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KyeongminandClaude Opus 4.8 b836e79ee1 wip: phase_z2 evidence 파이프라인 + matching 실험(phase2~26) + 프론트 trace 패널 진행분 스냅샷 
- src: phase_z2 composition/mapper/pipeline/placement_planner/retry, ai_fallback(prompts/schema/validate), mdx_text_atoms 신규
- Front: PipelineTracePanel 신규, FramePanel/SlideCanvas/Home/designAgentApi 등 갱신 + 테스트 4종 추가
- templates/phase_z2: catalog(component_expansion_registry, node_slot_mapping 신규), frames, families, slide_base 갱신
- tests/matching: phase2~26 매칭 실험 스크립트·리포트·온톨로지 전체 (미커밋 진행분)
- tests: b4_v4 evidence, task5~28.5 시리즈, regression(imp95 baseline) 등 신규 테스트 대량 추가
- docs/reference: MDX 구조 인벤토리, MDX→Frame 구조 계약 문서
- scripts: mdx 계약/parity/coverage/viewport 체크, gitea comment, run sync 유틸
- .gitignore: tmp*.json, chromedriver, .orchestrator, *.pkl, Front_test* 등 임시/스냅샷 제외

미완성 작업의 보존용 스냅샷 커밋 (2026-07-02)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-02 17:03:42 +09:00

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<!DOCTYPE html>
<html lang="ko">
<head>
<meta charset="utf-8">
<title>Normalized Token Inventory — Step 4.2 snapshot</title>
<style>
body { font-family: -apple-system, "Segoe UI", Pretendard, sans-serif; max-width: 1100px; margin: 2em auto; padding: 0 1em; line-height: 1.55; color: #222; }
h1 { border-bottom: 2px solid #333; padding-bottom: 0.2em; }
h2 { margin-top: 2em; border-bottom: 1px solid #ccc; padding-bottom: 0.2em; }
h3 { margin-top: 1.5em; color: #555; }
table { border-collapse: collapse; margin: 0.5em 0; font-size: 0.92em; }
th, td { border: 1px solid #ddd; padding: 5px 9px; text-align: left; vertical-align: top; }
th { background: #f4f4f4; }
code { background: #f4f4f4; padding: 2px 4px; border-radius: 3px; font-size: 0.9em; }
strong { color: #0a6; }
</style>
</head>
<body>
<h1>NORMALIZED TOKEN INVENTORY — Step 4.2 확정 스냅샷</h1>
<h2>0. Executive Summary</h2>
<p>BEPS / Figma / MDX 에서 실제 텍스트를 수집해 중복 제거 후 <strong>2,124개</strong> 문장 / 항목을 정리하였다.
형태소 분석 단계에서는 <strong>13,911개</strong> 단어 출현을 확인했고,
정규화 후 최종 <strong>14,228개 단어 출현 / 1,743개 키워드 후보</strong>로 정리하였다.
이 후보 목록을 바탕으로 각 Figma 프레임별 핵심 키워드 (anchor keyword) 를 선별한다.</p>
<blockquote>
<p><strong>1,758개 = 전체 키워드 후보 풀</strong> (anchor keyword 는 이 중에서 프레임별로 선별할 핵심 키워드)</p>
</blockquote>
<h2>1. 파이프라인 처리 흐름</h2>
<table>
<thead>
<tr>
<th>단계</th>
<th>산출</th>
<th>역할</th>
</tr>
</thead>
<tbody>
<tr>
<td>Step 1</td>
<td><code>actual_text_nodes.yaml</code></td>
<td>Figma texts.md 의 <code>-</code> list item + MDX 본문에서 text_node 추출. HTML tag / markdown / HTML entity 정리. 1글자 / 순수숫자 / 단일기호 제외.</td>
</tr>
<tr>
<td>Step 2</td>
<td><code>actual_text_tokens.yaml</code></td>
<td>Kiwi 형태소 분석 (NNG / NNP / SL / SN). 1글자 / 순수숫자 제외. synonym 미적용.</td>
</tr>
<tr>
<td>Step 2.5</td>
<td><code>special_forms_inventory.yaml</code></td>
<td>S/W, H/W, 2D, 3D, BIM, DX, AS-IS, TO-BE 실제 표기형 관찰 (occurrences + nodes + source breakdown).</td>
</tr>
<tr>
<td>Step 4.2</td>
<td><code>normalized_text_tokens.yaml</code>, <code>replacement_report.yaml</code></td>
<td>PRE_COLLAPSE (4 regex) + phrase_variants 치환 → Kiwi user_dict (SL 8 + NNG 5) → 동일 필터.</td>
</tr>
</tbody>
</table>
<h2>2. 전체 카운트</h2>
<table>
<thead>
<tr>
<th>소스</th>
<th>raw tokens</th>
<th>unique tokens</th>
</tr>
</thead>
<tbody>
<tr>
<td>BEPS (1 frame)</td>
<td>10,517</td>
<td>1,708</td>
</tr>
<tr>
<td>Frames (32)</td>
<td>2,967</td>
<td>avg 63.6 / frame</td>
</tr>
<tr>
<td>MDX (3)</td>
<td>744</td>
<td>avg 117.2 / MDX</td>
</tr>
<tr>
<td><strong>Corpus</strong></td>
<td><strong>14,228</strong></td>
<td><strong>1,743</strong></td>
</tr>
</tbody>
</table>
<p><strong>총 occurrence</strong>: 14,228</p>
<h2>3. Special tokens 통계</h2>
<h3>3.1 Step 4.2 정규화 후 (token 기준)</h3>
<table>
<thead>
<tr>
<th>token</th>
<th>occurrence</th>
<th>frame_df</th>
<th>mdx_df</th>
</tr>
</thead>
<tbody>
<tr>
<td>S/W</td>
<td>286</td>
<td>22 / 32</td>
<td>4 / 3</td>
</tr>
<tr>
<td>H/W</td>
<td>28</td>
<td>6 / 32</td>
<td>1 / 3</td>
</tr>
<tr>
<td>2D</td>
<td>14</td>
<td>3 / 32</td>
<td>3 / 3</td>
</tr>
<tr>
<td>3D</td>
<td>83</td>
<td>13 / 32</td>
<td>3 / 3</td>
</tr>
<tr>
<td>DX</td>
<td>83</td>
<td>9 / 32</td>
<td>4 / 3</td>
</tr>
<tr>
<td>BIM</td>
<td>187</td>
<td>12 / 32</td>
<td>2 / 3</td>
</tr>
<tr>
<td>As-is</td>
<td>2</td>
<td>0 / 32</td>
<td>1 / 3</td>
</tr>
<tr>
<td>To-Be</td>
<td>2</td>
<td>0 / 32</td>
<td>1 / 3</td>
</tr>
</tbody>
</table>
<h3>3.2 Step 2.5 원본 표기형 관찰 (문자열 기준)</h3>
<table>
<thead>
<tr>
<th>target</th>
<th>occurrences (total)</th>
<th>source breakdown (b/f/m)</th>
<th>nodes (total)</th>
<th>observed_forms</th>
</tr>
</thead>
<tbody>
<tr>
<td>S/W</td>
<td>287</td>
<td>b197 / f84 / m6</td>
<td>230</td>
<td>—</td>
</tr>
<tr>
<td>H/W</td>
<td>28</td>
<td>b20 / f7 / m1</td>
<td>26</td>
<td>—</td>
</tr>
<tr>
<td>2D</td>
<td>14</td>
<td>b8 / f3 / m3</td>
<td>14</td>
<td>—</td>
</tr>
<tr>
<td>3D</td>
<td>83</td>
<td>b49 / f23 / m11</td>
<td>76</td>
<td>—</td>
</tr>
<tr>
<td>DX</td>
<td>50</td>
<td>b25 / f12 / m13</td>
<td>48</td>
<td>—</td>
</tr>
<tr>
<td>BIM</td>
<td>187</td>
<td>b148 / f28 / m11</td>
<td>169</td>
<td>—</td>
</tr>
<tr>
<td>AS-IS</td>
<td>2</td>
<td>b1 / f0 / m1</td>
<td>2</td>
<td><code>As-is</code>×2</td>
</tr>
<tr>
<td>TO-BE</td>
<td>2</td>
<td>b1 / f0 / m1</td>
<td>2</td>
<td><code>To-Be</code>×1, <code>To-be</code>×1</td>
</tr>
</tbody>
</table>
<h2>4. Applied replacements</h2>
<h3>4.1 PRE_COLLAPSE (regex, 4 rules)</h3>
<table>
<thead>
<tr>
<th>rule_id</th>
<th>applied</th>
</tr>
</thead>
<tbody>
<tr>
<td>digital_transition_with_dx</td>
<td>6</td>
</tr>
<tr>
<td>dx_with_digital_transition</td>
<td>4</td>
</tr>
</tbody>
</table>
<p><strong>pre_collapse_total</strong>: 10</p>
<h3>4.2 phrase_variants 치환 카운트</h3>
<table>
<thead>
<tr>
<th>canonical</th>
<th>applied</th>
</tr>
</thead>
<tbody>
<tr>
<td>DX</td>
<td>32</td>
</tr>
<tr>
<td>과정혁신</td>
<td>19</td>
</tr>
<tr>
<td>시행착오</td>
<td>1</td>
</tr>
<tr>
<td>의사소통</td>
<td>1</td>
</tr>
<tr>
<td>필수조건</td>
<td>1</td>
</tr>
<tr>
<td>결과혁신</td>
<td>1</td>
</tr>
<tr>
<td>To-Be</td>
<td>1</td>
</tr>
</tbody>
</table>
<p><strong>applied_replacements total</strong>: 56
<strong>total_text_changes</strong> (pre_collapse + phrase): 66</p>
<h3>4.3 phrase_variants 룰 정의 (<code>synonyms.yaml</code>)</h3>
<table>
<thead>
<tr>
<th>canonical</th>
<th>variants</th>
</tr>
</thead>
<tbody>
<tr>
<td>DX</td>
<td>디지털 전환, 디지털전환, 디지털 트랜스포메이션</td>
</tr>
<tr>
<td>결과혁신</td>
<td>결과 혁신, 결과의 혁신, Product의 변화, Product 혁신</td>
</tr>
<tr>
<td>과정혁신</td>
<td>과정 혁신, 과정의 혁신, Process 혁신, 프로세스 혁신</td>
</tr>
<tr>
<td>필수조건</td>
<td>필수 요건, 필수요건</td>
</tr>
<tr>
<td>의사소통</td>
<td>의사 소통</td>
</tr>
<tr>
<td>시행착오</td>
<td>시행 착오</td>
</tr>
<tr>
<td>As-is</td>
<td>As Is, As_is, as-is</td>
</tr>
<tr>
<td>To-Be</td>
<td>To-be, To Be, To_be</td>
</tr>
</tbody>
</table>
<h2>5. Frame 별 unique token count (32개)</h2>
<table>
<thead>
<tr>
<th>frame #</th>
<th>frame_id</th>
<th>raw tokens</th>
<th>unique tokens</th>
</tr>
</thead>
<tbody>
<tr>
<td>1</td>
<td>1171281172</td>
<td>19</td>
<td>18</td>
</tr>
<tr>
<td>2</td>
<td>1171281173</td>
<td>42</td>
<td>32</td>
</tr>
<tr>
<td>3</td>
<td>1171281174</td>
<td>18</td>
<td>17</td>
</tr>
<tr>
<td>4</td>
<td>1171281175</td>
<td>59</td>
<td>45</td>
</tr>
<tr>
<td>5</td>
<td>1171281176</td>
<td>28</td>
<td>21</td>
</tr>
<tr>
<td>6</td>
<td>1171281177</td>
<td>62</td>
<td>43</td>
</tr>
<tr>
<td>7</td>
<td>1171281178</td>
<td>243</td>
<td>147</td>
</tr>
<tr>
<td>8</td>
<td>1171281179</td>
<td>87</td>
<td>60</td>
</tr>
<tr>
<td>9</td>
<td>1171281180</td>
<td>42</td>
<td>28</td>
</tr>
<tr>
<td>10</td>
<td>1171281181</td>
<td>24</td>
<td>22</td>
</tr>
<tr>
<td>11</td>
<td>1171281182</td>
<td>45</td>
<td>28</td>
</tr>
<tr>
<td>12</td>
<td>1171281189</td>
<td>71</td>
<td>56</td>
</tr>
<tr>
<td>13</td>
<td>1171281190</td>
<td>84</td>
<td>57</td>
</tr>
<tr>
<td>14</td>
<td>1171281191</td>
<td>109</td>
<td>69</td>
</tr>
<tr>
<td>15</td>
<td>1171281192</td>
<td>115</td>
<td>83</td>
</tr>
<tr>
<td>16</td>
<td>1171281193</td>
<td>229</td>
<td>149</td>
</tr>
<tr>
<td>17</td>
<td>1171281194</td>
<td>150</td>
<td>97</td>
</tr>
<tr>
<td>18</td>
<td>1171281195</td>
<td>160</td>
<td>106</td>
</tr>
<tr>
<td>19</td>
<td>1171281197</td>
<td>64</td>
<td>45</td>
</tr>
<tr>
<td>20</td>
<td>1171281198</td>
<td>61</td>
<td>42</td>
</tr>
<tr>
<td>21</td>
<td>1171281201</td>
<td>44</td>
<td>34</td>
</tr>
<tr>
<td>22</td>
<td>1171281202</td>
<td>46</td>
<td>43</td>
</tr>
<tr>
<td>23</td>
<td>1171281203</td>
<td>148</td>
<td>100</td>
</tr>
<tr>
<td>24</td>
<td>1171281204</td>
<td>214</td>
<td>127</td>
</tr>
<tr>
<td>25</td>
<td>1171281205</td>
<td>48</td>
<td>43</td>
</tr>
<tr>
<td>26</td>
<td>1171281206</td>
<td>45</td>
<td>36</td>
</tr>
<tr>
<td>27</td>
<td>1171281208</td>
<td>38</td>
<td>30</td>
</tr>
<tr>
<td>28</td>
<td>1171281209</td>
<td>68</td>
<td>48</td>
</tr>
<tr>
<td>29</td>
<td>1171281210</td>
<td>164</td>
<td>115</td>
</tr>
<tr>
<td>30</td>
<td>1171281211</td>
<td>135</td>
<td>96</td>
</tr>
<tr>
<td>31</td>
<td>1171281212</td>
<td>222</td>
<td>126</td>
</tr>
<tr>
<td>32</td>
<td>1171281213</td>
<td>83</td>
<td>73</td>
</tr>
</tbody>
</table>
<h2>6. TARGET frames 상세 (13 / 14 / 18 / 29)</h2>
<h3>Frame 13 / 1171281190</h3>
<ul>
<li>raw_token_count: <strong>84</strong></li>
<li>unique_token_count: <strong>57</strong></li>
<li>unique_tokens:</li>
</ul>
<p>필수조건 / 기술 / 디지털 / 기반 / 지식 / 건설 / 산업 / 토목 / 단계 / 근본 / 이해 / 경험 / 전문 / 보유 / S/W / Digital / Technology / 다양 / 도구 / H/W / Process / 효과 / 통합 / 사람 / 역량 / 분야 / 기술자 / 엔지니어 / Know / how / 융합 / 축적 / 개발 / 개발자 / 형태 / Solution / Programmer / 자연 / 여건 / 사회 / 기업 / 제도 / 목표 / 설정 / 지침 / 탈피 / 수행 / 사례 / 검증 / 시행 / 지속 / 장기 / 투자 / 능력 / 의지 / 규모 / 과정혁신</p>
<h3>Frame 14 / 1171281191</h3>
<ul>
<li>raw_token_count: <strong>109</strong></li>
<li>unique_token_count: <strong>69</strong></li>
<li>unique_tokens:</li>
</ul>
<p>발주 / 목표 / 시공 / 설계자 / 민원 / 작업 / 예방 / 최소 / 직관 / 품질 / 향상 / 안정 / 제고 / 수행 / 공정 / 이해 / 관리 / 편의 / 증진 / 실무자 / 소통 / 오류 / 행정 / 자동 / 생산 / 건설 / 정보 / 통합 / 활용 / 강화 / 생애 / 주기 / 효율 / 디지털 / 자산 / 공사 / Risk / 시각 / 안전 / 중간 / 완성 / 측량 / 공간 / 편리 / 관계자 / 의사소통 / Model / 세도 / 관련 / 도서 / 작성 / System / 구축 / 기술 / 개발 / 원활 / 3D / 모델 / Claim / 상호 / 신뢰 / 부가 / 가치 / 창출 / 산업 / 전환 / 프로젝트 / 일관 / 유지</p>
<h3>Frame 18 / 1171281195</h3>
<ul>
<li>raw_token_count: <strong>160</strong></li>
<li>unique_token_count: <strong>106</strong></li>
<li>unique_tokens:</li>
</ul>
<p>BIM / DX / 이해 / vs. / Only / 3D / 모델 / 제작 / 상용 / S/W / Civil / Revit / Navisworks / Autocad / 기존 / 2D / 설계 / 방식 / 유지 / 중심 / 성과 / 일반 / 향상 / 분야 / 단절 / 시공 / 운영 / 단순 / 수동 / 집단 / 동질 / 오류 / 소극 / 기술 / 의존 / 제작사 / 판매 / 정책 / 평준 / 국내 / 규모 / 교육 / 집중 / 토목 / 해외 / 증가 / 프로세스 / 성과물 / 활용 / 확장 / 수행 / 개념 / CIVIL / IT / 주체 / 발주처 / 설계사 / 시공사 / ENG. / Management / 포함 / Rhino / Sketchup / Blender / EG / 전용 / 근본 / 문제 / 의식 / 개선 / 공학 / 정보 / 콘텐츠 / 연계 / 도면 / 수량 / 계획 / 일식 / 혁신 / 정립 / 생애 / 주기 / 시스템 / 구체 / 적극 / 실현 / 방안 / 접목 / 융합 / 자체 / 능력 / 지속 / 가능 / 확보 / 차별 / 경쟁력 / 진출 / ENG / 개발 / 건설 / 산업 / 과정 / 기초 / 일부분 / 인지 / 중요</p>
<h3>Frame 29 / 1171281210</h3>
<ul>
<li>raw_token_count: <strong>164</strong></li>
<li>unique_token_count: <strong>115</strong></li>
<li>unique_tokens:</li>
</ul>
<p>과정 / 혁신 / Process / 결과 / Products / 개념 / 도서 / 행정 / 절차 / 중심 / 2D / 도면 / 전문가 / 규정 / 업무 / 구분 / 책임 / 단절 / 시각 / 목적물 / 소통 / 투명 / 3D / 모델 / 참여자 / 실체 / 협업 / 창의 / 복합 / 위치 / 기반 / GIS / 건설 / 정보 / 포함 / BIM / 연계 / 과정혁신 / 지리 / 지형 / 지반 / 상태 / 형상 / 내용 / 속성 / 인프라 / 산업 / 등고선 / 지형도 / 수치 / 본태 / 측량 / 획득 / 구축 / 필수 / 설계 / 시공 / 관련 / 기술 / 정리 / 디지털 / S/W / 축적 / 작성 / 분절 / Analogue / 방식 / 성과물 / 가능 / Solution / 제공 / 과거 / 수작업 / 시행 / 발생 / 오류 / 최소 / 정확 / Data / 계획 / 개선 / 품질 / 의존 / 수량 / 계산서 / 시방서 / 시뮬레이션 / Digital / 추가 / Information / and / 숫자 / 확인 / 진행 / 지속 / 존속 / Graphic / 활용 / 기존 / 수준 / 공학 / 사이니지 / 시스템 / H/W / Engn. / 프로젝트 / 이슈 / 검토 / 논의 / 다양 / 단계 / 데이터 / 저장 / 통합 / 관리</p>
<h2>7. Top 50 by frequency</h2>
<table>
<thead>
<tr>
<th>token</th>
<th>count</th>
<th>frame_count</th>
<th>mdx_count</th>
</tr>
</thead>
<tbody>
<tr>
<td>S/W</td>
<td>286</td>
<td>22</td>
<td>4</td>
</tr>
<tr>
<td>정보</td>
<td>254</td>
<td>13</td>
<td>3</td>
</tr>
<tr>
<td>건설</td>
<td>200</td>
<td>15</td>
<td>4</td>
</tr>
<tr>
<td>BIM</td>
<td>187</td>
<td>12</td>
<td>2</td>
</tr>
<tr>
<td>관리</td>
<td>187</td>
<td>12</td>
<td>3</td>
</tr>
<tr>
<td>모델</td>
<td>185</td>
<td>12</td>
<td>3</td>
</tr>
<tr>
<td>기반</td>
<td>180</td>
<td>16</td>
<td>3</td>
</tr>
<tr>
<td>시공</td>
<td>177</td>
<td>15</td>
<td>4</td>
</tr>
<tr>
<td>설계</td>
<td>171</td>
<td>15</td>
<td>4</td>
</tr>
<tr>
<td>기술</td>
<td>160</td>
<td>17</td>
<td>3</td>
</tr>
<tr>
<td>개발</td>
<td>119</td>
<td>14</td>
<td>2</td>
</tr>
<tr>
<td>공사</td>
<td>111</td>
<td>4</td>
<td>1</td>
</tr>
<tr>
<td>계획</td>
<td>100</td>
<td>8</td>
<td>3</td>
</tr>
<tr>
<td>수행</td>
<td>93</td>
<td>10</td>
<td>3</td>
</tr>
<tr>
<td>산업</td>
<td>90</td>
<td>13</td>
<td>1</td>
</tr>
<tr>
<td>사용</td>
<td>90</td>
<td>13</td>
<td>0</td>
</tr>
<tr>
<td>현장</td>
<td>86</td>
<td>7</td>
<td>1</td>
</tr>
<tr>
<td>업무</td>
<td>86</td>
<td>13</td>
<td>3</td>
</tr>
<tr>
<td>활용</td>
<td>85</td>
<td>10</td>
<td>4</td>
</tr>
<tr>
<td>DX</td>
<td>83</td>
<td>9</td>
<td>4</td>
</tr>
<tr>
<td>3D</td>
<td>83</td>
<td>13</td>
<td>3</td>
</tr>
<tr>
<td>필요</td>
<td>79</td>
<td>12</td>
<td>3</td>
</tr>
<tr>
<td>효율</td>
<td>77</td>
<td>8</td>
<td>2</td>
</tr>
<tr>
<td>중심</td>
<td>73</td>
<td>7</td>
<td>4</td>
</tr>
<tr>
<td>가능</td>
<td>71</td>
<td>14</td>
<td>1</td>
</tr>
<tr>
<td>작업</td>
<td>70</td>
<td>6</td>
<td>1</td>
</tr>
<tr>
<td>디지털</td>
<td>68</td>
<td>7</td>
<td>4</td>
</tr>
<tr>
<td>단계</td>
<td>67</td>
<td>10</td>
<td>3</td>
</tr>
<tr>
<td>품질</td>
<td>65</td>
<td>10</td>
<td>2</td>
</tr>
<tr>
<td>시스템</td>
<td>64</td>
<td>6</td>
<td>2</td>
</tr>
<tr>
<td>작성</td>
<td>63</td>
<td>10</td>
<td>2</td>
</tr>
<tr>
<td>지원</td>
<td>61</td>
<td>5</td>
<td>0</td>
</tr>
<tr>
<td>다양</td>
<td>61</td>
<td>9</td>
<td>2</td>
</tr>
<tr>
<td>확인</td>
<td>60</td>
<td>4</td>
<td>1</td>
</tr>
<tr>
<td>공정</td>
<td>60</td>
<td>6</td>
<td>1</td>
</tr>
<tr>
<td>방식</td>
<td>59</td>
<td>9</td>
<td>3</td>
</tr>
<tr>
<td>데이터</td>
<td>58</td>
<td>4</td>
<td>3</td>
</tr>
<tr>
<td>생산</td>
<td>55</td>
<td>9</td>
<td>2</td>
</tr>
<tr>
<td>사업</td>
<td>54</td>
<td>7</td>
<td>0</td>
</tr>
<tr>
<td>안전</td>
<td>52</td>
<td>5</td>
<td>1</td>
</tr>
<tr>
<td>유지</td>
<td>52</td>
<td>9</td>
<td>3</td>
</tr>
<tr>
<td>이해</td>
<td>51</td>
<td>10</td>
<td>3</td>
</tr>
<tr>
<td>위치</td>
<td>51</td>
<td>5</td>
<td>2</td>
</tr>
<tr>
<td>현황</td>
<td>51</td>
<td>4</td>
<td>0</td>
</tr>
<tr>
<td>향상</td>
<td>51</td>
<td>6</td>
<td>3</td>
</tr>
<tr>
<td>기능</td>
<td>51</td>
<td>8</td>
<td>0</td>
</tr>
<tr>
<td>비용</td>
<td>50</td>
<td>7</td>
<td>2</td>
</tr>
<tr>
<td>구축</td>
<td>49</td>
<td>6</td>
<td>2</td>
</tr>
<tr>
<td>연계</td>
<td>47</td>
<td>8</td>
<td>2</td>
</tr>
<tr>
<td>지식</td>
<td>46</td>
<td>6</td>
<td>1</td>
</tr>
</tbody>
</table>
<h2>8. Top 50 by frame_df</h2>
<table>
<thead>
<tr>
<th>token</th>
<th>frame_count</th>
<th>count</th>
<th>mdx_count</th>
</tr>
</thead>
<tbody>
<tr>
<td>S/W</td>
<td>22</td>
<td>286</td>
<td>4</td>
</tr>
<tr>
<td>기술</td>
<td>17</td>
<td>160</td>
<td>3</td>
</tr>
<tr>
<td>기반</td>
<td>16</td>
<td>180</td>
<td>3</td>
</tr>
<tr>
<td>건설</td>
<td>15</td>
<td>200</td>
<td>4</td>
</tr>
<tr>
<td>시공</td>
<td>15</td>
<td>177</td>
<td>4</td>
</tr>
<tr>
<td>설계</td>
<td>15</td>
<td>171</td>
<td>4</td>
</tr>
<tr>
<td>개발</td>
<td>14</td>
<td>119</td>
<td>2</td>
</tr>
<tr>
<td>가능</td>
<td>14</td>
<td>71</td>
<td>1</td>
</tr>
<tr>
<td>정보</td>
<td>13</td>
<td>254</td>
<td>3</td>
</tr>
<tr>
<td>사용</td>
<td>13</td>
<td>90</td>
<td>0</td>
</tr>
<tr>
<td>산업</td>
<td>13</td>
<td>90</td>
<td>1</td>
</tr>
<tr>
<td>업무</td>
<td>13</td>
<td>86</td>
<td>3</td>
</tr>
<tr>
<td>3D</td>
<td>13</td>
<td>83</td>
<td>3</td>
</tr>
<tr>
<td>BIM</td>
<td>12</td>
<td>187</td>
<td>2</td>
</tr>
<tr>
<td>관리</td>
<td>12</td>
<td>187</td>
<td>3</td>
</tr>
<tr>
<td>모델</td>
<td>12</td>
<td>185</td>
<td>3</td>
</tr>
<tr>
<td>필요</td>
<td>12</td>
<td>79</td>
<td>3</td>
</tr>
<tr>
<td>수행</td>
<td>10</td>
<td>93</td>
<td>3</td>
</tr>
<tr>
<td>활용</td>
<td>10</td>
<td>85</td>
<td>4</td>
</tr>
<tr>
<td>단계</td>
<td>10</td>
<td>67</td>
<td>3</td>
</tr>
<tr>
<td>품질</td>
<td>10</td>
<td>65</td>
<td>2</td>
</tr>
<tr>
<td>작성</td>
<td>10</td>
<td>63</td>
<td>2</td>
</tr>
<tr>
<td>이해</td>
<td>10</td>
<td>51</td>
<td>3</td>
</tr>
<tr>
<td>지속</td>
<td>10</td>
<td>38</td>
<td>2</td>
</tr>
<tr>
<td>DX</td>
<td>9</td>
<td>83</td>
<td>4</td>
</tr>
<tr>
<td>다양</td>
<td>9</td>
<td>61</td>
<td>2</td>
</tr>
<tr>
<td>방식</td>
<td>9</td>
<td>59</td>
<td>3</td>
</tr>
<tr>
<td>생산</td>
<td>9</td>
<td>55</td>
<td>2</td>
</tr>
<tr>
<td>유지</td>
<td>9</td>
<td>52</td>
<td>3</td>
</tr>
<tr>
<td>개념</td>
<td>9</td>
<td>44</td>
<td>2</td>
</tr>
<tr>
<td>계획</td>
<td>8</td>
<td>100</td>
<td>3</td>
</tr>
<tr>
<td>효율</td>
<td>8</td>
<td>77</td>
<td>2</td>
</tr>
<tr>
<td>기능</td>
<td>8</td>
<td>51</td>
<td>0</td>
</tr>
<tr>
<td>연계</td>
<td>8</td>
<td>47</td>
<td>2</td>
</tr>
<tr>
<td>Solution</td>
<td>8</td>
<td>35</td>
<td>1</td>
</tr>
<tr>
<td>토목</td>
<td>8</td>
<td>31</td>
<td>2</td>
</tr>
<tr>
<td>현장</td>
<td>7</td>
<td>86</td>
<td>1</td>
</tr>
<tr>
<td>중심</td>
<td>7</td>
<td>73</td>
<td>4</td>
</tr>
<tr>
<td>디지털</td>
<td>7</td>
<td>68</td>
<td>4</td>
</tr>
<tr>
<td>사업</td>
<td>7</td>
<td>54</td>
<td>0</td>
</tr>
<tr>
<td>비용</td>
<td>7</td>
<td>50</td>
<td>2</td>
</tr>
<tr>
<td>범용</td>
<td>7</td>
<td>45</td>
<td>0</td>
</tr>
<tr>
<td>기존</td>
<td>7</td>
<td>44</td>
<td>3</td>
</tr>
<tr>
<td>한계</td>
<td>7</td>
<td>34</td>
<td>0</td>
</tr>
<tr>
<td>목표</td>
<td>7</td>
<td>32</td>
<td>0</td>
</tr>
<tr>
<td>규모</td>
<td>7</td>
<td>30</td>
<td>2</td>
</tr>
<tr>
<td>Digital</td>
<td>7</td>
<td>26</td>
<td>2</td>
</tr>
<tr>
<td>프로세스</td>
<td>7</td>
<td>26</td>
<td>4</td>
</tr>
<tr>
<td>Process</td>
<td>7</td>
<td>24</td>
<td>3</td>
</tr>
<tr>
<td>수준</td>
<td>7</td>
<td>21</td>
<td>0</td>
</tr>
</tbody>
</table>
<h2>9. 검수 메모</h2>
<ul>
<li><strong>DX(DX) 제거 완료</strong> — PRE_COLLAPSE 4개 룰 적용. <code>dx_duplicate</code> 잔여 0건.</li>
<li><strong>3D모델 / 2D도면 canonical 은 일부러 만들지 않음</strong> — 3D / 2D 일반 차원 토큰을 살리기 위함. 이후 anchor_set 단계에서 compound 후보로 별도 생성 가능.</li>
<li><strong>As-is / To-Be 는 frame 에 등장하지 않고 BEPS / MDX 중심</strong> — frame_df=0. BEPS/MDX 에만 각 2건.</li>
<li><strong>Source of truth 는 <code>actual_text_nodes.yaml</code> + <code>normalized_text_tokens.yaml</code></strong> — 이 보고서는 검수용 snapshot 이다.</li>
</ul>
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