.1 | 917 |
| really | 21.34 | 4.57 | 885 |
| just | 36.37 | 13.42 | 860 |
| that | 141.79 | 95.12 | 767 |
| dlc | 11.43 | 1.47 | 637 |
| me | 17.09 | 4.39 | 610 |
| seems | 8.27 | 0.52 | 584 |
Over-represented in the developers
| term | com/10k | dev/10k | G² |
|---|---|---|---|
| we | 34.93 | 97.4 | 3048 |
| our | 5.8 | 27.15 | 1597 |
| now | 18.13 | 49.13 | 1468 |
| your | 36.87 | 75.12 | 1269 |
| fixed | 4.17 | 19.1 | 1101 |
| longer | 3.0 | 12.37 | 641 |
| of | 217.63 | 274.89 | 596 |
| you | 102.09 | 141.21 | 571 |
| activity | 1.25 | 6.61 | 435 |
| their | 26.97 | 44.84 | 416 |
| interaction | 1.41 | 6.24 | 348 |
| kb | 0.0 | 1.65 | 318 |
| tooltip | 0.8 | 4.49 | 310 |
| event | 7.1 | 15.51 | 308 |
What to be suspicious of. Reply volume is dominated by a few huge threads (Royal Court, the early base-game diaries, All Under Heaven), so the corpus over-represents the systems that happened to generate controversy. Forum repliers are also the most invested slice of the audience; the silent majority leaves no text.
What it cannot see. Tone — sarcasm, excitement, anger — is invisible to word counts, yet the constant CK2/EU4/Imperator comparisons clearly carry an affect (nostalgia, anxiety about change) the frequencies only hint at. Reactions and up-votes were deliberately excluded to isolate the written voice.
Curation contingency
These findings describe the reply threads to the CK3 developer diaries — 245 threads, 48,866 posts — not the CK3 player base, and not players at large. A corpus of Steam reviews or Reddit would surface a different community vocabulary. This is the forum's most engaged room, read in full.