Upload folder using huggingface_hub

.gitattributes

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Dockerfile

@@ -0,0 +1,59 @@
+# Inkference — Hugging Face Docker Space (CPU) with LIVE UPLOAD.
+#
+# Ships the full pipeline (Kraken + TrOCR + confidence + Groq correction + Gemini RAG)
+# and bakes the 36-page Book 1 corpus (app/deploy/book1_data), seeded on boot.
+#
+# HF builds the repo-ROOT Dockerfile, so before pushing to the Space:
+#     cp app/deploy/Dockerfile Dockerfile
+# Build context = repo root.
+FROM python:3.11-slim
+
+# System libs for the Pillow / torch / kraken image stack.
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        libgl1 libglib2.0-0 && \
+    rm -rf /var/lib/apt/lists/*
+
+# HF Spaces expect a non-root uid 1000 with a writable home.
+RUN useradd -m -u 1000 user
+WORKDIR /app
+
+# Python deps first (cached layer). Includes kraken (torch 2.10) + TrOCR + RAG + API.
+COPY app/deploy/requirements-space.txt .
+RUN pip install --no-cache-dir -r requirements-space.txt
+
+# App code + frontend + baked Book 1 data (36 pages: images + confidence + corrected).
+COPY app/pyproject.toml ./
+COPY app/src/ ./src/
+COPY app/frontend/ ./frontend/
+COPY app/deploy/book1_data/ ./book1_data/
+RUN pip install --no-cache-dir -e . --no-deps && \
+    mkdir -p /data && chown -R user:user /app /data
+
+ENV INKFERENCE_DATA_ROOT=/data \
+    HF_HOME=/home/user/.cache/huggingface \
+    PORT=7860 \
+    # --- recognition (live upload) ---
+    TROCR_MODEL_ID=microsoft/trocr-base-handwritten \
+    HTR_MAX_LONG_EDGE=1600 \
+    HTR_NUM_BEAMS=1 \
+    # --- post-correction via Groq (GROQ_API_KEY is a Space secret) ---
+    CORRECTION_ENABLED=true \
+    CORRECTION_BACKEND=api \
+    CORRECTION_API_BASE=https://api.groq.com/openai/v1 \
+    CORRECTION_API_MODEL=qwen/qwen3-32b \
+    # --- Ask-the-Archive via Gemini (GEMINI_API_KEY is a Space secret) ---
+    LLM_PROVIDER=gemini \
+    LLM_MODEL=gemini-2.5-flash
+# Set as Space secrets (Settings -> Variables and secrets): GEMINI_API_KEY, GROQ_API_KEY.
+# To use your fine-tuned recognizer, push it to the Hub and set TROCR_MODEL_ID=<user>/inkference-trocr.
+
+USER user
+
+# Pre-download models so the first request is fast (runs as 'user' -> HF_HOME matches runtime).
+RUN python -c "from sentence_transformers import SentenceTransformer as S; S('sentence-transformers/all-MiniLM-L6-v2')"
+RUN python -c "from transformers import TrOCRProcessor, VisionEncoderDecoderModel as M; TrOCRProcessor.from_pretrained('microsoft/trocr-base-handwritten'); M.from_pretrained('microsoft/trocr-base-handwritten')"
+
+EXPOSE 7860
+
+# Seed Book 1 into the (ephemeral) data root on boot, then serve API + frontend.
+CMD ["sh", "-c", "python -m inkference.store.seed_book1 --alex /app/book1_data || true; uvicorn inkference.api.main:app --host 0.0.0.0 --port ${PORT:-7860}"]

README.md

@@ -1,10 +1,90 @@
 ---
 title: Inkference
-emoji: ⚡
-colorFrom: pink
+emoji: 🪶
+colorFrom: red
 colorTo: yellow
 sdk: docker
+app_port: 7860
 pinned: false
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Inkference — HTR + RAG for historical handwriting
+
+Reader · Ask the Archive · Upload. One FastAPI container serves the Inkference UI +
+API: the 36-page **Book 1** corpus is baked in and seeded on boot, and **live upload**
+runs the full pipeline (Kraken → TrOCR → confidence → Groq correction). "Ask the
+Archive" answers over the corrected text with Gemini, citing source pages.
+
+## What the Space runs
+- **Frontend + API**: same URL (the app serves `frontend/` at `/`).
+- **Preseeded Book 1**: baked from `app/deploy/book1_data/` (images + confidence +
+  corrected/green), re-seeded into the ephemeral `/data` on every boot.
+- **Live upload**: Kraken segmentation + TrOCR recognition + per-word confidence +
+  Qwen post-correction (Groq). Works on the free 16 GB Space, but CPU-slow
+  (~minutes/page) and uploaded pages are lost on restart (ephemeral `/data`).
+- **Ask the Archive**: MiniLM + FAISS retrieval → Gemini answer + page citations,
+  with an extractive fallback if the LLM is unavailable.
+
+## Deploy steps
+
+1. **Log in to Hugging Face**: `hf auth login` (token from
+   https://huggingface.co/settings/tokens), or use the web UI.
+
+2. *(Recommended)* **Push the fine-tuned recognizer to the Hub** so uploads get good OCR
+   (otherwise the base model is used):
+   ```bash
+   hf upload <user>/inkference-trocr models/trocr_best_from_bentham
+   ```
+   Then set the Space variable `TROCR_MODEL_ID=<user>/inkference-trocr`.
+
+3. **Create a Space** → SDK **Docker** (free CPU, 16 GB).
+
+4. **Populate the Space repo** with ONLY what the image needs (do NOT push `data/`,
+   `models/`, or `notebooks/` — they're huge). From a clean checkout:
+   ```bash
+   cp app/deploy/Dockerfile Dockerfile          # HF builds the ROOT Dockerfile
+   # keep: Dockerfile, app/ (src, frontend, pyproject.toml, deploy/), app/deploy/book1_data/
+   git add Dockerfile app/ && git commit -m "Inkference Space" && git push <space-remote> main
+   ```
+
+5. **Secrets** (Space → Settings → Variables and secrets):
+   - `GEMINI_API_KEY` — Ask-the-Archive answers
+   - `GROQ_API_KEY` — post-correction
+   - *(optional)* `TROCR_MODEL_ID` — your Hub recognizer
+
+6. HF builds the image (~4–5 GB; a few minutes) and boots: it seeds Book 1, then serves.
+
+Without the keys the app still runs — correction and answers degrade to their fallbacks
+(raw OCR / extractive retrieval), still $0.
+
+## Config (env vars / Space variables)
+
+| Var | Default | Purpose |
+|---|---|---|
+| `TROCR_MODEL_ID` | `microsoft/trocr-base-handwritten` | recognizer (set to your Hub model) |
+| `HTR_MAX_LONG_EDGE` | `1600` | downscale cap (speed vs accuracy) |
+| `CORRECTION_ENABLED` / `CORRECTION_BACKEND` | `true` / `api` | Qwen correction via Groq |
+| `CORRECTION_API_MODEL` | `qwen/qwen3-32b` | Groq model |
+| `GROQ_API_KEY` | – (secret) | correction key |
+| `LLM_PROVIDER` / `LLM_MODEL` | `gemini` / `gemini-2.5-flash` | Ask-the-Archive |
+| `GEMINI_API_KEY` | – (secret) | RAG answer key |
+| `INKFERENCE_DATA_ROOT` | `/data` | ephemeral corpus store |
+
+## Caveats (free tier)
+- **Ephemeral storage**: `/data` resets on restart → Book 1 re-seeds automatically, but
+  uploaded pages are lost. For persistence, attach paid persistent storage or move the
+  store to a managed DB.
+- **CPU speed**: live upload is minutes/page (design assumed a GPU). For production, run
+  HTR on a serverless GPU (Modal/Replicate) via a `remote` executor.
+- **Sleep**: free Spaces sleep on inactivity (cold start ~30–60 s).
+
+## Local run
+
+```bash
+pip install -r requirements.txt && pip install -e ./app
+python -m inkference.store.seed_book1 --alex ~/Downloads/AlexFiles   # or store.seed for the demo
+uvicorn inkference.api.main:app --port 8000
+```
+
+See [../projectNotes/running_and_seeds.md](../projectNotes/running_and_seeds.md) for seeds/data-roots
+and [../projectNotes/inkference_platform_plan.md](../projectNotes/inkference_platform_plan.md) for the plan.

app/deploy/book1_data/moredata/confidence/B1_P012.txt

@@ -0,0 +1,17 @@
+=== Buch 1, Seite 012 ===
+SCHWELLE: 0.7
+UNSICHERE_WÖRTER: 7 von 43
+
+[L01] ms.(0.99) germ.(0.83) <<quart.>>(0.55) 222(0.96)
+[L02] Journal(0.93) of(1.00) a(1.00) journey(0.99)
+[L03] from(1.00) London(0.95) to(1.00) Plymouth(0.99)
+[L04] <<&.>>(0.53) <<A>>(0.53) Voyage(1.00)
+[L05] on(1.00) board(1.00) his(1.00) Majesty's(1.00) Ship(1.00)
+[L06] the(1.00) <<Resolution>>(0.33)
+[L07] Captain(1.00) Cook(0.99) Commander(0.97)
+[L08] from(1.00) <<E>>(0.49) <<usmouth>>(0.45)
+[L09] to(0.98) the(1.00) Cape(1.00) of(1.00) good(0.98) Hope.(0.99)
+[L10] from(1.00) July(1.00) y.(0.75) <<13°November>>(0.60)
+[L11] Ex(0.98)
+[L12] ((0.88) Biblinth.(0.72) Regie(0.99)
+[L13] Berclines(0.78)

app/deploy/book1_data/moredata/confidence/B1_P014.txt

@@ -0,0 +1,34 @@
+=== Buch 1, Seite 014 ===
+SCHWELLE: 0.7
+UNSICHERE_WÖRTER: 28 von 193
+
+[L01] <<ly>>(0.51)
+[L02] Journal(0.99) of(1.00) all(1.00) the(1.00) <<incidents>>(0.46) previous(0.99)
+[L03] to(1.00) my.(0.92) Appointment.(0.92) &(0.86) after(1.00) <<tillover>>(0.48)
+[L04] departure(0.86) from(1.00) Plymouth(0.99)
+[L05] <<12.>>(0.65) <<May>>(0.61) y(0.75)
+[L06] May(0.93)
+[L07] <<Mr>>(0.58) <<Irwin,>>(0.59) who(1.00) had(1.00) not(1.00) seen(1.00) me(1.00)
+[L08] even(0.93) <<since.>>(0.67) I(0.98) left(1.00) <<London,>>(0.61) in(1.00) the(1.00) year(1.00) 1769,(0.73) came(1.00)
+[L09] rate(0.79) in(1.00) the(1.00) <<morning>>(0.24) &(0.96) in(1.00) a(1.00) very(1.00) mysterious(1.00)
+[L10] manner(0.99) told(0.87) me,(1.00) that(1.00) <<M.>>(0.53) Banks(0.99) did(1.00) not(1.00)
+[L11] go,(0.99) the(1.00) <<Resolution>>(0.58) to(0.97) the(1.00) <<both>>(0.49) Seas,(0.98) &(1.00) ask(0.98)
+[L12] whether(1.00) I(1.00) would(0.94) go;(0.99) I(1.00) told(1.00) if(1.00) a(1.00) proper(1.00) <<provision>>(0.69)
+[L13] <<wise>>(0.64) made(1.00) for(1.00) me(0.99) <<of>>(0.53) my(1.00) Family,(1.00) I(1.00) would(1.00) not(1.00)
+[L14] georye(0.98)
+[L15] hesitate(0.95) one(1.00) moment,(0.99) but(1.00) my(1.00) Son,(0.89) must(0.99)
+[L16] in(1.00) that(1.00) case(0.98) go(0.93) with(1.00) me,(0.99) being(1.00) both(1.00) as(1.00)
+[L17] a(0.99) Nationalist(0.77) &(1.00) a(1.00) tolerable(1.00) Draughtoman(0.78)
+[L18] well(0.98) qualified(1.00) for(1.00) to(1.00) assist,(0.99) no(0.90) Mr.(0.74) <<Irwin>>(0.12)
+[L19] seimes(0.89) to(0.94) like(0.99) it(1.00) desired(0.94) me(1.00) to(1.00) keep(1.00) upon(1.00)
+[L20] this(1.00) application(0.90) the(1.00) <<strongest>>(0.21) secrecy,(0.98) &(0.73) <<told>>(0.38)
+[L21] that(0.95) he(1.00) had(1.00) it(1.00) in(1.00) his(1.00) power(1.00) to(1.00) recom-(0.90)
+[L22] many(0.82) one(0.86) in(1.00) such(1.00) a(1.00) manner(0.99) that(1.00)
+[L23] I(0.77) would(1.00) be(0.96) certainly(1.00) employed(1.00) in(1.00) the(1.00)
+[L24] <<Expedition;>>(0.69) &(1.00) <<542>>(0.42) he(1.00) was(1.00) to(1.00) break(0.99) <<left>>(0.24)
+[L25] with(0.96) Mr(0.84) Stephens(0.96) he(0.99) would(0.99) speak(1.00) to(1.00)
+[L26] <<thing>>(0.12) about(1.00) <<the>>(0.54) next(1.00) day(1.00) <<up>>(0.37) <<six>>(0.46)
+[L27] ner(0.91) he(0.94) came(1.00) to(1.00) me(0.99) again,(1.00) &(1.00) told(0.99) me(1.00)
+[L28] <<0>>(0.07) <<0>>(0.42)
+[L29] that(1.00) Mr(0.99) Stephens(0.88) had(0.99) taken(1.00) down(0.97)
+[L30] my(1.00)

app/deploy/book1_data/moredata/confidence/B1_P015.txt

@@ -0,0 +1,30 @@
+=== Buch 1, Seite 015 ===
+SCHWELLE: 0.7
+UNSICHERE_WÖRTER: 20 von 166
+
+[L01] <<s>>(0.33)
+[L02] 
+[L03] my(1.00) name,(1.00) qualification(0.99) &(0.99) place(0.96) of(1.00) <<a>>(0.59) <<side>>(0.42) &(0.97)
+[L04] added(0.86) he(0.90) thought(1.00) this(1.00) were(1.00) a(1.00) great(1.00) step(0.99) &(1.00)
+[L05] that(1.00) I(1.00) should(1.00) continue(1.00) to(1.00) keep(1.00) the(1.00) affair(0.98)
+[L06] very(1.00) secret.(0.99)
+[L07] May(1.00) <<4.>>(0.64) <<24.>>(0.60) <<I>>(0.63) saw(1.00) Mr.(0.83) Baines(0.83) <<Barrington>>(0.53) &(1.00) told(0.99) him(1.00)
+[L08] that(0.97) Mr(0.97) Banks(0.94) or(0.92) not(1.00) go,(1.00) &(0.84) as(0.99) he(1.00) was(1.00) as-(1.00)
+[L09] <<kine>>(0.47) whether(1.00) it(0.93) was(1.00) <<two>>(0.20) <<of>>(0.63) it;(0.80) I(0.89) told,(0.98) I(0.97)
+[L10] had(1.00) heart(0.72) that(0.90) he(1.00) had(1.00) already(0.99) <<scared>>(0.14)
+[L11] his(1.00) Equipage(0.95) &(1.00) cloth,(0.92) books(0.99) &(0.88) Instru-(0.71)
+[L12] ments(1.00) to(1.00) be(1.00) taken(0.98) out(1.00) of(1.00) the(1.00) Resolution(0.96)
+[L13] &(0.99) that(1.00) she(1.00) was(1.00) repairing(0.95) at(1.00) Sheerness,(0.92)
+[L14] having(1.00) heard(0.95) this(1.00) from(1.00) an(1.00) acquaintance,(0.98)
+[L15] who(1.00) was(0.99) well(1.00) <<acquainted>>(0.46) with(1.00) Mr.(0.98) She-(0.90)
+[L16] phens.(0.77) <<Mr>>(0.41) Barrington.(0.73) hereupon(1.00) <<as>>(0.61) <<become:>>(0.59)
+[L17] In(0.83) case(0.96) provision(1.00) was(1.00) made(1.00) for(1.00) me(0.95)
+[L18] &(0.98)
+[L19] family,(1.00) whether(1.00) I(1.00) would(0.99) <<go,>>(0.44) I(1.00) told,(0.98)
+[L20] I(0.74) would,(1.00) provided(0.96) my(1.00) Son(0.91) Geomo(0.70) was(1.00)
+[L21] likewise(1.00) appointed.(0.90) He(1.00) approved(0.98) of(1.00) his(0.86)
+[L22] condition(1.00) &(1.00) desired(1.00) <<me>>(0.53) to(1.00) carry(0.99) a(1.00) letter(0.99)
+[L23] to(0.99) <<III.>>(0.69) Butler(0.80) on(0.96) the(1.00) <<Subject>>(0.33) to(0.99) the(1.00)
+[L24] 
+[L25] admiralty.(0.94) I(1.00) brought(1.00) it(0.95) to(1.00) his(1.00) house(1.00)
+[L26] but(1.00) found(1.00) him(1.00) not(1.00) at(1.00) <<home.>>(0.58)

app/deploy/book1_data/moredata/confidence/B1_P016.txt

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+=== Buch 1, Seite 016 ===
+SCHWELLE: 0.7
+UNSICHERE_WÖRTER: 22 von 173
+
+[L01] May(0.88) <<4.>>(0.35) 27(0.87) I(0.95) heard(1.00) that(1.00) Mr.(0.93) Divington's(0.77) letter(0.94) had(0.82) been(1.00)
+[L02] read(0.98) by(0.95) Mr(0.95) <<Butler>>(0.57) at(1.00) the(1.00) board(1.00) &(1.00) that(1.00)
+[L03] Lord(1.00) <<Palmerstone>>(0.61) had(1.00) added,(0.99) I(1.00) have(1.00) hear(0.75)
+[L04] <<4.30°>>(0.57)
+[L05] June(1.00)
+[L06] of(1.00) that(1.00) Man(1.00) a(1.00) very(1.00) good(1.00) character(1.00) &(0.90)
+[L07] I(0.99) believe(1.00) he(1.00) could(1.00) do(1.00) in(1.00) that(1.00) branch,(0.78)
+[L08] he(1.00) is(1.00) intended(0.98) for,(1.00) as(1.00) much(1.00) as(1.00) any(1.00)
+[L09] man(1.00) in(0.95) the(1.00) <<Kingworn.>>(0.46) out(0.88) as(1.00) no(1.00) other(0.83)
+[L10] resolution(0.97) was(1.00) taken(1.00) <<Mr.>>(0.69) Barrington(0.86) <<the>>(0.54)
+[L11] <<I>>(0.67) should(0.99) give(1.00) up(1.00) all(1.00) thoughts(0.97) of(1.00) going.(1.00)
+[L12] <<W.>>(0.31) Bavington(0.75) took(1.00) the(1.00) resolution(1.00) to(1.00)
+[L13] write(0.98) one(1.00) some(0.93) more(1.00) to(1.00) Lord(1.00) Sandwich(0.99)
+[L14] to(1.00) Hinchinbrooke(0.85) &(1.00) to(1.00) join(1.00) to(1.00) his(1.00) letter(0.86)
+[L15] the(1.00) Resolution(1.00) of(1.00) the(1.00) House(1.00) of(1.00) Commons(0.83)
+[L16] <<quanting>>(0.54) <<400>>(0.63) <<lb>>(0.22) for(1.00) <<carrying>>(0.64) on(1.00) disco(0.91)
+[L17] veries(0.78) to(0.99) the(1.00) Southwards(0.97) not(1.00) <<mention->>(0.64)
+[L18] ning(0.98) any(1.00) particular(0.76) person(0.98) to(0.94) whom(1.00)
+[L19] it(0.99) might(1.00) be(1.00) given;(0.81) though(1.00) Dr(0.98) Lind's(0.81) n(0.85)
+[L20] had(1.00) been(1.00) mentioned(0.98) in(1.00) the(1.00) house.(0.98)
+[L21] and(0.98) the(1.00) letter(0.97) was(1.00) written(1.00) accordingly(0.98)
+[L22] a(0.95) letter(0.99) of(1.00) a(0.82) Sandwich(0.98) came,(1.00) <<utmost>>(0.12)
+[L23] <<ting>>(0.27) that(1.00) he(0.98) wished(1.00) to(1.00) <<see>>(0.36) Mr.(0.97) <<Barringt.>>(0.58)
+[L24] Tuesday(0.92) <<ye>>(0.19) <<32.>>(0.64) &(0.81) especially(0.71) did(1.00) he(0.95) <<ask,>>(0.61)
+[L25] whether(1.00) I(1.00) could(1.00) go(1.00) at(1.00) a(1.00) moment's(0.74)
+[L26] <<warning>>(0.60)

app/deploy/book1_data/moredata/confidence/B1_P017.txt

@@ -0,0 +1,28 @@
+=== Buch 1, Seite 017 ===
+SCHWELLE: 0.7
+UNSICHERE_WÖRTER: 31 von 165
+
+[L01] warning:(0.75) for(0.99) which(1.00) purpose,(0.83) <<still,>>(0.58) not(0.78)
+[L02] me(1.00) the(1.00) Question,(0.97) whether(1.00) he(1.00) could(0.97) <<brought>>(0.16)
+[L03] this(0.99) to(1.00) B(0.85) Sandwich.(0.86) I(0.73) said(1.00) I(1.00) would(1.00) en-(0.99)
+[L04] deavour(0.99) to(1.00) be(1.00) ready(1.00) in(1.00) a(1.00) few(1.00) days.(1.00) <<I>>(0.65)
+[L05] Juney(0.93) <<?>>(0.10) <<Mr>>(0.60) Barington(0.71) spoke(1.00) to(1.00) <<L.>>(0.53) Sandwich,(0.84) who(1.00)
+[L06] June(1.00)
+[L07] seemed(0.99) <<bleased>>(0.55) with(1.00) the(1.00) plan(1.00) &(1.00) my(1.00) cho-(0.93)
+[L08] <<raiter,>>(0.56) &(1.00) as(1.00) he(1.00) heard(1.00) of(1.00) my(1.00) <<reassness>>(0.35)
+[L09] <<hisLordship>>(0.52) was(1.00) still(1.00) more(1.00) released.(0.73)
+[L10] <<IT>>(0.31) <<Solander>>(0.52) told(1.00) me,(1.00) that(1.00) <<he>>(0.57)
+[L11] it(1.00) was(1.00) not(1.00) certain,(1.00) whether(1.00) Mr.(0.78) Banks(0.77)
+[L12] would(0.89) go(1.00) or(1.00) not;(0.98) but(1.00) that(1.00) it(1.00) would(1.00) be(1.00)
+[L13] decided,(1.00) next(0.99) <<Wiednesday>>(0.41) <<Irene>>(0.67) <<ye>>(0.64) 11th(0.78)
+[L14] or(0.86) then(0.71) Mr(0.71) Banks(0.86) would(0.90) have(1.00) a(1.00)
+[L15] <<mixate>>(0.48) Audience(0.99) of(0.91) his(1.00) Majesty(0.81)
+[L16] I(0.78) <<hat>>(0.64) my(0.73) <<day>>(0.57) at(0.94) the(1.00) Club(0.73) <<of>>(0.22) Banks(0.91) past(0.90) <<men's>>(0.43) that(0.81) in(0.76) their(0.73) was(0.91) made(1.00)
+[L17] in(1.00) <<into>>(0.24) <<my>>(0.46) <<recovery>>(0.43)
+[L18] I(0.84) <<Sandwin>>(0.62) <<suspecting>>(0.66) <<that>>(0.50) Mr(0.98) <<Banks>>(0.53)
+[L19] would(0.99) endeavour(0.73) to(1.00) obtain(1.00) <<a>>(0.63) new(0.81) Ship,(0.99)
+[L20] he(0.99) went(1.00) to(1.00) His(1.00) Majesty,(0.99) &(1.00) said(0.98) the(1.00) plan(1.00)
+[L21] of(1.00) sending(0.82) me,(0.97) on(1.00) the(1.00) Expedition,(0.99) with(1.00)
+[L22] the(1.00) Character(0.99) given(0.99) <<me>>(0.48) by(1.00) Mr.(0.73) Barrington(0.74)
+[L23] before(1.00) the(1.00) ring,(0.98) who(1.00) was(1.00) <<graciously>>(0.70)
+[L24] pleased(0.99)

app/deploy/book1_data/moredata/confidence/B1_P020.txt

@@ -0,0 +1,28 @@
+=== Buch 1, Seite 020 ===
+SCHWELLE: 0.7
+UNSICHERE_WÖRTER: 37 von 163
+
+[L01] pleased(0.83) to(1.00) approve(0.96) of(1.00) my(1.00) going(1.00) on(1.00) the(1.00)
+[L02] <<0>>(0.06) <<0>>(0.47)
+[L03] Canadian(0.88) &(1.00) by(1.00) this(1.00) 2(0.85) Sandwich(0.99) <<hardcore>>(0.36)
+[L04] any(0.91) further(0.99) application(0.98) from(1.00) Mr(0.99) Banks(0.80)
+[L05] <<side.>>(0.63)
+[L06] June(1.00) <<16th>>(0.47) The(1.00) <<Chief>>(0.61) Members(0.83) of(1.00) the(1.00) Council(1.00) of(1.00)
+[L07] <<Rural>>(0.57) Society(0.99) Signed(0.72) a(1.00) <<Certificate>>(0.43) in(1.00)
+[L08] my(1.00) favour,(0.98) recommending(0.80) me(1.00) as(1.00) a(1.00)
+[L09] <<poroner>>(0.40) <<person>>(0.39) for(1.00) going(1.00) on(1.00) the(1.00) Expedition(0.87)
+[L10] <<ane>>(0.28) <<ye>>(0.47) 7th(0.73) <<ill>>(0.21) Hudson(0.86) spoke(1.00) to(1.00) me(1.00) about(1.00) the(1.00) affair(1.00)
+[L11] June(0.91)
+[L12] &(0.96) told(0.99) me(1.00) that(1.00) he(1.00) had(0.99) recommended(0.99)
+[L13] me(0.99) to(1.00) <<met>>(0.69) <<Dy>>(0.37) <<son>>(0.65) &(1.00) to(0.95) Sir(1.00) Gilbert(0.99) <<Elliot>>(0.60)
+[L14] &(1.00) said,(1.00) that(1.00) as(0.99) there(0.95) had(0.99) been(1.00) an(1.00) <<inter>>(0.61)
+[L15] tion(0.99) to(1.00) make(1.00) a(1.00) motion(1.00) in(1.00) the(1.00) house(1.00)
+[L16] of(1.00) Commons(1.00) Friday(0.93) last(1.00) in(1.00) my(1.00) favour(0.81)
+[L17] Mr.(0.88) <<Thips>>(0.44) &(0.98) Mr(1.00) <<Burke>>(0.70) <<has>>(0.62) been(1.00) <<oil>>(0.17)
+[L18] ling(0.84) to(1.00) oppose(0.96) it;(0.98) &(1.00) that(1.00) it(1.00) would(1.00) <<cease>>(0.52)
+[L19] great(0.98) difficulties(1.00) in(0.97) regard(0.99) to(1.00) the(1.00) <<mono>>(0.25)
+[L20] <<MR>>(0.20) <<Burks,>>(0.61) Burke(0.72) <<&>>(0.55) <<Philips>>(0.37) wanted(1.00) to(1.00)
+[L21] have(1.00) an(1.00) <<interview>>(0.55) with(1.00) Mr(1.00) <<Hughes>>(0.26) Palliser(0.94)
+[L22] <<&>>(0.26) Mr(0.96) Stephens(1.00) at(1.00) the(1.00) Speakers,(0.99) but(1.00) <<LP>>(0.16)
+[L23] <<Sandwick>>(0.52) <<had>>(0.59) already(0.99) saw(0.84) the(1.00) <<streetess>>(0.67)
+[L24] <<ins>>(0.25) <<of>>(0.29) them,(0.99) not(1.00) to(1.00) go(0.96)

app/deploy/book1_data/moredata/confidence/B1_P021.txt

@@ -0,0 +1,26 @@
+=== Buch 1, Seite 021 ===
+SCHWELLE: 0.7
+UNSICHERE_WÖRTER: 18 von 124
+
+[L01] June(1.00) <<4.0°>>(0.54)
+[L02] <<de>>(0.20)
+[L03] <<there;>>(0.52) by(0.94) which(1.00) means(1.00) they(1.00) <<desquired>>(0.51) of(0.98)
+[L04] <<reconfiling>>(0.59) <<&>>(0.68) Sandwich(0.97)
+[L05] The(1.00) House(1.00) of(1.00) Commons(1.00) <<oro>>(0.62) <<ke>>(0.52) up(0.96) &(1.00)
+[L06] on(0.99) act(0.70) of(1.00) the(1.00) <<Infrequently>>(0.61) of(1.00) the(1.00)
+[L07] Members,(1.00) my(1.00) name(1.00) could(1.00) not(1.00) be(1.00)
+[L08] mentioned(0.98) in(1.00) the(1.00) house.(1.00)
+[L09] <<North>>(0.36) spoke(0.99) to(1.00) Mr(0.80) Barrington,(0.90) who(1.00)
+[L10] argued(0.87) the(1.00) case,(0.88) &(1.00) <<showed>>(0.51) that(1.00) as(0.98) the(1.00)
+[L11] resolution(0.94) of(1.00) the(1.00) house(1.00) had(1.00) not(0.98) d(0.72)
+[L12] lind's(0.78) name(0.99) mentioned,(0.99) the(1.00) many(0.98)
+[L13] could(0.99) be(1.00) applied(0.89) to(1.00) any(1.00) other(1.00) par-(0.95)
+[L14] son(0.98) <<giving>>(0.68) on(1.00) the(1.00) same(1.00) Expedition(1.00)
+[L15] <<North>>(0.68) having(0.99) mentioned(0.98) the(1.00) case(1.00)
+[L16] to(1.00) His(0.98) Majesty,(1.00) the(1.00) money(1.00) was(1.00) or-(1.00)
+[L17] dered(0.96) to(1.00) be(0.91) <<issued>>(0.18) to(0.97) me(0.99) from(1.00)
+[L18] His(0.99) Majesty's(0.86) civil(1.00) List(0.95) &(0.99) that(1.00)
+[L19] at(1.00) the(1.00) <<meeting>>(0.60) of(1.00) the(1.00) House(1.00)
+[L20] of(1.00) Commons(1.00) at(0.92) <<shows>>(0.70) be(0.99) decided(1.00)
+[L21] whether(0.93) the(1.00) money(0.99) should(1.00) go(1.00) to(1.00)
+[L22] <<mer>>(0.54) to(0.95) <<&>>(0.37) Lind(0.89)

app/deploy/book1_data/moredata/confidence/B1_P024.txt

@@ -0,0 +1,27 @@
+=== Buch 1, Seite 024 ===
+SCHWELLE: 0.7
+UNSICHERE_WÖRTER: 12 von 160
+
+[L01] s(0.79)
+[L02] From(1.00) this(1.00) day(0.80) I(1.00) could(1.00) first(1.00) consider(1.00) my-(1.00)
+[L03] self(0.90) as(0.98) <<being>>(0.48) appointed(0.98) by(1.00) <<his>>(0.49) Majesty(1.00)
+[L04] on(1.00) the(1.00) Expedition.(0.99) The(1.00) Order(0.99) signed(1.00) by(1.00) the(0.99)
+[L05] <<King>>(0.47) imported(0.93) that(1.00) 1795.(0.89) I(1.00) should(1.00) be(1.00) paid(1.00)
+[L06] to(1.00) me(1.00) by(1.00) the(1.00) Exchequer,(1.00) which(1.00) I(0.98) <<receive>>(0.53)
+[L07] <<accordingly>>(0.67) some(1.00) says(1.00) afterwards.(1.00)
+[L08] the(0.72) same(1.00) day(0.99) I(1.00) went(1.00) to(1.00) <<Mr.>>(0.67) Banks(0.85) &(0.98) not(1.00)
+[L09] finding(0.73) him(1.00) at(1.00) home(1.00) I(1.00) wrote(1.00) a(1.00) note(0.98) to(1.00)
+[L10] him(0.98) desiring(0.77) him(1.00) to(1.00) appoint(0.99) me(1.00) a(1.00)
+[L11] day,(1.00) when(0.98) I(1.00) could(1.00) have(1.00) the(1.00) favour(0.96) to(1.00)
+[L12] speak(0.92) to(1.00) him;(0.96) <<for>>(0.70) being(1.00) appointed(0.75) by(0.99)
+[L13] his(1.00) Majesty(0.99) to(0.96) go(1.00) on(1.00) the(1.00) Expedition,(0.99)
+[L14] I(0.94) wished(1.00) to(1.00) be(1.00) informed(0.99) by(1.00) him(1.00) <<to>>(0.16) me(0.91)
+[L15] particulars(0.97) relative(1.00) to(1.00) my(1.00) <<equipment>>(0.60)
+[L16] &(0.99) having(1.00) always(1.00) been(1.00) favoured(0.97) with(1.00)
+[L17] his(1.00) friendship(1.00) I(0.93) hoped,(0.99) he(1.00) would(1.00) add(0.97)
+[L18] this(0.98) to(0.98) the(1.00) many(1.00) obligations(0.83) he(0.99)
+[L19] had(1.00) already,(0.98) laid(1.00) me(0.98) under(1.00)
+[L20] <<as>>(0.53) it(0.95) was(1.00) just(1.00) going(0.90) away(1.00) Dr(0.92) <<Scharter>>(0.44)
+[L21] came(1.00) in,(0.99) I(0.94) told(0.99) of(1.00) my(1.00) going(1.00) &(0.99) <<began>>(0.29)
+[L22] likewise(0.99) his(1.00) advice,(0.96) He(1.00) congratulated(0.77)
+[L23] are(0.86) coolly(0.97) &(1.00) was(1.00) civil;(0.98) but(1.00) the(1.00) moment(1.00)

app/deploy/book1_data/moredata/confidence/B1_P025.txt

@@ -0,0 +1,31 @@
+=== Buch 1, Seite 025 ===
+SCHWELLE: 0.7
+UNSICHERE_WÖRTER: 21 von 171
+
+[L01] June(0.96) y(0.98)
+[L02] June(1.00) 4(0.92)
+[L03] I(0.93) on(0.79) purpose(1.00) told(1.00) him(1.00) &(1.00) <<Dr>>(0.58) Lind,(0.95) that(0.98)
+[L04] the(1.00) money(1.00) for(1.00) Daino(0.70) was(1.00) out(0.98) of(1.00) the(0.97)
+[L05] Question(0.78) &(1.00) that(1.00) I(1.00) should(1.00) have(1.00) mine(0.88)
+[L06] <<isoued>>(0.68) from(1.00) the(1.00) <<civil>>(0.69) <<List>>(0.63) of(1.00) His(0.78)
+[L07] &(0.99) <<reserve>>(0.08) dress(0.97)
+[L08] <<Majorty;>>(0.61) the(1.00) coolness(0.77) <<wore>>(0.68) off,(1.00) &(1.00) all(1.00)
+[L09] gloom(0.97) was(1.00) at(1.00) once(1.00) carries(0.87) off(1.00) <<upon.>>(0.50)
+[L10] their(0.99) <<tases,>>(0.57) <<or>>(0.37) the(0.97) really(0.72) gave(1.00) me(1.00) some(1.00)
+[L11] good(1.00) information(1.00) relative(1.00) to(1.00) many(1.00)
+[L12] particulars.(0.89)
+[L13] <<s>>(0.25)
+[L14] <<Mr>>(0.51) <<Banks>>(0.56) sent(1.00) me(1.00) word(0.99) that(1.00) I(1.00) might(0.97)
+[L15] see(0.99) him(1.00) the(1.00) next(1.00) day.(0.73)
+[L16] <<Name>>(0.16) to(1.00) see(1.00) <<W.>>(0.57) Banks(0.88) &(1.00) begged(0.84) of(1.00) him(0.97) the(1.00) favour(0.93)
+[L17] to(1.00) give(1.00) me(1.00) some(1.00) informations(0.89) relative(0.99) to(1.00) my(1.00)
+[L18] <<Equipment,>>(0.62) adding(1.00) that(1.00) I(1.00) knew(0.91) very(1.00) well,(0.94) the(1.00)
+[L19] necessity(0.83) of(1.00) common(1.00) articles,(0.96) but(0.99) I(1.00) <<shift>>(0.18) that(0.98)
+[L20] by(1.00) his(1.00) experience(1.00) he(1.00) must(1.00) have(1.00) found(1.00) out,(1.00)
+[L21] the(1.00) <<conscience>>(0.28) or(1.00) inconvenience(0.82) of(1.00) many(1.00)
+[L22] things,(1.00) which(1.00) could(1.00) not(1.00) be(1.00) <<frozen>>(0.54) at(1.00) such(1.00)
+[L23] a(1.00) distance,(0.99) or(0.83) did(1.00) not(1.00) occur(1.00) to(1.00) one(1.00) who(1.00) had(1.00)
+[L24] not(1.00) been(1.00) on(1.00) the(1.00) Voyage:(0.99) N.Banks(0.72) declared(1.00)
+[L25] he(1.00) would(1.00) give(1.00) me(1.00) any(1.00) information(0.96) &(0.97) I(0.95)
+[L26] should(0.96) ask(0.95) him(1.00) <<Questions>>(0.39) &(1.00) he(1.00) would(1.00) <<must>>(0.32)
+[L27] me(1.00)

app/deploy/book1_data/moredata/confidence/B1_P028.txt

@@ -0,0 +1,29 @@
+=== Buch 1, Seite 028 ===
+SCHWELLE: 0.7
+UNSICHERE_WÖRTER: 28 von 208
+
+[L01] me.(1.00) I(1.00) told(1.00) that(1.00) as(1.00) I(1.00) was(1.00) unacquainted,(0.74) <<with>>(0.23) the(1.00)
+[L02] peculiar(0.97) &(1.00) <<unposition>>(0.32) particulars(0.98) I(0.91) only(1.00) wished(1.00)
+[L03] to(1.00) be(1.00) by(1.00) him(1.00) <<instructed>>(0.43) in(0.99) regard(0.99) to(0.99) them,(0.99) but(1.00)
+[L04] Mr.(0.75) <<Tounks>>(0.39) declined,(0.93) this(1.00) &(0.89) <<repeated>>(0.41) I(0.99) should(0.95) ask(1.00)
+[L05] 
+[L06] him(1.00) questions(0.79) &(1.00) he(1.00) <<would>>(0.66) answer.(0.94) a(0.87) great(1.00) many(1.00)
+[L07] more(1.00) company(0.92) coming(1.00) in(1.00) I(0.74) on(1.00) purpose(1.00) asked(0.78)
+[L08] only(0.98) a(1.00) few(1.00) trifling(0.74) questions(0.71) &(0.83) then(1.00) applied(1.00)
+[L09] to(1.00) him(1.00) for(1.00) to(1.00) let(0.99) me(0.99) see(1.00) the(1.00) drawings(0.99) of(1.00) <<his>>(0.60)
+[L10] plants.(0.99) He(1.00) replied(1.00) this(1.00) would(1.00) be(1.00) of(1.00) little(1.00) use(0.99)
+[L11] to(1.00) me,(1.00) &(0.99) excused(0.77) himself(1.00) with(1.00) want(0.93) at(1.00) time(0.97)
+[L12] &(0.95) then(0.99) said,(0.98) since(1.00) I(0.99) saw,(1.00) he(1.00) declined(1.00) to(1.00) do(1.00) it(1.00)
+[L13] I(1.00) would(1.00) not(1.00) insist(0.87) upon(0.99) it(1.00) hereupon(1.00) Mr(0.77) <<13am>>(0.61)
+[L14] asked(0.90) me(1.00) when(1.00) she(0.89) Ship(1.00) would(0.98) <<sell.>>(0.45) I(1.00) told(1.00)
+[L15] I(0.99) did(1.00) not(1.00) know,(1.00) but(1.00) <<suspected>>(0.63) it(1.00) would(0.99)
+[L16] <<or>>(0.59) Sunday(0.93) sex(0.74) <<night>>(0.28)
+[L17] happen(0.99) on(1.00) Saturday(0.98) next,(0.99) then(1.00) he(1.00) desired(0.78)
+[L18] me(1.00) to(1.00) come(0.99) Saturday(0.99) next.(1.00) I(1.00) met(0.96) Capt.(0.78)
+[L19] that(0.99) day(1.00) at(1.00) <<Mr>>(0.47) <<Banks's>>(0.34) &(0.99) went(1.00) with(1.00) nine(0.80) to(1.00) the(0.95)
+[L20] Admiralty(0.99) <<where>>(0.70) a(1.00) board(1.00) of(1.00) longitude(1.00) was(1.00)
+[L21] to(1.00) be(1.00) held,(1.00) in(1.00) order(1.00) to(1.00) see(1.00) there(1.00) <<.>>(0.21) <<Mr.>>(0.65) Hormby.(0.72)
+[L22] then(1.00) went(1.00) with(1.00) <<Cape>>(0.37) Cook(0.84) home,(0.98) o(0.74) <<wave>>(0.65) him(1.00)
+[L23] to(0.88) dinner.(1.00)
+[L24] <<went>>(0.50) to(1.00) the(1.00) Treasury(1.00) &(1.00) Exchequer(0.92) &(1.00) <<got>>(0.60) <<179>>(0.67) <<5.>>(0.57) <<E>>(0.20) pei(0.80)
+[L25] <<me:>>(0.60) 95(0.96) of(1.00) which(1.00) were(0.99) to(1.00) defray(0.97) <<the>>(0.67) <<Expences>>(0.61) <<N.>>(0.39)

app/deploy/book1_data/moredata/confidence/B1_P029.txt

@@ -0,0 +1,29 @@
+=== Buch 1, Seite 029 ===
+SCHWELLE: 0.7
+UNSICHERE_WÖRTER: 32 von 186
+
+[L01] <<puney>>(0.56) 20th(0.98) all(0.94) my(1.00) baggage(0.90) was(1.00) sent(1.00) on(1.00) board(0.99) the(0.99)
+[L02] Resolution(0.93) by(1.00) the(1.00) Sheerness.(0.89) <<payout.>>(0.61)
+[L03] June(0.93) <<4th>>(0.52) <<String>>(0.18) <<completed>>(0.41) my(0.99) Equipment.(1.00) I(1.00) took(1.00) leave(0.99)
+[L04] <<by>>(0.24) <<friends>>(0.69)
+[L05] of(1.00) my(1.00) Family,(0.87) &(0.95) took(0.99) a(1.00) <<post-things>>(0.57) for(0.98) Plymouth,(0.98)
+[L06] The(1.00) Resolution(1.00) having(1.00) left(1.00) <<to>>(0.49) <<Spearness>>(0.34) <<y>>(0.22) <<22°.>>(0.62)
+[L07] <<We>>(0.51) passed(0.99) through(1.00) Brenton(0.99) a(1.00) dirty(1.00) town,(0.99) came(1.00) to(1.00)
+[L08] Aounslow,(0.96) all(1.00) a(1.00) fine(1.00) &(1.00) cultivated(1.00) country,(1.00) then(0.82)
+[L09] passed(0.99) Avaslow(0.91) <<Heath,>>(0.62) filled(0.99) with(1.00) <<furge>>(0.61) &(0.98) <<gallous>>(0.47)
+[L10] both(1.00) a(1.00) disgrace(0.81) to(1.00) the(1.00) Country.(1.00) Dined(0.92) at(1.00) Stain-(0.74)
+[L11] bridge:(0.95) passed(1.00) over(1.00) the(1.00) <<uncultivated>>(0.65) hills(1.00) on(1.00)
+[L12] <<Baghd>>(0.43) common,(0.99) which(1.00) <<furnishy>>(0.40) London(0.96) <<Mac->>(0.62)
+[L13] <<rets>>(0.69) with(1.00) the(1.00) finest(0.98) mutton,(0.73) but(1.00) in(1.00) my(1.00) o-(1.00)
+[L14] pinion(0.75) would(1.00) be(1.00) better(1.00) employed(1.00) in(1.00) <<plm->>(0.54)
+[L15] tations(0.99) chiefly(1.00) of(1.00) oak.(0.99) The(0.88) same(1.00) country(1.00) con-(0.89)
+[L16] tinues(0.98) to(1.00) <<Marcel>>(0.46) green,(0.91) where(0.95) we(0.98) went(0.99) to(1.00)
+[L17] Basingstock(0.99) an(0.99) ancient(1.00) town;(0.88) <<Immunology>>(0.20)
+[L18] we(1.00) passed(1.00) Sutton(0.97) &(1.00) Stockbridge,(0.99) &(1.00) having(0.99) <<closed>>(0.36)
+[L19] the(1.00) <<Sleak>>(0.36) &(1.00) <<crazy>>(0.19) <<health>>(0.39) of(0.96) the(1.00) plains(0.97)
+[L20] of(1.00) salisbury,(0.85) we(0.98) reached(1.00) that(1.00) ancient(1.00) city.(0.94)
+[L21] the(1.00) Spire(0.98) &(0.71) <<remarkable>>(0.58) on(1.00) account(0.99) of(1.00)
+[L22] <<&>>(0.64) has(0.99) walls(0.99) from(0.91) the(1.00) city(0.99)
+[L23] its'(0.82) height(0.99) &(0.99) pointed(0.99) figure(0.99) &(0.96) Our(1.00) <<mild'>>(0.23) law(0.89)
+[L24] still(1.00) on(1.00) the(1.00) same(1.00) <<Warren>>(0.39) Heath,(0.80)
+[L25] The(1.00) bottom(1.00) of(1.00) all(1.00) the(1.00) country(0.95) is(1.00) chalk.(1.00)