welcome gitea

batch_generate.py

@@ -0,0 +1,435 @@
+"""
+VocabListGenerator — Batch runner
+-----------------------------------
+Reads batch.yaml and generates every vocabulary list defined there,
+writing all output files into the configured output folder and
+keeping the manifest up to date after each successful generation.
+
+Multi-language expansion
+------------------------
+If a batch entry has more than 2 language IDs, all C(n, 2) unordered pairs
+are automatically generated.  E.g. languages: [15, 7, 1, 3] produces 6 lists:
+  DE-PT, DE-EN, DE-ES, PT-EN, PT-ES, EN-ES
+
+Usage:
+    python batch_generate.py                  # process all batches (skips existing files)
+    python batch_generate.py --force          # regenerate everything, even existing files
+    python batch_generate.py --dry-run        # preview without calling the LLM
+    python batch_generate.py --list           # list all batches (after expansion)
+    python batch_generate.py --prune          # remove stale manifest entries and exit
+    python batch_generate.py --config FILE    # use a different batch file
+"""
+
+import argparse
+import os
+import re
+import sys
+import time
+import yaml
+from datetime import date, timedelta
+from itertools import combinations
+from pathlib import Path
+from typing import Any, Dict, List, Tuple
+
+from config import Config
+from llm_client import LLMClient
+from generate import load_language_map, load_language_code_map, load_language_instructions, run_generation
+from manifest_manager import print_manifest, prune_missing_files
+from check_duplicates import check_file_for_true_duplicates, find_json_files
+
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+def sanitize_for_filename(name: str) -> str:
+    """
+    Convert a name into a filename-safe string.
+    - Lowercase
+    - Replace spaces and special characters with underscores
+    - Remove non-alphanumeric characters (except underscores)
+    """
+    # Convert to lowercase
+    name = name.lower()
+    # Replace spaces, dashes (ASCII and em-dash), and other separators with underscore
+    name = re.sub(r'[\s\-–—]+', '_', name)
+    # Remove any non-alphanumeric characters (keep underscores)
+    name = re.sub(r'[^a-z0-9_]', '', name)
+    # Remove consecutive underscores
+    name = re.sub(r'_+', '_', name)
+    # Strip leading/trailing underscores
+    name = name.strip('_')
+    return name
+
+
+def generate_output_filename(
+    entry: Dict[str, Any],
+    code_map: Dict[int, str],
+) -> str:
+    """
+    Generate the output filename with the new format:
+    YYYY_MM_DD_name_lang1_lang2_level.json
+    
+    Example: 2026_02_19_verbs_beginners_en_de_A1.json
+    """
+    # Get today's date in YYYY_MM_DD format
+    today = date.today().strftime("%Y_%m_%d")
+    
+    # Get the name and sanitize it for filename
+    # Try 'name' first, then 'category', then fallback to 'unknown'
+    name = entry.get("name") or entry.get("category") or "unknown"
+    sanitized_name = sanitize_for_filename(name)
+    
+    # Fallback if sanitized name is empty
+    if not sanitized_name:
+        sanitized_name = "vocab"
+    
+    # Get language codes
+    lang_ids = entry["languages"]
+    code1 = code_map.get(lang_ids[0], str(lang_ids[0])).lower()
+    code2 = code_map.get(lang_ids[1], str(lang_ids[1])).lower()
+    
+    # Get level (default to A2 if not specified)
+    level = entry.get("level", "A2").strip().upper()
+    
+    # Build the new filename format
+    filename = f"{today}_{sanitized_name}_{code1}_{code2}_{level}.json"
+    
+    return filename
+
+
+# ---------------------------------------------------------------------------
+# Batch config loader & validator
+# ---------------------------------------------------------------------------
+
+def load_batch_config(path: str = "batch.yaml") -> Dict[str, Any]:
+    try:
+        with open(path, "r", encoding="utf-8") as f:
+            return yaml.safe_load(f)
+    except FileNotFoundError:
+        print(f"ERROR: '{path}' not found.")
+        sys.exit(1)
+    except yaml.YAMLError as e:
+        print(f"ERROR: Could not parse '{path}': {e}")
+        sys.exit(1)
+
+
+def validate_batch_entry(entry: Dict[str, Any]) -> List[str]:
+    """Return a list of validation error strings (empty = valid)."""
+    errors = []
+    for field in ("name", "category", "output_filename"):
+        if not entry.get(field):
+            errors.append(f"missing '{field}'")
+    langs = entry.get("languages")
+    if not isinstance(langs, list) or len(langs) < 2:
+        errors.append("'languages' must be a list of at least 2 IDs")
+    amount = entry.get("amount")
+    if not isinstance(amount, int) or amount < 1:
+        errors.append("'amount' must be a positive integer")
+    return errors
+
+
+def expand_entry(
+    entry: Dict[str, Any],
+    code_map: Dict[int, str],
+) -> List[Dict[str, Any]]:
+    """
+    Expand a batch entry into individual (lang1, lang2) sub-entries.
+
+    - If languages has exactly 2 IDs → returns [entry] with new filename format.
+    - If languages has 3+ IDs → returns one entry per C(n,2) combination,
+      with auto-generated name suffix and output_filename using the new format.
+    """
+    langs: List[int] = entry["languages"]
+    
+    # For entries with exactly 2 languages, just update the filename format
+    if len(langs) == 2:
+        sub = dict(entry)
+        sub["output_filename"] = generate_output_filename(entry, code_map)
+        return [sub]
+
+    expanded: List[Dict[str, Any]] = []
+    name_template = entry.get("name", entry["category"])
+
+    for lang1, lang2 in combinations(langs, 2):
+        sub = dict(entry)
+        sub["languages"] = [lang1, lang2]
+        sub["name"] = name_template
+        # Use new filename format with date, name, languages, and level
+        sub["output_filename"] = generate_output_filename(sub, code_map)
+        expanded.append(sub)
+
+    return expanded
+
+
+# ---------------------------------------------------------------------------
+# Main
+# ---------------------------------------------------------------------------
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description="VocabListGenerator — Batch runner")
+    parser.add_argument("--dry-run", action="store_true",
+                        help="Print what would be generated without calling the LLM")
+    parser.add_argument("--list", action="store_true",
+                        help="List all batches (after expansion) and exit")
+    parser.add_argument("--prune", action="store_true",
+                        help="Remove manifest entries whose output files no longer exist, then exit")
+    parser.add_argument("--force", action="store_true",
+                        help="Regenerate all lists, even those whose output file already exists")
+    parser.add_argument("--config", default="batch.yaml", metavar="FILE",
+                        help="Path to batch config file (default: batch.yaml)")
+    args = parser.parse_args()
+
+    # ── Load configs ─────────────────────────────────────────────────────────
+    batch_cfg    = load_batch_config(args.config)
+    main_cfg     = Config()
+    language_map = load_language_map()
+    code_map     = load_language_code_map()
+    language_instructions = load_language_instructions()
+
+    settings      = batch_cfg.get("settings", {})
+    output_dir    = settings.get("output_dir", "output")
+    manifest_file = settings.get("manifest_filename", "vocab_manifest.json")
+    stop_on_error = settings.get("stop_on_error", False)
+
+    script_dir    = os.path.dirname(os.path.abspath(__file__))
+    output_dir    = os.path.join(script_dir, output_dir)
+    manifest_path = os.path.join(output_dir, manifest_file)
+
+    raw_batches: List[Dict[str, Any]] = batch_cfg.get("batches", [])
+
+    # Separate skipped entries before expansion
+    active_raw  = [b for b in raw_batches if not b.get("skip", False)]
+    skipped_raw = [b for b in raw_batches if     b.get("skip", False)]
+
+    # Validate raw entries before expanding (catches config mistakes early)
+    invalid = []
+    for i, entry in enumerate(active_raw, 1):
+        errs = validate_batch_entry(entry)
+        if errs:
+            invalid.append((i, entry.get("name", f"entry #{i}"), errs))
+    if invalid:
+        print("ERROR: The following batch entries have validation problems:\n")
+        for i, name, errs in invalid:
+            print(f"  [{i}] {name}")
+            for e in errs:
+                print(f"       • {e}")
+        sys.exit(1)
+
+    # Expand multi-language entries into individual pairs
+    active: List[Dict[str, Any]] = []
+    for entry in active_raw:
+        active.extend(expand_entry(entry, code_map))
+
+    skipped_expanded: List[Dict[str, Any]] = []
+    for entry in skipped_raw:
+        skipped_expanded.extend(expand_entry(entry, code_map))
+
+    total_pairs = sum(b["amount"] for b in active)
+
+    # ── --list mode ──────────────────────────────────────────────────────────
+    if args.list:
+        print(f"\nbatch.yaml  —  {len(raw_batches)} template(s)  →  "
+              f"{len(active)} lists to generate  ({len(skipped_expanded)} skipped)\n")
+        for i, b in enumerate(active, 1):
+            langs = b["languages"]
+            l1 = language_map.get(langs[0], f"ID {langs[0]}")
+            l2 = language_map.get(langs[1], f"ID {langs[1]}")
+            print(f"  {i:3}. [{b['output_filename']}]")
+            print(f"        {b['name']}")
+            print(f"        {l1} → {l2}  |  {b['amount']} pairs  |  {b['category']}")
+        if skipped_expanded:
+            print(f"\n  Skipped ({len(skipped_expanded)}):")
+            for b in skipped_expanded:
+                print(f"    - {b.get('name', '?')}")
+        print(f"\n  Total: {len(active)} lists  ≈ {total_pairs:,} word pairs\n")
+        return
+
+    # ── --prune mode ─────────────────────────────────────────────────────────
+    if args.prune:
+        if not os.path.isfile(manifest_path):
+            print(f"  [prune] No manifest found at {manifest_path} — nothing to do.")
+            return
+        removed = prune_missing_files(manifest_path, output_dir)
+        if removed == 0:
+            print("  [prune] Manifest is clean — no stale entries found.")
+        return
+
+    # ── Banner ───────────────────────────────────────────────────────────────
+    print("=" * 60)
+    print("        VocabListGenerator — Batch Run")
+    print("=" * 60)
+    print(f"  Templates  : {len(raw_batches)} defined  →  {len(active)} lists after expansion")
+    print(f"  Skipped    : {len(skipped_expanded)} lists")
+    print(f"  Total pairs: ≈ {total_pairs:,}")
+    print(f"  Output dir : {output_dir}")
+    print(f"  Manifest   : {manifest_path}")
+    if args.force:
+        print("  Mode       : FORCE (regenerate all, ignoring existing files)")
+    elif args.dry_run:
+        print("  Mode       : DRY RUN (no API calls)")
+    else:
+        already = sum(
+            1 for b in active
+            if os.path.isfile(os.path.join(output_dir, b["output_filename"]))
+        )
+        if already:
+            print(f"  Resuming   : {already} existing file(s) will be skipped  (use --force to override)")
+    print()
+
+    os.makedirs(output_dir, exist_ok=True)
+
+    # ── Prune stale manifest entries before generating ────────────────────────
+    if os.path.isfile(manifest_path):
+        prune_missing_files(manifest_path, output_dir)
+
+    # ── Dry-run preview ──────────────────────────────────────────────────────
+    if args.dry_run:
+        print("Lists that would be generated:\n")
+        for i, b in enumerate(active, 1):
+            langs = b["languages"]
+            l1 = language_map.get(langs[0], f"ID {langs[0]}")
+            l2 = language_map.get(langs[1], f"ID {langs[1]}")
+            print(f"  {i:3}. {b['name']}")
+            print(f"       {l1} ({langs[0]}) → {l2} ({langs[1]})  |  "
+                  f"{b['amount']} pairs  →  {b['output_filename']}")
+        print(f"\n  Total: {len(active)} lists  ≈ {total_pairs:,} word pairs\n")
+        return
+
+    # ── Build LLM client once ────────────────────────────────────────────────
+    llm = LLMClient(main_cfg)
+
+    # ── Run batches ──────────────────────────────────────────────────────────
+    ok, failed, skipped_existing = 0, 0, 0
+    start_time = time.time()
+    generated_count = 0  # Track only generated items for time estimation
+
+    for i, entry in enumerate(active, 1):
+        name            = entry["name"]
+        category        = entry["category"]
+        description     = entry.get("description", "").strip()
+        instructions    = entry.get("instructions", "").strip()
+        emoji           = entry.get("emoji", "").strip()
+        level           = entry.get("level", "A2").strip().upper()
+        amount          = entry["amount"]
+        lang_ids        = entry["languages"]
+        output_filename = entry["output_filename"]
+        vocab_file_path = os.path.join(output_dir, output_filename)
+
+        # Calculate time estimation based only on generated items
+        current_time = time.time()
+        elapsed = current_time - start_time
+        avg_time_per_item = elapsed / generated_count if generated_count > 0 else 0
+        remaining = len(active) - i - skipped_existing
+        eta_seconds = avg_time_per_item * remaining
+        eta_str = str(timedelta(seconds=int(eta_seconds))) if remaining > 0 else "done"
+
+        header = f"[{i}/{len(active)}] {emoji}  {name}" if emoji else f"[{i}/{len(active)}] {name}"
+        print(f"{header}  [{level}]")
+        print(f"  File       : {output_filename}")
+        if generated_count > 0:
+            print(f"  ETA        : {eta_str}  ({int(avg_time_per_item)}s/item)")
+
+        # Skip if already generated (unless --force)
+        if not args.force and os.path.isfile(vocab_file_path):
+            print(f"  ✔ Already exists — skipping  (use --force to regenerate)")
+            print("-" * 60)
+            skipped_existing += 1
+            continue
+
+        # Track time before generation
+        item_start_time = time.time()
+
+        success = run_generation(
+            llm=llm,
+            language_map=language_map,
+            lang_first_id=lang_ids[0],
+            lang_second_id=lang_ids[1],
+            amount=amount,
+            category=category,
+            name=name,
+            description=description,
+            instructions=instructions,
+            output_file_path=vocab_file_path,
+            manifest_path=manifest_path,
+            emoji=emoji,
+            level=level,
+            language_instructions=language_instructions,
+        )
+
+        if success:
+            ok += 1
+            generated_count += 1
+        else:
+            failed += 1
+            print(f"  ✗ FAILED: {name}\n")
+            if stop_on_error:
+                print("stop_on_error is set — aborting.")
+                break
+
+        print("-" * 60)
+
+    # ── Summary ──────────────────────────────────────────────────────────────
+    total_time = time.time() - start_time
+    print(f"\n{'=' * 60}")
+    print(f"  Batch complete.")
+    print(f"  ✓ Success  : {ok}")
+    print(f"  ✗ Failed   : {failed}")
+    print(f"  ⏱ Total time: {str(timedelta(seconds=int(total_time)))}")
+    if skipped_existing:
+        print(f"  ⏭ Existing : {skipped_existing} (already generated, skipped)")
+    if skipped_expanded:
+        print(f"  - Disabled : {len(skipped_expanded)} (skip: true in batch.yaml)")
+    print(f"{'=' * 60}\n")
+
+    # ── Check for TRUE duplicates and delete bad files ─────────────────────
+    print("Checking for TRUE duplicates (both wordFirst AND wordSecond identical)...\n")
+    
+    json_files = find_json_files(output_dir)
+    files_with_dupes = 0
+    files_deleted = 0
+    
+    for file_path in json_files:
+        result = check_file_for_true_duplicates(file_path, threshold=3)
+        
+        if "error" in result:
+            continue
+        
+        true_dupes = result.get("true_dupes", {})
+        
+        if true_dupes:
+            files_with_dupes += 1
+            try:
+                rel_path = file_path.relative_to(Path(output_dir))
+            except ValueError:
+                rel_path = file_path.name
+            
+            print(f"  ⚠️  Deleting {rel_path}")
+            print(f"      TRUE duplicates found: {len(true_dupes)} pairs appearing 3+ times")
+            for pair, count in list(true_dupes.items())[:3]:
+                wf, ws = pair
+                print(f"        - \"{wf}\" → \"{ws}\" = {count} times")
+            
+            # Delete the file
+            try:
+                os.remove(file_path)
+                files_deleted += 1
+                print(f"      ✅ DELETED\n")
+            except Exception as e:
+                print(f"      ❌ Failed to delete: {e}\n")
+    
+    if files_with_dupes > 0:
+        print(f"\n{'=' * 60}")
+        print(f"  🗑️  Deleted {files_deleted} files with 3+ TRUE duplicates")
+        print(f"{'=' * 60}\n")
+    else:
+        print("  ✅ No files with TRUE duplicates found\n")
+
+    print_manifest(manifest_path)
+
+    if failed > 0:
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    main()

check_duplicates.py

@@ -0,0 +1,177 @@
+"""
+Sanity Check for Vocabulary Files
+---------------------------------
+Checks all JSON files in the output directory for TRUE duplicate word pairs.
+A TRUE duplicate is when BOTH wordFirst AND wordSecond are identical.
+Throws a warning if any word pair appears 3 times or more.
+
+Also supports deleting files that have 3+ true duplicates.
+
+Usage:
+    python check_duplicates.py
+    python check_duplicates.py --output output
+    python check_duplicates.py --threshold 3
+    python check_duplicates.py --delete    # Delete files with 3+ true duplicates
+"""
+
+import argparse
+import json
+import os
+from collections import Counter
+from pathlib import Path
+from typing import Dict, List
+
+
+def find_json_files(output_dir: str) -> List[Path]:
+    """Find all JSON files in the output directory."""
+    output_path = Path(output_dir)
+    if not output_path.exists():
+        print(f"ERROR: Output directory '{output_dir}' not found.")
+        exit(1)
+    
+    # Find all JSON files (including subdirectories)
+    json_files = list(output_path.rglob("*.json"))
+    return [f for f in json_files if f.name != "vocab_manifest.json"]
+
+
+def check_file_for_true_duplicates(file_path: Path, threshold: int = 3) -> Dict:
+    """
+    Check a single file for TRUE duplicates.
+    TRUE duplicate = when BOTH wordFirst AND wordSecond are identical.
+    
+    Returns a dict with duplicate information.
+    """
+    try:
+        with open(file_path, 'r', encoding='utf-8') as f:
+            data = json.load(f)
+    except json.JSONDecodeError as e:
+        return {
+            "file": str(file_path),
+            "error": f"JSON parse error: {e}",
+            "true_dupes": {},
+            "item_count": 0
+        }
+    except Exception as e:
+        return {
+            "file": str(file_path),
+            "error": f"Error reading file: {e}",
+            "true_dupes": {},
+            "item_count": 0
+        }
+    
+    # Extract items
+    items = data.get("items", [])
+    if not items:
+        return {
+            "file": str(file_path),
+            "item_count": 0,
+            "true_dupes": {}
+        }
+    
+    # Create tuples of (wordFirst, wordSecond) to find TRUE duplicates
+    pair_list = [
+        (item.get("wordFirst", ""), item.get("wordSecond", ""))
+        for item in items
+        if item.get("wordFirst") and item.get("wordSecond")
+    ]
+    
+    # Count TRUE duplicates (both first AND second must match)
+    pair_counts = Counter(pair_list)
+    
+    # Find duplicates above threshold
+    true_dupes = {pair: count for pair, count in pair_counts.items() if count >= threshold}
+    
+    return {
+        "file": str(file_path),
+        "item_count": len(items),
+        "true_dupes": true_dupes,
+        "unique_pairs": len(pair_counts)
+    }
+
+
+def delete_file(file_path: Path) -> bool:
+    """Delete a file and return True if successful."""
+    try:
+        os.remove(file_path)
+        return True
+    except Exception as e:
+        print(f"  ❌ Could not delete {file_path}: {e}")
+        return False
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Check vocabulary files for TRUE duplicates")
+    parser.add_argument("--output", default="output", help="Output directory to check (default: output)")
+    parser.add_argument("--threshold", type=int, default=3, help="Warning threshold for duplicates (default: 3)")
+    parser.add_argument("--delete", action="store_true", help="Delete files with 3+ TRUE duplicates")
+    args = parser.parse_args()
+    
+    print("=" * 60)
+    print("       Vocabulary Duplicate Sanity Check")
+    print("=" * 60)
+    print(f"  Output dir  : {args.output}")
+    print(f"  Threshold  : {args.threshold}+ occurrences = warning")
+    print(f"  Mode       : {'DELETE' if args.delete else 'CHECK'}")
+    print()
+    
+    json_files = find_json_files(args.output)
+    print(f"  Found {len(json_files)} JSON files to check...\n")
+    
+    total_warnings = 0
+    files_with_issues = 0
+    files_deleted = 0
+    
+    for file_path in json_files:
+        result = check_file_for_true_duplicates(file_path, args.threshold)
+        
+        if "error" in result:
+            print(f"  ❌ ERROR: {result['file']}")
+            print(f"     {result['error']}")
+            files_with_issues += 1
+            continue
+        
+        true_dupes = result["true_dupes"]
+        
+        if true_dupes:
+            files_with_issues += 1
+            total_warnings += len(true_dupes)
+            
+            try:
+                rel_path = file_path.relative_to(Path(args.output))
+            except ValueError:
+                rel_path = file_path.name
+            
+            # Show details of true duplicates
+            print(f"  ⚠️  {rel_path}")
+            print(f"      Items: {result['item_count']} | Unique pairs: {result['unique_pairs']}")
+            print(f"      TRUE duplicates (both wordFirst AND wordSecond identical):")
+            
+            # Show up to 5 duplicates
+            for pair, count in sorted(true_dupes.items(), key=lambda x: -x[1])[:5]:
+                wf, ws = pair
+                print(f"        - \"{wf}\" → \"{ws}\" appears {count} times")
+            
+            # Delete if requested
+            if args.delete:
+                if delete_file(file_path):
+                    files_deleted += 1
+                    print(f"      ✅ DELETED due to {len(true_dupes)} duplicate pairs")
+                else:
+                    print(f"      ❌ Failed to delete")
+            
+            print()
+    
+    print("=" * 60)
+    if files_with_issues == 0:
+        print(f"  ✅ All {len(json_files)} files passed sanity check!")
+    else:
+        print(f"  ⚠️  Found {total_warnings} true duplicate warnings in {files_with_issues} files")
+        if args.delete:
+            print(f"  🗑️  Deleted {files_deleted} files")
+        else:
+            print(f"  💡 Run with --delete to remove files with 3+ true duplicates")
+    print("=" * 60)
+
+
+if __name__ == "__main__":
+    main()

conf

@@ -0,0 +1,33 @@
+# VocabListGenerator Configuration
+
+# LLM Configuration (LM Studio / DeepSeek)
+llm:
+  #base_url: "http://169.254.123.98:45612/v1"  # LM Studio server URL
+  base_url: "https://api.deepseek.com/v1"  # DeepSeek API base URL (should end in /v1)
+  api_key: "sk-2f2e6ad638e849ee827feabc0fde0dda"  # Your DeepSeek API key
+  model: "deepseek-chat"  # DeepSeek model name
+  timeout: 120  # Request timeout in seconds
+  max_retries: 3  # Maximum retry attempts
+
+# Vocabulary Generator Configuration (used by generate.py for single runs)
+vocab:
+  amount: 50                       # Number of word pairs to generate
+  languages:
+    - 52                            # Language ID for first word  (15 = German)
+    - 1                             # Language ID for second word (7  = Portuguese)
+  category: "Words for beginners"   # Flashcard category / topic
+  emoji: "🇬🇧"                        # Emoji shown in the app's list overview
+  level: "A1"                        # CEFR level: A1, A2, B1, B2, C1, or C2
+  name: "Words for Beginners (EN-FI)"  # Display name shown in the app
+  description: >                    # Short description shown in the app
+    The most essential words for beginner learners,
+    covering daily actions, movement, communication, and more.
+  instructions: >                   # Custom instructions passed to the AI
+    Focus on practical, everyday vocabulary that a beginner would encounter.
+    Prefer common single-word entries over long phrases.
+  output_filename: "words_beginners_en_fi.json"  # Saved inside output_dir
+
+# Output & Manifest Configuration
+manifest:
+  output_dir: "output"              # All JSON files are written here (copy this to your server)
+  filename: "vocab_manifest.json"   # Manifest file that tracks all generated lists

config.py

@@ -0,0 +1,68 @@
+"""
+Configuration management for VocabListGenerator
+"""
+
+import sys
+import yaml
+from typing import Dict, Any, List
+
+
+class Config:
+    """Configuration loader and validator for VocabListGenerator"""
+
+    def __init__(self, config_path: str = "conf"):
+        self.config_path = config_path
+        self.data = self._load_config()
+        self._validate_config()
+
+    def _load_config(self) -> Dict[str, Any]:
+        """Load configuration from YAML file"""
+        try:
+            with open(self.config_path, 'r', encoding='utf-8') as f:
+                return yaml.safe_load(f)
+        except FileNotFoundError:
+            print(f"Configuration file '{self.config_path}' not found!")
+            sys.exit(1)
+        except yaml.YAMLError as e:
+            print(f"Error parsing configuration file: {e}")
+            sys.exit(1)
+
+    def _validate_config(self):
+        """Validate required configuration fields"""
+        if self.data is None:
+            print(f"Configuration file '{self.config_path}' is empty or invalid!")
+            sys.exit(1)
+
+        for section in ['llm', 'vocab']:
+            if section not in self.data:
+                print(f"Missing required section '{section}' in conf")
+                sys.exit(1)
+
+        vocab = self.data['vocab']
+
+        if 'languages' not in vocab or not isinstance(vocab['languages'], list) or len(vocab['languages']) != 2:
+            print("conf: 'vocab.languages' must contain exactly 2 language IDs (first and second language)")
+            sys.exit(1)
+
+        if 'amount' not in vocab or not isinstance(vocab['amount'], int) or vocab['amount'] < 1:
+            print("conf: 'vocab.amount' must be a positive integer")
+            sys.exit(1)
+
+        if 'category' not in vocab or not vocab['category']:
+            print("conf: 'vocab.category' must be a non-empty string")
+            sys.exit(1)
+
+    @property
+    def llm_config(self) -> Dict[str, Any]:
+        """LLM connection settings"""
+        return self.data['llm']
+
+    @property
+    def vocab_config(self) -> Dict[str, Any]:
+        """Vocabulary generator settings"""
+        return self.data['vocab']
+
+    @property
+    def manifest_config(self) -> Dict[str, Any]:
+        """Manifest settings (optional section)"""
+        return self.data.get('manifest', {})

first.py

@@ -0,0 +1,89 @@
+import json
+import os
+from datetime import datetime, timezone
+
+def generate_vocabulary_import(
+    category_name: str, 
+    lang_first_id: int, 
+    lang_second_id: int, 
+    word_pairs: list,
+    output_filename: str = "import_ready_vocab.json"
+):
+    """
+    Generates a Polly-compatible JSON import file for a new vocabulary category,
+    saving it in the same directory as this script.
+    """
+    
+    # Generate a current timestamp in the exact ISO format Kotlin's Instant expects
+    now_iso = datetime.now(timezone.utc).strftime('%Y-%m-%dT%H:%M:%S.%f')[:-3] + 'Z'
+    
+    # Base structure for a CategoryExport
+    export_data = {
+        "type": "Category",
+        "exportDate": now_iso,
+        "metadata": {
+            "itemCount": len(word_pairs),
+            "categoryCount": 1,
+            "exportScope": f"Category: {category_name}"
+        },
+        "category": {
+            "type": "TagCategory",
+            "id": 99999,  # Dummy ID; your app's ID remapping will fix this on import
+            "name": category_name
+        },
+        "items": [],
+        "states": [],          # Left empty because these are brand new words
+        "stageMappings": []
+    }
+
+    # Populate items and stage mappings
+    start_id = 100000 
+    
+    for idx, (word_first, word_second) in enumerate(word_pairs, start=start_id):
+        
+        export_data["items"].append({
+            "id": idx,
+            "languageFirstId": lang_first_id,
+            "languageSecondId": lang_second_id,
+            "wordFirst": word_first,
+            "wordSecond": word_second,
+            "createdAt": now_iso,
+            "features": "{}"  # Empty features block
+        })
+        
+        export_data["stageMappings"].append({
+            "vocabularyItemId": idx,
+            "stage": "NEW"
+        })
+
+    # --- NEW: Get the directory of the current script and build the full path ---
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+    full_output_path = os.path.join(script_dir, output_filename)
+
+    # Save to file using the absolute path
+    with open(full_output_path, 'w', encoding='utf-8') as f:
+        json.dump(export_data, f, indent=2, ensure_ascii=False)
+        
+    print(f"Successfully generated {len(word_pairs)} items!")
+    print(f"Saved to: {full_output_path}")
+
+
+# --- Example Usage ---
+if __name__ == "__main__":
+    GERMAN_ID = 15
+    PORTUGUESE_ID = 7
+    
+    new_words = [
+        ("Krankenwagen", "ambulância"),
+        ("Blutdruck", "pressão arterial"),
+        ("Rollstuhl", "cadeira de rodas"),
+        ("Fieberthermometer", "termômetro")
+    ]
+    
+    generate_vocabulary_import(
+        category_name="termos médicos - extra",
+        lang_first_id=GERMAN_ID,
+        lang_second_id=PORTUGUESE_ID,
+        word_pairs=new_words,
+        output_filename="polly_import_med_extra.json"
+    )

generate.py

@@ -0,0 +1,334 @@
+"""
+VocabListGenerator — Single-run script
+----------------------------------------
+Reads configuration from 'conf', calls the LLM to generate vocabulary word pairs,
+writes a Polly-compatible JSON import file into the configured output folder,
+and updates the manifest.
+
+Usage:
+    python generate.py
+"""
+
+import os
+import sys
+import xml.etree.ElementTree as ET
+import yaml
+from typing import Dict, Any, Optional
+
+from config import Config
+from llm_client import LLMClient
+from models import VocabRequest
+from first import generate_vocabulary_import
+from manifest_manager import update_manifest, print_manifest, prune_missing_files
+
+
+# ---------------------------------------------------------------------------
+# Language map helper
+# ---------------------------------------------------------------------------
+
+def load_language_map(xml_path: str = "languages.xml") -> Dict[int, str]:
+    """
+    Parse languages.xml and return a mapping of { language_id: language_name }.
+    E.g.  {1: 'English', 2: 'Mandarin', 15: 'German', ...}
+    """
+    language_map: Dict[int, str] = {}
+    try:
+        tree = ET.parse(xml_path)
+        root = tree.getroot()
+        for elem in root.iter("string"):
+            name_attr = elem.get("name", "")
+            if name_attr.startswith("language_"):
+                try:
+                    lang_id = int(name_attr.split("_", 1)[1])
+                    if elem.text:
+                        language_map[lang_id] = elem.text.strip()
+                except (ValueError, AttributeError):
+                    pass
+    except FileNotFoundError:
+        print(f"ERROR: '{xml_path}' not found.")
+        sys.exit(1)
+    except ET.ParseError as e:
+        print(f"ERROR: Could not parse '{xml_path}': {e}")
+        sys.exit(1)
+    return language_map
+
+
+def load_language_code_map(xml_path: str = "languages.xml") -> Dict[int, str]:
+    """
+    Parse languages.xml and return a mapping of { language_id: iso_code }.
+    E.g.  {1: 'en', 7: 'pt', 15: 'de', ...}
+    Parsed from the string-array items like  "de,DE,15".
+    """
+    code_map: Dict[int, str] = {}
+    try:
+        tree = ET.parse(xml_path)
+        root = tree.getroot()
+        for array in root.iter("string-array"):
+            if array.get("name") == "language_codes":
+                for item in array.iter("item"):
+                    if item.text:
+                        parts = item.text.strip().split(",")
+                        if len(parts) >= 3:
+                            try:
+                                lang_id = int(parts[2])
+                                code_map[lang_id] = parts[0].lower()
+                            except ValueError:
+                                pass
+    except (FileNotFoundError, ET.ParseError):
+        pass
+    return code_map
+
+
+def load_language_instructions(yaml_path: str = "language_instructions.yaml") -> Dict[int, Dict[str, str]]:
+    """
+    Load language-specific instructions from YAML file.
+    Returns a mapping of { language_id: { key: instruction } }.
+    """
+    instructions: Dict[int, Dict[str, str]] = {}
+    try:
+        with open(yaml_path, "r", encoding="utf-8") as f:
+            data = yaml.safe_load(f)
+            if data:
+                for lang_id_str, lang_data in data.items():
+                    # Skip comments/strings
+                    if isinstance(lang_id_str, str) and lang_id_str.startswith("#"):
+                        continue
+                    try:
+                        lang_id = int(lang_id_str)
+                        if isinstance(lang_data, dict):
+                            instructions[lang_id] = lang_data
+                    except (ValueError, TypeError):
+                        pass
+    except FileNotFoundError:
+        print(f"WARNING: '{yaml_path}' not found. Using default instructions.")
+    except yaml.YAMLError as e:
+        print(f"WARNING: Could not parse '{yaml_path}': {e}")
+    return instructions
+
+
+def get_language_instruction_text(lang_id: int, language_instructions: Dict[int, Dict[str, str]]) -> str:
+    """
+    Get the instruction text for a specific language.
+    Returns a formatted string with transcription/variant instructions.
+    """
+    if lang_id not in language_instructions:
+        return ""
+    
+    lang_data = language_instructions[lang_id]
+    parts = []
+    
+    # Add transcription instruction if present
+    if "transcription" in lang_data:
+        parts.append(lang_data["transcription"])
+    
+    # Add variant instruction if present
+    if "variant" in lang_data:
+        parts.append(f"Use {lang_data['variant']}.")
+    
+    # Add special instruction if present
+    if "special" in lang_data:
+        parts.append(lang_data["special"])
+    
+    return " ".join(parts)
+
+
+def merge_instructions(
+    base_instructions: str,
+    lang_first_id: int,
+    lang_second_id: int,
+    language_instructions: Dict[int, Dict[str, str]]
+) -> str:
+    """
+    Merge base instructions with language-specific instructions.
+    Language-specific instructions are appended to the base instructions.
+    """
+    lang1_instr = get_language_instruction_text(lang_first_id, language_instructions)
+    lang2_instr = get_language_instruction_text(lang_second_id, language_instructions)
+    
+    # Collect all instruction parts
+    all_parts = []
+    if base_instructions:
+        all_parts.append(base_instructions)
+    if lang1_instr:
+        all_parts.append(lang1_instr)
+    if lang2_instr:
+        all_parts.append(lang2_instr)
+    
+    return " ".join(all_parts)
+
+
+# ---------------------------------------------------------------------------
+# Core generation function (reused by batch_generate.py)
+# ---------------------------------------------------------------------------
+
+def run_generation(
+    llm: LLMClient,
+    language_map: Dict[int, str],
+    lang_first_id: int,
+    lang_second_id: int,
+    amount: int,
+    category: str,
+    name: str,
+    description: str,
+    instructions: str,
+    output_file_path: str,    # absolute path including filename
+    manifest_path: str,       # absolute path to manifest JSON
+    emoji: str = "",
+    level: str = "A2",
+    language_instructions: Optional[Dict[int, Dict[str, str]]] = None,
+) -> bool:
+    """
+    Generate one vocabulary list and update the manifest.
+    Returns True on success, False on failure.
+    """
+    lang_first_name = language_map.get(lang_first_id)
+    lang_second_name = language_map.get(lang_second_id)
+
+    if not lang_first_name:
+        print(f"  ERROR: Language ID {lang_first_id} not found in languages.xml")
+        return False
+    if not lang_second_name:
+        print(f"  ERROR: Language ID {lang_second_id} not found in languages.xml")
+        return False
+
+    # Merge base instructions with language-specific instructions
+    final_instructions = instructions
+    if language_instructions:
+        final_instructions = merge_instructions(
+            instructions,
+            lang_first_id,
+            lang_second_id,
+            language_instructions
+        )
+
+    print(f"  Languages  : {lang_first_name} (ID {lang_first_id})  →  {lang_second_name} (ID {lang_second_id})")
+    print(f"  Amount     : {amount} word pairs")
+    if final_instructions:
+        preview = final_instructions if len(final_instructions) <= 90 else final_instructions[:87] + "..."
+        print(f"  Instructions: {preview}")
+    print()
+
+    request = VocabRequest(
+        amount=amount,
+        lang_first_id=lang_first_id,
+        lang_second_id=lang_second_id,
+        lang_first_name=lang_first_name,
+        lang_second_name=lang_second_name,
+        category=category,
+        instructions=final_instructions,
+        level=level,
+    )
+
+    print("  Generating vocabulary via LLM …")
+    word_pairs = llm.generate_vocabulary(request)
+
+    if not word_pairs:
+        print("  ERROR: No vocabulary pairs were generated.")
+        return False
+
+    print(f"  Generated {len(word_pairs)} word pairs.")
+    preview_count = min(3, len(word_pairs))
+    for i, (w1, w2) in enumerate(word_pairs[:preview_count], 1):
+        print(f"    {i}. {w1}  →  {w2}")
+    if len(word_pairs) > preview_count:
+        print(f"       … and {len(word_pairs) - preview_count} more")
+    print()
+
+    # Ensure output directory exists
+    os.makedirs(os.path.dirname(output_file_path), exist_ok=True)
+
+    # Write Polly import file (pass absolute path directly)
+    generate_vocabulary_import(
+        category_name=category,
+        lang_first_id=lang_first_id,
+        lang_second_id=lang_second_id,
+        word_pairs=word_pairs,
+        output_filename=output_file_path,
+    )
+
+    # Update manifest
+    update_manifest(
+        manifest_path=manifest_path,
+        vocab_file_path=output_file_path,
+        lang_first_id=lang_first_id,
+        lang_second_id=lang_second_id,
+        category=category,
+        item_count=len(word_pairs),
+        name=name,
+        description=description,
+        emoji=emoji,
+        level=level,
+    )
+    return True
+
+
+# ---------------------------------------------------------------------------
+# Main (single-run entry point)
+# ---------------------------------------------------------------------------
+
+def main() -> None:
+    print("=" * 50)
+    print("       VocabListGenerator")
+    print("=" * 50)
+    print()
+
+    config = Config()
+    vocab_cfg = config.vocab_config
+    manifest_cfg = config.manifest_config
+
+    language_map = load_language_map()
+
+    # Resolve paths
+    script_dir      = os.path.dirname(os.path.abspath(__file__))
+    output_dir      = os.path.join(script_dir, manifest_cfg.get("output_dir", "output"))
+    manifest_path   = os.path.join(output_dir, manifest_cfg.get("filename", "vocab_manifest.json"))
+    output_filename = vocab_cfg.get("output_filename", "vocab_output.json")
+    vocab_file_path = os.path.join(output_dir, output_filename)
+
+    os.makedirs(output_dir, exist_ok=True)
+
+    # Prune stale manifest entries before generating
+    if os.path.isfile(manifest_path):
+        prune_missing_files(manifest_path, output_dir)
+
+    # Read parameters
+    lang_ids       = vocab_cfg["languages"]
+    category       = vocab_cfg["category"]
+    name           = vocab_cfg.get("name", "").strip()
+    description    = vocab_cfg.get("description", "").strip()
+    instructions   = vocab_cfg.get("instructions", "").strip()
+    emoji          = vocab_cfg.get("emoji", "").strip()
+    level          = vocab_cfg.get("level", "A2").strip().upper()
+    amount         = vocab_cfg["amount"]
+
+    print(f"  Category   : {category}")
+    print(f"  Level      : {level}")
+    print(f"  Output dir : {output_dir}")
+    print(f"  Manifest   : {manifest_path}")
+
+    llm = LLMClient(config)
+
+    success = run_generation(
+        llm=llm,
+        language_map=language_map,
+        lang_first_id=lang_ids[0],
+        lang_second_id=lang_ids[1],
+        amount=amount,
+        category=category,
+        name=name,
+        description=description,
+        instructions=instructions,
+        output_file_path=vocab_file_path,
+        manifest_path=manifest_path,
+        emoji=emoji,
+        level=level,
+    )
+
+    if not success:
+        sys.exit(1)
+
+    print_manifest(manifest_path)
+
+
+if __name__ == "__main__":
+    main()

instructions.md

@@ -0,0 +1,52 @@
+## Core Rules & App Mechanics
+When generating the Python logic for the JSON, you must adhere to these rules because of how the app's Kotlin data models and Room database are structured:
+
+1. **Export Structure:** The root object is a `CategoryExport`. It must contain exactly one category definition and an array of items belonging to it.
+2. **Dummy IDs:** Do not attempt to guess or fetch the target database IDs. The app handles ID remapping (ConflictResolution) natively during import. 
+   * Always use `99999` for the category `id`.
+   * Start item `id`s sequentially from `100000`.
+3. **Hardcoded Dates:** The Kotlin parser uses `kotlinx.serialization` and strictly expects ISO-8601 timestamps for date fields. If they are missing or empty, the app will crash. However, the dates do not need to be accurate for new imports. Hardcode `"2024-01-01T00:00:00.000Z"` for the `exportDate` and `createdAt` fields.
+4. **Minimal Data:**
+   * `formatVersion` must be `1`.
+   * The `states` array must be completely empty: `[]` (since these are new words without learning history).
+   * The `features` property on every item must strictly be an empty JSON object string: `"{}"`.
+   * Completely omit the `zipfFrequencyFirst` and `zipfFrequencySecond` fields.
+5. **Stage Mappings:** Every generated item needs a corresponding entry in the `stageMappings` array, setting its learning stage to `"NEW"`.
+
+## Target JSON Schema
+Your Python script must output a JSON file that perfectly matches this structure. The `items` and `stageMappings` arrays should expand dynamically based on the input words.
+
+```json
+{
+  "type": "Category",
+  "formatVersion": 1,
+  "exportDate": "2024-01-01T00:00:00.000Z",
+  "metadata": {
+    "itemCount": 1, 
+    "categoryCount": 1,
+    "exportScope": "Category: <CATEGORY_NAME>"
+  },
+  "category": {
+    "type": "TagCategory",
+    "id": 99999,
+    "name": "<CATEGORY_NAME>"
+  },
+  "items": [
+    {
+      "id": 100000,
+      "languageFirstId": <LANG_FIRST_ID>,
+      "languageSecondId": <LANG_SECOND_ID>,
+      "wordFirst": "<WORD_1>",
+      "wordSecond": "<WORD_2>",
+      "createdAt": "2024-01-01T00:00:00.000Z",
+      "features": "{}"
+    }
+  ],
+  "states": [],
+  "stageMappings": [
+    {
+      "vocabularyItemId": 100000,
+      "stage": "NEW"
+    }
+  ]
+}

language_instructions.yaml

@@ -0,0 +1,90 @@
+# Language-Specific Instructions
+# ==============================
+# This file contains language-specific instructions that are automatically
+# applied when generating vocabulary lists. The instructions are merged with
+# any batch-specific instructions.
+#
+# Supported languages (by ID):
+#   1=English   2=Mandarin  3=Spanish   4=Hindi    5=Arabic
+#   7=Portuguese 8=Russian  13=Korean   14=French  15=German
+#   19=Indonesian 20=Italian 21=Japanese 24=Polish 39=Romanian
+
+# Non-Latin script languages require Latin transcription
+# These instructions are added automatically for relevant languages
+
+# Japanese (ID: 21)
+21:
+  name: "Japanese"
+  transcription: "Include hiragana and romaji in parentheses ONLY for pronunciation. Do NOT add grammatical metadata like formal/informal. Example: 食べる (たべる, taberu)"
+
+# Chinese/Mandarin (ID: 2)
+2:
+  name: "Chinese (Mandarin)"
+  transcription: "Include pinyin in parentheses ONLY for pronunciation. Do NOT add tone marks or grammatical annotations. Example: 吃 (chī)"
+
+# Korean (ID: 13)
+13:
+  name: "Korean"
+  transcription: "Include romanization in parentheses ONLY for pronunciation. Do NOT add grammatical metadata. Example: 먹다 (meokda)"
+
+# Russian (ID: 8) - Cyrillic script
+8:
+  name: "Russian"
+  transcription: "Include transliteration in Latin script in parentheses ONLY for pronunciation. Do NOT add gender or case information."
+
+# Arabic (ID: 5) - Arabic script
+5:
+  name: "Arabic"
+  transcription: "Include transliteration in Latin script in parentheses ONLY for pronunciation. Do NOT add gender or root information."
+
+# Hindi (ID: 4) - Devanagari script
+4:
+  name: "Hindi"
+  transcription: "Include transliteration in Latin script in parentheses ONLY for pronunciation. Do NOT add gender or grammatical information."
+
+# Polish (ID: 24) - Latin script but special characters
+24:
+  name: "Polish"
+  special: "Use proper Polish diacritics (ą, ć, ę, ł, ń, ó, ś, ź, ż)."
+
+# Portuguese (ID: 7)
+7:
+  name: "Portuguese"
+  variant: "Brazilian Portuguese"
+  special: "Provide plain vocabulary words only. Do NOT add metadata in parentheses like (formal), (informal), (male), (female). Use Brazilian Portuguese."
+
+# Indonesian (ID: 19) - Latin script
+19:
+  name: "Indonesian"
+  special: "Use standard Indonesian spelling."
+
+# Romanian (ID: 39) - Latin script
+39:
+  name: "Romanian"
+  special: "Use proper Romanian diacritics (ă, â, î, ș, ț)."
+
+# Latin script languages - avoid metadata in parentheses
+# English (ID: 1)
+1:
+  name: "English"
+  special: "Provide plain vocabulary words only. Do NOT add metadata in parentheses like (formal), (informal), (male), (female), (slang), etc."
+
+# Spanish (ID: 3)
+3:
+  name: "Spanish"
+  special: "Provide plain vocabulary words only. Do NOT add metadata in parentheses like (formal), (informal), (male), (female), (slang), etc. Include accents (á, é, í, ó, ú, ü, ñ)."
+
+# French (ID: 14)
+14:
+  name: "French"
+  special: "Provide plain vocabulary words only. Do NOT add metadata in parentheses like (formal), (informal), (male), (female). Include accents (é, è, ê, ë, à, â, ç)."
+
+# German (ID: 15)
+15:
+  name: "German"
+  special: "Provide plain vocabulary words only. Do NOT add metadata in parentheses like (formal), (informal), (male), (female). Include umlauts (ä, ö, ü, ß)."
+
+# Italian (ID: 20)
+20:
+  name: "Italian"
+  special: "Provide plain vocabulary words only. Do NOT add metadata in parentheses like (formale), (informale), (maschile), (femminile). Include accents (à, è, é, ì, ò, ù)."

languages.xml

@@ -0,0 +1,112 @@
+<?xml version="1.0" encoding="utf-8"?>
+<resources>
+    <string-array name="language_codes">
+        <item>en,US,1</item>
+        <item>zh,CN,2</item>
+        <item>es,ES,3</item>
+        <item>hi,IN,4</item>
+        <item>ar,SA,5</item>
+        <item>bn,BD,6</item>
+        <item>pt,BR,7</item>
+        <item>ru,RU,8</item>
+        <item>pa,IN,9</item>
+        <item>mr,IN,10</item>
+        <item>te,IN,11</item>
+        <item>tr,TR,12</item>
+        <item>ko,KR,13</item>
+        <item>fr,FR,14</item>
+        <item>de,DE,15</item>
+        <item>vi,VN,16</item>
+        <item>ta,IN,17</item>
+        <item>ur,PK,18</item>
+        <item>id,ID,19</item>
+        <item>it,IT,20</item>
+        <item>ja,JP,21</item>
+        <item>fa,IR,22</item>
+        <item>bho,IN,23</item>
+        <item>pl,PL,24</item>
+        <item>ps,AF,25</item>
+        <item>jv,ID,26</item>
+        <item>mai,IN,27</item>
+        <item>ml,IN,28</item>
+        <item>su,ID,29</item>
+        <item>ha,NG,30</item>
+        <item>or,IN,31</item>
+        <item>my,MM,32</item>
+        <item>uk,UA,33</item>
+        <item>yo,NG,34</item>
+        <item>uz,UZ,35</item>
+        <item>sd,PK,36</item>
+        <item>am,ET,37</item>
+        <item>ff,SN,38</item>
+        <item>ro,RO,39</item>
+        <item>ig,NG,40</item>
+        <item>ceb,PH,41</item>
+        <item>gu,IN,42</item>
+        <item>kr,NG,43</item>
+        <item>ms,MY,44</item>
+        <item>kn,IN,45</item>
+        <item>nl,NL,46</item>
+        <item>hu,HU,47</item>
+        <item>el,GR,48</item>
+        <item>cz,CZ,49</item>
+        <item>he,IL,50</item>
+        <item>hr,HR,51</item>
+        <item>fil,PH,52</item>
+    </string-array>
+
+    <string name="language_1">English</string>
+    <string name="language_2">Mandarin</string>
+    <string name="language_3">Spanish</string>
+    <string name="language_4">Hindi</string>
+    <string name="language_5">Arabic</string>
+    <string name="language_6">Bengali</string>
+    <string name="language_7">Portuguese</string>
+    <string name="language_8">Russian</string>
+    <string name="language_9">Punjabi</string>
+    <string name="language_10">Marathi</string>
+    <string name="language_11">Telugu</string>
+    <string name="language_12">Turkish</string>
+    <string name="language_13">Korean</string>
+    <string name="language_14">French</string>
+    <string name="language_15">German</string>
+    <string name="language_16">Vietnamese</string>
+    <string name="language_17">Tamil</string>
+    <string name="language_18">Urdu</string>
+    <string name="language_19">Indonesian</string>
+    <string name="language_20">Italian</string>
+    <string name="language_21">Japanese</string>
+    <string name="language_22">Persian</string>
+    <string name="language_23">Bhojpuri</string>
+    <string name="language_24">Polish</string>
+    <string name="language_25">Pashto</string>
+    <string name="language_26">Javanese</string>
+    <string name="language_27">Maithili</string>
+    <string name="language_28">Malayalam</string>
+    <string name="language_29">Sundanese</string>
+    <string name="language_30">Hausa</string>
+    <string name="language_31">Odia</string>
+    <string name="language_32">Burmese</string>
+    <string name="language_33">Ukrainian</string>
+    <string name="language_34">Yoruba</string>
+    <string name="language_35">Uzbek</string>
+    <string name="language_36">Sindhi</string>
+    <string name="language_37">Amharic</string>
+    <string name="language_38">Fula</string>
+    <string name="language_39">Romanian</string>
+    <string name="language_40">Igbo</string>
+    <string name="language_41">Cebuano</string>
+    <string name="language_42">Gujarati</string>
+    <string name="language_43">Kanuri</string>
+    <string name="language_44">Malay</string>
+    <string name="language_45">Kannada</string>
+    <string name="language_46">Dutch</string>
+    <string name="language_47">Hungarian</string>
+    <string name="language_48">Greek</string>
+    <string name="language_49">Czech</string>
+    <string name="language_50">Hebrew</string>
+    <string name="language_51">Croatian</string>
+    <string name="language_52">Filipino</string>
+
+
+</resources>

llm_client.py

@@ -0,0 +1,176 @@
+"""
+OpenAI-compatible LLM client for VocabListGenerator
+Adapted from ResourceTranslate/llm_client.py
+"""
+
+import json
+import openai
+from typing import List, Tuple
+
+from models import VocabRequest, CEFR_DESCRIPTIONS
+from config import Config
+
+
+class LLMClient:
+    """OpenAI-compatible LLM client (LM Studio / DeepSeek)"""
+
+    def __init__(self, config: Config):
+        self.config = config
+        self.client = openai.OpenAI(
+            base_url=config.llm_config['base_url'],
+            api_key=config.llm_config.get('api_key', 'not-needed')
+        )
+        self.model = config.llm_config['model']
+        self.timeout = config.llm_config.get('timeout', 30)
+        self.max_retries = config.llm_config.get('max_retries', 3)
+
+    def generate_vocabulary(self, request: VocabRequest) -> List[Tuple[str, str]]:
+        """
+        Ask the LLM to generate vocabulary word pairs for the given request.
+        Returns a list of (word_in_lang_first, word_in_lang_second) tuples.
+        """
+        prompt = self._build_vocab_prompt(request)
+
+        system_message = (
+            "You are an expert language teacher and vocabulary specialist. "
+            "Generate accurate, natural vocabulary word pairs exactly as instructed. "
+            "Your response must be a valid JSON array and nothing else."
+        )
+
+        for attempt in range(self.max_retries):
+            try:
+                response = self.client.chat.completions.create(
+                    model=self.model,
+                    messages=[
+                        {"role": "system", "content": system_message},
+                        {"role": "user", "content": prompt}
+                    ],
+                    temperature=0.7,
+                    timeout=self.timeout
+                )
+
+                if not response or not response.choices:
+                    print(f"  [attempt {attempt + 1}] Empty response from LLM")
+                    continue
+
+                choice = response.choices[0]
+                if not hasattr(choice, 'message') or not choice.message:
+                    print(f"  [attempt {attempt + 1}] Invalid response structure")
+                    continue
+
+                content = choice.message.content
+                if content is None:
+                    print(f"  [attempt {attempt + 1}] Empty content in response")
+                    continue
+
+                pairs = self._parse_vocab_response(content)
+                if pairs:
+                    return pairs
+                else:
+                    print(f"  [attempt {attempt + 1}] Could not parse valid pairs from response")
+
+            except Exception as e:
+                print(f"  [attempt {attempt + 1}] Failed: {e}")
+                if attempt == self.max_retries - 1:
+                    print("All attempts exhausted.")
+
+        return []
+
+    # ------------------------------------------------------------------
+    # Private helpers
+    # ------------------------------------------------------------------
+
+    def _build_vocab_prompt(self, request: VocabRequest) -> str:
+        """Build the vocabulary generation prompt."""
+        level_desc = CEFR_DESCRIPTIONS.get(request.level, "")
+        lines = [
+            f"Generate exactly {request.amount} vocabulary word pairs for the topic: \"{request.category}\".",
+            "",
+            f"Proficiency level: {request.level}" + (f" — {level_desc}" if level_desc else ""),
+            "",
+            f"First language  (wordFirst):  {request.lang_first_name}",
+            f"Second language (wordSecond): {request.lang_second_name}",
+        ]
+
+        if request.instructions and request.instructions.strip():
+            lines += [
+                "",
+                "Additional instructions (follow these carefully):",
+                request.instructions.strip(),
+            ]
+
+        lines += [
+            "",
+            "Rules:",
+            "- Choose vocabulary appropriate for the specified proficiency level.",
+            "- Return ONLY a JSON array. No markdown, no explanation, no extra text.",
+            "- Each element is a 2-item array: [word_in_first_language, word_in_second_language].",
+            f"- The array must contain exactly {request.amount} unique pairs.",
+            "- NO DUPLICATES: Each word in the first language must appear only once.",
+            "- VARY the vocabulary: avoid repeating similar words.",
+            "",
+            "Example format:",
+            '[',
+            '  ["Krankenhaus", "hospital"],',
+            '  ["Arzt", "médico"]',
+            ']',
+        ]
+
+        return "\n".join(lines)
+
+    def _parse_vocab_response(self, response: str) -> List[Tuple[str, str]]:
+        """Parse the LLM response into a list of word-pair tuples."""
+        if not response or not response.strip():
+            return []
+
+        try:
+            text = response.strip()
+
+            # Try direct parse first
+            if text.startswith('['):
+                data = json.loads(text)
+            else:
+                # Extract JSON array from surrounding text
+                start = text.find('[')
+                end = text.rfind(']') + 1
+                if start == -1 or end == 0:
+                    print(f"Could not locate JSON array in response:\n{response[:500]}")
+                    return []
+                data = json.loads(text[start:end])
+
+            # Check for duplicates and log warning
+            seen_first = {}
+            duplicates = []
+            pairs: List[Tuple[str, str]] = []
+            for item in data:
+                if isinstance(item, (list, tuple)) and len(item) >= 2:
+                    word_first = str(item[0]).strip()
+                    word_second = str(item[1]).strip()
+                    
+                    # Track duplicates
+                    if word_first in seen_first:
+                        duplicates.append(word_first)
+                    else:
+                        seen_first[word_first] = word_second
+                    
+                    pairs.append((word_first, word_second))
+            
+            # Log duplicates if found
+            if duplicates:
+                unique_dups = list(set(duplicates))
+                print(f"  ⚠ Warning: Found {len(duplicates)} duplicate first-language words: {unique_dups[:5]}{'...' if len(unique_dups) > 5 else ''}")
+                # Deduplicate - keep first occurrence only
+                pairs = list(seen_first.items())
+                print(f"  → Using {len(pairs)} unique pairs after deduplication")
+
+            return pairs
+
+        except json.JSONDecodeError as e:
+            print(f"JSON parse error: {e}")
+            print(f"Raw response (first 800 chars):\n{response[:800]}")
+            print(f"Raw response (last 200 chars):\n{response[-200:]}")
+            return []
+        except Exception as e:
+            print(f"Unexpected error parsing response: {e}")
+            print(f"Response preview:\n{response[:500]}")
+            return []

manifest.json

@@ -0,0 +1,76 @@
+{
+  "files": [
+    {
+      "id": "de_dict",
+      "name": "Deutsches Wörterbuch",
+      "description": "Deutsches offline Wörterbuch",
+      "version": "1.0.1",
+      "assets": [
+        {
+          "filename": "dictionary_de.db",
+          "size_bytes": 79745024,
+          "checksum_sha256": "63FF07726B5D6B3B877AA55C2324EB6BD3D1DBDC72CC8C642C57364324196913"
+        },
+        {
+          "filename": "dictionary_de.zstdict",
+          "size_bytes": 4001992,
+          "checksum_sha256": "FD6D2D524363827C6F945B3EADA8DEFC9762DB61C71C16BFF629AE88FA95F522"
+        }
+      ]
+    },
+    {
+      "id": "en_dict",
+      "name": "English Dictionary",
+      "description": "Complete dictionary of the English language",
+      "version": "1.0.0",
+      "assets": [
+        {
+          "filename": "dictionary_en.db",
+          "size_bytes": 271532032,
+          "checksum_sha256": "96FB126218ADC146F78B8877D77FA23187A45FBB529365614DBD61AEB2F09D17"
+        },
+        {
+          "filename": "dictionary_en.zstdict",
+          "size_bytes": 7340032,
+          "checksum_sha256": "FD8F967FC0A70E1BE5D860355B76188485A754FBB7C1ED2FA0C5958B7AA905AA"
+        }
+      ]
+    },
+    {
+      "id": "pt_dict",
+      "name": "Dicionário de Português",
+      "description": "Dicionário com 173.251 termos da língua portuguesa.",
+      "version": "1.0.0",
+      "assets": [
+        {
+          "filename": "dictionary_pt.db",
+          "size_bytes": 17203200,
+          "checksum_sha256": "774B0FF3DBB1B2925173F229FF81428423687BBBD491F95B0E3CE930C9E2D203"
+        },
+        {
+          "filename": "dictionary_pt.zstdict",
+          "size_bytes": 3076907,
+          "checksum_sha256": "56D4B575C8A98FB2E85EF5A9080C592BD3FCD81A14730AB76D5A5A9F45225BFA"
+        }
+      ]
+    },
+    {
+      "id": "fr_dict",
+      "name": "Dictionary (FR)",
+      "description": "Auto-generated",
+      "version": "1.0.1",
+      "assets": [
+        {
+          "filename": "dictionary_fr.db",
+          "size_bytes": 128954368,
+          "checksum_sha256": "9ADE82E30DEC0FB2946085FD15039CD7425FEAB69EFF5B771ACB385C4726C4F4"
+        },
+        {
+          "filename": "dictionary_fr.zstdict",
+          "size_bytes": 7340032,
+          "checksum_sha256": "3ACD90DF2891541436655E5E6FCCB28179CD6217082B460FF1C9627CFFD1FE5A"
+        }
+      ]
+    }
+  ]
+}

manifest_manager.py

@@ -0,0 +1,223 @@
+"""
+Manifest manager for VocabListGenerator
+-----------------------------------------
+Maintains vocab_manifest.json — the index file the app fetches to discover
+all available vocabulary lists, their metadata, and download info.
+
+Manifest entry schema
+---------------------
+{
+  "id":               "verbs_beginners",          // filename stem (no .json)
+  "name":             "Verbs for Beginners (DE-PT)",
+  "description":      "...",
+  "filename":         "verbs_beginners.json",     // file the app downloads
+  "language_ids":     [15, 7],                    // [lang_first_id, lang_second_id]
+  "category":         "Verbs for beginners",
+  "item_count":       104,
+  "level":            "A1",
+  "emoji":            "🏃",
+  "version":          1,
+  "size_bytes":       45312,
+  "checksum_sha256":  "A1B2C3...",
+  "created_at":       "2026-02-18T20:53:54Z",     // first generation
+  "updated_at":       "2026-02-18T21:10:00Z"      // last re-generation
+}
+"""
+
+import hashlib
+import json
+import os
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any, Dict, List, Optional
+
+
+MANIFEST_VERSION = "1.0"
+
+
+# ---------------------------------------------------------------------------
+# Public API
+# ---------------------------------------------------------------------------
+
+def prune_missing_files(manifest_path: str, output_dir: str) -> int:
+    """
+    Remove entries from the manifest whose vocab file no longer exists in
+    *output_dir*.  Saves the manifest only when at least one entry is removed.
+
+    Returns the number of entries that were pruned.
+    """
+    manifest = _load_manifest(manifest_path)
+    output_path = Path(output_dir)
+
+    before = len(manifest["lists"])
+    surviving = []
+    for entry in manifest["lists"]:
+        file_path = output_path / entry["filename"]
+        if file_path.is_file():
+            surviving.append(entry)
+        else:
+            print(f"  [manifest] Pruned missing file: {entry['filename']}  (id={entry['id']})")
+
+    removed = before - len(surviving)
+    if removed:
+        manifest["lists"] = surviving
+        manifest["updated_at"] = _utc_now()
+        _save_manifest(manifest_path, manifest)
+        print(f"  [manifest] Pruned {removed} stale entr{'y' if removed == 1 else 'ies'} → {manifest_path}")
+
+    return removed
+
+
+def update_manifest(
+    manifest_path: str,
+    vocab_file_path: str,
+    lang_first_id: int,
+    lang_second_id: int,
+    category: str,
+    item_count: int,
+    name: str = "",
+    description: str = "",
+    emoji: str = "",
+    level: str = "",
+) -> None:
+    """
+    Compute size + checksum of *vocab_file_path*, then upsert an entry in the
+    manifest at *manifest_path*.  Creates the manifest if it does not exist yet.
+
+    If an entry with the same ``id`` already exists it is updated in-place
+    (created_at is preserved, updated_at is refreshed).
+    """
+    vocab_path = Path(vocab_file_path)
+    if not vocab_path.is_file():
+        print(f"  [manifest] WARNING: vocab file not found: {vocab_file_path}")
+        return
+
+    entry_id = vocab_path.stem           # e.g. "verbs_beginners"
+    filename  = vocab_path.name          # e.g. "verbs_beginners.json"
+
+    size_bytes      = _file_size(vocab_path)
+    checksum_sha256 = _sha256(vocab_path)
+    now_iso         = _utc_now()
+
+    # Load manifest; drop any entries whose files have since been deleted
+    output_dir = str(vocab_path.parent)
+    manifest = _load_manifest(manifest_path)
+    manifest["lists"] = [
+        e for e in manifest["lists"]
+        if (vocab_path.parent / e["filename"]).is_file()
+    ]
+
+    # Find existing entry (if any)
+    existing = _find_entry(manifest["lists"], entry_id)
+
+    if existing is None:
+        # Brand-new entry
+        entry: Dict[str, Any] = {
+            "id":               entry_id,
+            "name":             name or entry_id,
+            "description":      description,
+            "filename":         filename,
+            "language_ids":     [lang_first_id, lang_second_id],
+            "category":         category,
+            "item_count":       item_count,
+            "level":            level,
+            "emoji":            emoji,
+            "version":          1,
+            "size_bytes":       size_bytes,
+            "checksum_sha256":  checksum_sha256,
+            "created_at":       now_iso,
+            "updated_at":       now_iso,
+        }
+        manifest["lists"].append(entry)
+        print(f"  [manifest] Added new entry: {entry_id}")
+    else:
+        # Update mutable fields; keep created_at and version
+        existing["name"]             = name or existing.get("name", entry_id)
+        existing["description"]      = description or existing.get("description", "")
+        existing["filename"]         = filename
+        existing["language_ids"]     = [lang_first_id, lang_second_id]
+        existing["category"]         = category
+        existing["item_count"]       = item_count
+        existing["level"]            = level or existing.get("level", "")
+        existing["emoji"]            = emoji or existing.get("emoji", "")
+        existing.setdefault("version", 1)   # preserve existing version if already set
+        existing["size_bytes"]       = size_bytes
+        existing["checksum_sha256"]  = checksum_sha256
+        existing["updated_at"]       = now_iso
+        print(f"  [manifest] Updated existing entry: {entry_id}")
+
+    # Sort list alphabetically by id for stable output
+    manifest["lists"].sort(key=lambda e: e["id"])
+    manifest["updated_at"] = now_iso
+
+    _save_manifest(manifest_path, manifest)
+    print(f"  [manifest] Saved → {manifest_path}")
+
+
+def print_manifest(manifest_path: str) -> None:
+    """Pretty-print a summary of the manifest to stdout."""
+    manifest = _load_manifest(manifest_path)
+    lists = manifest.get("lists", [])
+    print(f"\nManifest: {manifest_path}  ({len(lists)} lists)")
+    print("-" * 60)
+    for entry in lists:
+        lang_ids = ", ".join(str(i) for i in entry.get("language_ids", []))
+        print(
+            f"  [{entry['id']}]  {entry['name']}\n"
+            f"       category={entry['category']}  "
+            f"items={entry['item_count']}  "
+            f"langs=[{lang_ids}]  "
+            f"size={entry['size_bytes']} B\n"
+            f"       updated={entry['updated_at']}"
+        )
+    print()
+
+
+# ---------------------------------------------------------------------------
+# Private helpers
+# ---------------------------------------------------------------------------
+
+def _load_manifest(path: str) -> Dict[str, Any]:
+    """Load existing manifest or return a fresh skeleton."""
+    if os.path.isfile(path):
+        try:
+            with open(path, "r", encoding="utf-8") as f:
+                return json.load(f)
+        except (json.JSONDecodeError, OSError) as e:
+            print(f"  [manifest] WARNING: could not read manifest ({e}), starting fresh.")
+
+    return {
+        "manifest_version": MANIFEST_VERSION,
+        "updated_at": _utc_now(),
+        "lists": [],
+    }
+
+
+def _save_manifest(path: str, manifest: Dict[str, Any]) -> None:
+    with open(path, "w", encoding="utf-8") as f:
+        json.dump(manifest, f, indent=2, ensure_ascii=False)
+
+
+def _find_entry(
+    lists: List[Dict[str, Any]], entry_id: str
+) -> Optional[Dict[str, Any]]:
+    for entry in lists:
+        if entry.get("id") == entry_id:
+            return entry
+    return None
+
+
+def _file_size(path: Path) -> int:
+    return path.stat().st_size
+
+
+def _sha256(path: Path) -> str:
+    h = hashlib.sha256()
+    with open(path, "rb") as f:
+        for chunk in iter(lambda: f.read(65536), b""):
+            h.update(chunk)
+    return h.hexdigest().upper()
+
+
+def _utc_now() -> str:
+    return datetime.now(timezone.utc).strftime("%Y-%m-%dT%H:%M:%SZ")

models.py

@@ -0,0 +1,31 @@
+"""
+Data models for VocabListGenerator
+"""
+
+from dataclasses import dataclass
+
+
+# Valid CEFR proficiency levels
+CEFR_LEVELS = ("A1", "A2", "B1", "B2", "C1", "C2")
+
+CEFR_DESCRIPTIONS = {
+    "A1": "Beginner — absolute basics, the 100-200 most common words, simple concrete concepts",
+    "A2": "Elementary — basic everyday vocabulary, simple familiar topics",
+    "B1": "Intermediate — practical vocabulary for familiar topics, travel, work",
+    "B2": "Upper-Intermediate — broader vocabulary including abstract and technical topics",
+    "C1": "Advanced — precise vocabulary, idiomatic expressions, nuanced meaning",
+    "C2": "Proficient — near-native vocabulary, highly specialised or literary terms",
+}
+
+
+@dataclass
+class VocabRequest:
+    """Represents a single vocabulary generation request"""
+    amount: int             # Number of word pairs to generate
+    lang_first_id: int      # Polly language ID for the first language
+    lang_second_id: int     # Polly language ID for the second language
+    lang_first_name: str    # Human-readable name of the first language (sent to LLM)
+    lang_second_name: str   # Human-readable name of the second language (sent to LLM)
+    category: str           # Topic / category of the vocabulary list
+    instructions: str       # Any additional instructions for the LLM
+    level: str = "A2"       # CEFR proficiency level (A1, A2, B1, B2, C1, C2)

output/2026_02_19_animals_wildlife_fr_ja_A1.json

@@ -0,0 +1,519 @@
+{
+  "type": "Category",
+  "exportDate": "2026-02-19T13:27:47.906Z",
+  "metadata": {
+    "itemCount": 80,
+    "categoryCount": 1,
+    "exportScope": "Category: Animals & Wildlife"
+  },
+  "category": {
+    "type": "TagCategory",
+    "id": 99999,
+    "name": "Animals & Wildlife"
+  },
+  "items": [
+    {
+      "id": 100000,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "chien",
+      "wordSecond": "犬 (いぬ, inu)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100001,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "chat",
+      "wordSecond": "猫 (ねこ, neko)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100002,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "oiseau",
+      "wordSecond": "鳥 (とり, tori)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100003,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "vache",
+      "wordSecond": "牛 (うし, ushi)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100004,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "cheval",
+      "wordSecond": "馬 (うま, uma)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100005,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "cochon",
+      "wordSecond": "豚 (ぶた, buta)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100006,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "poule",
+      "wordSecond": "鶏 (にわとり, niwatori)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100007,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "lion",
+      "wordSecond": "ライオン (らいおん, raion)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100008,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "tigre",
+      "wordSecond": "虎 (とら, tora)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100009,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "éléphant",
+      "wordSecond": "象 (ぞう, zou)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100010,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "ours",
+      "wordSecond": "熊 (くま, kuma)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100011,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "poisson",
+      "wordSecond": "魚 (さかな, sakana)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100012,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "baleine",
+      "wordSecond": "鯨 (くじら, kujira)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100013,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "requin",
+      "wordSecond": "鮫 (さめ, same)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100014,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "papillon",
+      "wordSecond": "蝶 (ちょう, chou)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100015,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "abeille",
+      "wordSecond": "蜂 (はち, hachi)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100016,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "fourmi",
+      "wordSecond": "蟻 (あり, ari)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100017,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "souris",
+      "wordSecond": "鼠 (ねずみ, nezumi)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100018,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "lapin",
+      "wordSecond": "兎 (うさぎ, usagi)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    },
+    {
+      "id": 100019,
+      "languageFirstId": 14,
+      "languageSecondId": 21,
+      "wordFirst": "singe",
+      "wordSecond": "猿 (さる, saru)",
+      "createdAt": "2026-02-19T13:27:47.906Z",
+      "features": "{}"
+    }
+  ],
+  "states": [],
+  "stageMappings": [
+    {
+      "vocabularyItemId": 100000,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100001,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100002,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100003,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100004,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100005,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100006,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100007,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100008,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100009,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100010,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100011,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100012,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100013,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100014,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100015,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100016,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100017,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100018,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100019,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100020,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100021,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100022,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100023,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100024,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100025,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100026,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100027,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100028,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100029,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100030,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100031,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100032,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100033,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100034,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100035,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100036,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100037,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100038,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100039,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100040,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100041,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100042,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100043,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100044,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100045,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100046,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100047,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100048,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100049,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100050,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100051,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100052,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100053,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100054,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100055,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100056,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100057,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100058,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100059,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100060,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100061,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100062,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100063,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100064,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100065,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100066,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100067,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100068,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100069,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100070,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100071,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100072,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100073,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100074,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100075,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100076,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100077,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100078,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100079,
+      "stage": "NEW"
+    }
+  ]
+}

output/2026_02_19_arts_culture_en_pt_B1.json

@@ -0,0 +1,968 @@
+{
+  "type": "Category",
+  "exportDate": "2026-02-19T16:13:14.977Z",
+  "metadata": {
+    "itemCount": 73,
+    "categoryCount": 1,
+    "exportScope": "Category: Arts & Culture"
+  },
+  "category": {
+    "type": "TagCategory",
+    "id": 99999,
+    "name": "Arts & Culture"
+  },
+  "items": [
+    {
+      "id": 100000,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "painting",
+      "wordSecond": "pintura",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100001,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "sculpture",
+      "wordSecond": "escultura",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100002,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "gallery",
+      "wordSecond": "galeria",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100003,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "canvas",
+      "wordSecond": "tela",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100004,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "portrait",
+      "wordSecond": "retrato",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100005,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "theatre",
+      "wordSecond": "teatro",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100006,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "concert",
+      "wordSecond": "concerto",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100007,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "orchestra",
+      "wordSecond": "orquestra",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100008,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "dance",
+      "wordSecond": "dança",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100009,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "opera",
+      "wordSecond": "ópera",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100010,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "melody",
+      "wordSecond": "melodia",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100011,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "rhythm",
+      "wordSecond": "ritmo",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100012,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "chord",
+      "wordSecond": "acorde",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100013,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "instrument",
+      "wordSecond": "instrumento",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100014,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "genre",
+      "wordSecond": "gênero",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100015,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "film",
+      "wordSecond": "filme",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100016,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "director",
+      "wordSecond": "diretor",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100017,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "scene",
+      "wordSecond": "cena",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100018,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "trailer",
+      "wordSecond": "trailer",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100019,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "premiere",
+      "wordSecond": "estreia",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100020,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "artist",
+      "wordSecond": "artista",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100021,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "exhibition",
+      "wordSecond": "exposição",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100022,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "museum",
+      "wordSecond": "museu",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100023,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "drawing",
+      "wordSecond": "desenho",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100024,
+      "languageFirstId": 1,
+      "languageSecondId": 7,
+      "wordFirst": "sketch",
+      "wordSecond": "esboço",
+      "createdAt": "2026-02-19T16:13:14.977Z",
+      "features": "{}"
+    },
+    {
+      "id": 100025,
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output/2026_02_19_body_parts_health_de_fr_A2.json

@@ -0,0 +1,942 @@
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output/2026_02_19_body_parts_health_de_it_A2.json

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+    }
+  ]
+}

output/2026_02_19_body_parts_health_de_ja_A2.json

@@ -0,0 +1,942 @@
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+    },
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+    },
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+    },
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+    },
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+    },
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+    },
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output/2026_02_19_body_parts_health_de_ko_A2.json

@@ -0,0 +1,942 @@
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output/2026_02_19_body_parts_health_de_pl_A2.json

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output/2026_02_19_body_parts_health_de_zh_A2.json

@@ -0,0 +1,942 @@
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output/2026_02_19_body_parts_health_en_de_A2.json

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output/2026_02_19_body_parts_health_en_es_A2.json

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output/2026_02_19_body_parts_health_en_fr_A2.json

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output/2026_02_19_body_parts_health_en_it_A2.json

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+    },
+    {
+      "vocabularyItemId": 100066,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100067,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100068,
+      "stage": "NEW"
+    },
+    {
+      "vocabularyItemId": 100069,
+      "stage": "NEW"
+    }
+  ]
+}

output/2026_02_19_body_parts_health_en_ja_A2.json

@@ -0,0 +1,981 @@
+{
+  "type": "Category",
+  "exportDate": "2026-02-19T14:02:07.930Z",
+  "metadata": {
+    "itemCount": 74,
+    "categoryCount": 1,
+    "exportScope": "Category: Body Parts & Health"
+  },
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+    "name": "Body Parts & Health"
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+      "features": "{}"
+    },
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+      "languageFirstId": 1,
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+      "wordFirst": "face",
+      "wordSecond": "顔 (かお, kao)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
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+    },
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+      "wordSecond": "目 (め, me)",
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+      "features": "{}"
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+      "languageFirstId": 1,
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+      "wordSecond": "眉 (まゆ, mayu)",
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+      "features": "{}"
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+      "wordSecond": "唇 (くちびる, kuchibiru)",
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+      "features": "{}"
+    },
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+      "wordFirst": "tooth",
+      "wordSecond": "歯 (は, ha)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "tongue",
+      "wordSecond": "舌 (した, shita)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
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+      "wordFirst": "chin",
+      "wordSecond": "あご (ago)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
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+      "languageFirstId": 1,
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+      "wordSecond": "首 (くび, kubi)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
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+      "wordSecond": "肩 (かた, kata)",
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+      "features": "{}"
+    },
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+      "wordFirst": "arm",
+      "wordSecond": "腕 (うで, ude)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
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+      "wordSecond": "ひじ (hiji)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
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+      "languageFirstId": 1,
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+      "wordFirst": "wrist",
+      "wordSecond": "手首 (てくび, tekubi)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
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+      "languageFirstId": 1,
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+      "wordSecond": "手 (て, te)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
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+      "id": 100021,
+      "languageFirstId": 1,
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+      "wordFirst": "finger",
+      "wordSecond": "指 (ゆび, yubi)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
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+      "languageFirstId": 1,
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+      "wordSecond": "親指 (おやゆび, oyayubi)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
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+      "wordFirst": "nail",
+      "wordSecond": "爪 (つめ, tsume)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
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+    },
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+    },
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+      "features": "{}"
+    },
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+      "features": "{}"
+    },
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+      "features": "{}"
+    },
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+      "features": "{}"
+    },
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+      "features": "{}"
+    },
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+      "features": "{}"
+    },
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+      "features": "{}"
+    },
+    {
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+      "features": "{}"
+    },
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+      "wordSecond": "かかと (kakato)",
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+      "features": "{}"
+    },
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+      "languageFirstId": 1,
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+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
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+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
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+      "wordSecond": "骨 (ほね, hone)",
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+      "features": "{}"
+    },
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+      "features": "{}"
+    },
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+      "wordSecond": "血 (ち, chi)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
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+      "languageFirstId": 1,
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+      "wordFirst": "heart",
+      "wordSecond": "心臓 (しんぞう, shinzou)",
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+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
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+      "wordSecond": "肺 (はい, hai)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100043,
+      "languageFirstId": 1,
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+      "wordFirst": "liver",
+      "wordSecond": "肝臓 (かんぞう, kanzou)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100044,
+      "languageFirstId": 1,
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+      "wordFirst": "stomach (organ)",
+      "wordSecond": "胃 (い, i)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100045,
+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "intestine",
+      "wordSecond": "腸 (ちょう, chou)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
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+      "wordFirst": "brain",
+      "wordSecond": "脳 (のう, nou)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
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+      "languageFirstId": 1,
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+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
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+      "wordSecond": "頭痛 (ずつう, zutsuu)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
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+      "wordFirst": "stomachache",
+      "wordSecond": "腹痛 (ふくつう, fukutsuu)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
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+      "wordSecond": "歯痛 (しつう, shitsuu)",
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+      "features": "{}"
+    },
+    {
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+      "wordFirst": "fever",
+      "wordSecond": "熱 (ねつ, netsu)",
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+      "features": "{}"
+    },
+    {
+      "id": 100052,
+      "languageFirstId": 1,
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+      "wordFirst": "cough",
+      "wordSecond": "咳 (せき, seki)",
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+      "features": "{}"
+    },
+    {
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+      "wordSecond": "風邪 (かぜ, kaze)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "sneeze",
+      "wordSecond": "くしゃみ (kushami)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
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+      "languageFirstId": 1,
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+      "wordFirst": "tired",
+      "wordSecond": "疲れた (つかれた, tsukareta)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100056,
+      "languageFirstId": 1,
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+      "wordFirst": "healthy",
+      "wordSecond": "健康な (けんこうな, kenkou na)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100057,
+      "languageFirstId": 1,
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+      "wordFirst": "sick",
+      "wordSecond": "病気の (びょうきの, byouki no)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100058,
+      "languageFirstId": 1,
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+      "wordFirst": "doctor",
+      "wordSecond": "医者 (いしゃ, isha)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100059,
+      "languageFirstId": 1,
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+      "wordFirst": "nurse",
+      "wordSecond": "看護師 (かんごし, kangoshi)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100060,
+      "languageFirstId": 1,
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+      "wordSecond": "病院 (びょういん, byouin)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100061,
+      "languageFirstId": 1,
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+      "wordFirst": "clinic",
+      "wordSecond": "診療所 (しんりょうじょ, shinryoujo)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100062,
+      "languageFirstId": 1,
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+      "wordFirst": "medicine",
+      "wordSecond": "薬 (くすり, kusuri)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100063,
+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "pill",
+      "wordSecond": "錠剤 (じょうざい, jouzai)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100064,
+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "bandage",
+      "wordSecond": "包帯 (ほうたい, houtai)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100065,
+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "injury",
+      "wordSecond": "怪我 (けが, kega)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100066,
+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "cut",
+      "wordSecond": "切り傷 (きりきず, kirikizu)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100067,
+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "bruise",
+      "wordSecond": "打撲傷 (だぼくしょう, dabokushou)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100068,
+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "burn",
+      "wordSecond": "火傷 (やけど, yakedo)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100069,
+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "rest",
+      "wordSecond": "休み (やすみ, yasumi)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100070,
+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "sleep",
+      "wordSecond": "睡眠 (すいみん, suimin)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100071,
+      "languageFirstId": 1,
+      "languageSecondId": 21,
+      "wordFirst": "exercise",
+      "wordSecond": "運動 (うんどう, undou)",
+      "createdAt": "2026-02-19T14:02:07.930Z",
+      "features": "{}"
+    },
+    {
+      "id": 100072,
+      "languageFirstId": 1,
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output/2026_02_19_body_parts_health_en_ko_A2.json

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output/2026_02_19_body_parts_health_en_pl_A2.json

@@ -0,0 +1,981 @@
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output/2026_02_19_body_parts_health_en_pt_A2.json

@@ -0,0 +1,981 @@
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output/2026_02_19_body_parts_health_en_zh_A2.json

@@ -0,0 +1,942 @@
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output/2026_02_19_body_parts_health_es_de_A2.json

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output/2026_02_19_body_parts_health_es_fr_A2.json

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output/2026_02_19_body_parts_health_es_ja_A2.json

@@ -0,0 +1,942 @@
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+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100015,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "estómago",
+      "wordSecond": "お腹 (おなか, onaka)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100016,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "codo",
+      "wordSecond": "肘 (ひじ, hiji)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100017,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "muñeca",
+      "wordSecond": "手首 (てくび, tekubi)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100018,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "dedo",
+      "wordSecond": "指 (ゆび, yubi)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100019,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "uña",
+      "wordSecond": "爪 (つめ, tsume)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100020,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "rodilla",
+      "wordSecond": "膝 (ひざ, hiza)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100021,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "tobillo",
+      "wordSecond": "足首 (あしくび, ashikubi)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100022,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "pelo",
+      "wordSecond": "髪 (かみ, kami)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100023,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "cara",
+      "wordSecond": "顔 (かお, kao)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100024,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "frente",
+      "wordSecond": "額 (ひたい, hitai)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100025,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "ceja",
+      "wordSecond": "眉 (まゆ, mayu)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100026,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "pestaña",
+      "wordSecond": "まつげ (matsuge)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100027,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "labio",
+      "wordSecond": "唇 (くちびる, kuchibiru)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100028,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "barbilla",
+      "wordSecond": "あご (ago)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100029,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "mejilla",
+      "wordSecond": "頬 (ほお, hoo)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100030,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "corazón",
+      "wordSecond": "心臓 (しんぞう, shinzou)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100031,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "pulmón",
+      "wordSecond": "肺 (はい, hai)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100032,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "hígado",
+      "wordSecond": "肝臓 (かんぞう, kanzou)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100033,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "riñón",
+      "wordSecond": "腎臓 (じんぞう, jinzou)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100034,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "estómago (órgano)",
+      "wordSecond": "胃 (い, i)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100035,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "intestino",
+      "wordSecond": "腸 (ちょう, chou)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100036,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "sangre",
+      "wordSecond": "血 (ち, chi)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100037,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "hueso",
+      "wordSecond": "骨 (ほね, hone)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100038,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "músculo",
+      "wordSecond": "筋肉 (きんにく, kinniku)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100039,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "piel",
+      "wordSecond": "皮膚 (ひふ, hifu)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100040,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "dolor",
+      "wordSecond": "痛み (いたみ, itami)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100041,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "fiebre",
+      "wordSecond": "熱 (ねつ, netsu)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
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+      "id": 100042,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "resfriado",
+      "wordSecond": "風邪 (かぜ, kaze)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
+    },
+    {
+      "id": 100043,
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+      "languageSecondId": 21,
+      "wordFirst": "tos",
+      "wordSecond": "咳 (せき, seki)",
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+      "features": "{}"
+    },
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+      "id": 100044,
+      "languageFirstId": 3,
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+      "wordFirst": "cansado",
+      "wordSecond": "疲れた (つかれた, tsukareta)",
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+      "id": 100045,
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+      "wordFirst": "saludable",
+      "wordSecond": "健康な (けんこうな, kenkou na)",
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+      "id": 100046,
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+      "wordFirst": "enfermo",
+      "wordSecond": "病気 (びょうき, byouki)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
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+      "id": 100047,
+      "languageFirstId": 3,
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+      "wordFirst": "médico",
+      "wordSecond": "医者 (いしゃ, isha)",
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+      "features": "{}"
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+      "id": 100048,
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+      "wordFirst": "enfermera",
+      "wordSecond": "看護師 (かんごし, kangoshi)",
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+      "features": "{}"
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+      "id": 100049,
+      "languageFirstId": 3,
+      "languageSecondId": 21,
+      "wordFirst": "hospital",
+      "wordSecond": "病院 (びょういん, byouin)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
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+      "id": 100050,
+      "languageFirstId": 3,
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+      "wordFirst": "medicina",
+      "wordSecond": "薬 (くすり, kusuri)",
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+      "wordFirst": "pastilla",
+      "wordSecond": "錠剤 (じょうざい, jouzai)",
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+      "id": 100052,
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+      "wordFirst": "inyección",
+      "wordSecond": "注射 (ちゅうしゃ, chuusha)",
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+      "wordFirst": "herida",
+      "wordSecond": "怪我 (けが, kega)",
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+      "id": 100054,
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+      "wordFirst": "sangrado",
+      "wordSecond": "出血 (しゅっけつ, shukketsu)",
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+      "wordFirst": "moretón",
+      "wordSecond": "あざ (aza)",
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+      "id": 100056,
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+      "wordFirst": "hinchazón",
+      "wordSecond": "腫れ (はれ, hare)",
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+      "features": "{}"
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+      "wordFirst": "picazón",
+      "wordSecond": "かゆみ (kayumi)",
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+      "features": "{}"
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+      "id": 100058,
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+      "wordFirst": "náusea",
+      "wordSecond": "吐き気 (はきけ, hakike)",
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+      "wordFirst": "mareo",
+      "wordSecond": "めまい (memai)",
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+      "id": 100060,
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+      "wordFirst": "dolor de cabeza",
+      "wordSecond": "頭痛 (ずつう, zutsuu)",
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+      "features": "{}"
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+      "id": 100061,
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+      "wordFirst": "dolor de garganta",
+      "wordSecond": "喉の痛み (のどのいたみ, nodo no itami)",
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+      "features": "{}"
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+      "id": 100062,
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+      "wordFirst": "dolor de estómago",
+      "wordSecond": "腹痛 (ふくつう, fukutsuu)",
+      "createdAt": "2026-02-19T14:04:17.938Z",
+      "features": "{}"
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+      "wordSecond": "背中の痛み (せなかのいたみ, senaka no itami)",
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+      "features": "{}"
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+      "wordSecond": "歯痛 (しつう, shitsuu)",
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+      "wordSecond": "インフルエンザ (infuruenza)",
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+      "wordSecond": "アレルギー (arerugii)",
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+      "wordSecond": "喘息 (ぜんそく, zensoku)",
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+      "wordFirst": "presión arterial",
+      "wordSecond": "血圧 (けつあつ, ketsuatsu)",
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+      "wordSecond": "体温 (たいおん, taion)",
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+      "wordSecond": "脈 (みゃく, myaku)",
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output/2026_02_19_body_parts_health_es_ko_A2.json

@@ -0,0 +1,929 @@
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output/2026_02_19_body_parts_health_es_pl_A2.json

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