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HaHafeng 1b53ab9d52 feat(aia): Complete AIA V2.0 with universal streaming capabilities

Major Changes:
- Add StreamingService with OpenAI Compatible format
- Upgrade Chat component V2 with Ant Design X integration
- Implement AIA module with 12 intelligent agents
- Update API routes to unified /api/v1 prefix
- Update system documentation

Backend (~1300 lines):
- common/streaming: OpenAI Compatible adapter
- modules/aia: 12 agents, conversation service, streaming integration
- Update route versions (RVW, PKB to v1)

Frontend (~3500 lines):
- modules/aia: AgentHub + ChatWorkspace (100% prototype restoration)
- shared/Chat: AIStreamChat, ThinkingBlock, useAIStream Hook
- Update API endpoints to v1

Documentation:
- AIA module status guide
- Universal capabilities catalog
- System overview updates
- All module documentation sync

Tested: Stream response verified, authentication working
Status: AIA V2.0 core completed (85%)

2026-01-14 19:15:01 +08:00

28 KiB

Raw Blame History

蟾･蜈ｷC - 郛ｺ螟ｱ蛟ｼ螟<EFBDBC>炊蜉溯<E89C89>蠑蜿題ｮ｡蛻?

<EFBFBD>搭讎りｿｰ

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譬ｸ蠢<EFBFBD>次蛻<EFBFBD><EFBFBD>?- 笨?蝪ｫ陦･謫堺ｽ懷<EFBFBD>蟒ｺ譁ｰ蛻<EFBFBD><EFBFBD>井ｿ晉蕗蜴溷ｧ区焚謐ｮ<EFBFBD>御ｾｿ莠主ｯｹ豈費ｼ?- 笨?譁ｰ蛻礼ｴｧ驍ｻ蜴溷<EFBFBD><EFBFBD>域婿萓ｿ逕ｨ謌ｷ譟･逵句柱豈碑ｾ<EFBFBD>ｼ?- 笨?MICE蜉溯<EFBFBD>蠢<EFBFBD>｡ｻ螳樒鴫<EFBFBD>亥現蟄ｦ遐皮ｩｶ譬ｸ蠢<EFBFBD>怙豎ゑｼ<EFBFBD>

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<EFBFBD>識蜉溯<E89C89>髴豎?

Phase 1<>壼ｿ<E5A3BC>､<EFBFBD>粥閭ｽ<E996AD>域悽谺｡蠑蜿托ｼ<E68998>

Tab 1<>壼唖髯､郛ｺ螟ｱ蛟?笨?蟾ｲ譛<EFBDB2>

菫晉蕗邇ｰ譛牙粥閭ｽ
蛻<EFBFBD>髯､蛹<EFBFBD>性郛ｺ螟ｱ蛟ｼ逧<EFBFBD>｡?- 蛻<>髯､郛ｺ螟ｱ邇<EFBDB1>ｿ<EFBFBD>ｫ倡噪蛻?

Tab 2<>壼｡ｫ陦･郛ｺ螟ｱ蛟?箝?譁ｰ蠅<EFBDB0>

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**荳ｭ菴肴焚蝪ｫ陦?*<2A><>edian Imputation<6F>? - 騾ら畑莠趣ｼ壽焚蛟ｼ蝙句序驥擾ｼ悟￥諤∝<E8ABA4>蟶? - 螳樒鴫<E6A892>壼<EFBFBD>蟒ｺ譁ｰ蛻暦ｼ悟｡ｫ蜈<EFBDAB>ｸｭ菴肴<E88FB4>?
莨玲焚蝪ｫ陦･<EFBFBD><EFBFBD>ode Imputation<6F>? - 騾ら畑莠趣ｼ壼<EFBDBC>邀ｻ蜿倬㍼縲∫ｦｻ謨｣蝙区焚蛟? - 螳樒鴫<E6A892>壼<EFBFBD>蟒ｺ譁ｰ蛻暦ｼ悟｡ｫ蜈<EFBDAB>ｼ玲焚
**蝗ｺ螳壼ｼ蝪ｫ陦?*<2A><>onstant Imputation<6F>? - 騾ら畑莠趣ｼ壻ｻｻ菴慕ｱｻ蝙具ｼ檎畑謌ｷ謖<EFBDB7>ｮ壼? - 螳樒鴫<E6A892>壼<EFBFBD>蟒ｺ譁ｰ蛻暦ｼ悟｡ｫ蜈<EFBDAB>欠螳壼?
蜑榊髄蝪ｫ蜈<EFBFBD><EFBFBD><EFBFBD>orward Fill<6C>? - 騾ら畑莠趣ｼ壽慮髣ｴ蠎丞<E8A08E>謨ｰ謐ｮ縲∵怏鬘ｺ蠎冗噪隗ょｯ滓焚謐? - 螳樒鴫<E6A892>啻df[column].fillna(method='ffill')`<60>檎畑蜑堺ｸ荳ｪ髱樒ｼｺ螟ｱ蛟ｼ蝪ｫ蜈? - 遉ｺ萓具ｼ喙10, NaN, NaN, 20] 竊?[10, 10, 10, 20]
蜷主髄蝪ｫ蜈<EFBFBD><EFBFBD><EFBFBD>ackward Fill<6C>? - 騾ら畑莠趣ｼ壽慮髣ｴ蠎丞<E8A08E>謨ｰ謐ｮ縲∵怏鬘ｺ蠎冗噪隗ょｯ滓焚謐? - 螳樒鴫<E6A892>啻df[column].fillna(method='bfill')`<60>檎畑蜷惹ｸ荳ｪ髱樒ｼｺ螟ｱ蛟ｼ蝪ｫ蜈? - 遉ｺ萓具ｼ喙10, NaN, NaN, 20] 竊?[10, 20, 20, 20]

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Tab 3<>夐ｫ倡ｺｧ蝪ｫ陦?箝?譁ｰ蠅<EFBDB0>

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Phase 2<>壽悴譚･謇ｩ螻包ｼ域悽谺｡荳榊ｼ蜿托ｼ<E68998>

蛻<EFBFBD>ｻ<EFBFBD>｡ｫ陦･<EFBFBD><EFBFBD>rouped Imputation<6F>?- 郤ｿ諤ｧ謠貞ｼ<C280><EFBDBC>inear Interpolation<6F>?- KNN蝪ｫ陦･<E999A6><EFBDA5>NN Imputation<6F>?- 扈<>粋蝪ｫ陦･<E999A6>域<EFBFBD>ｹ謐ｮ譚｡莉ｶ菴ｿ逕ｨ荳榊酔蝪ｫ陦･譁ｹ豕包ｼ<E58C85>

<EFBFBD>耳 UI隶ｾ隶｡

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2. 蟇ｹ隸晄｡<E69984>ｻ捺<EFBDBB>?

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### 3. Tab 2<>亥｡ｫ陦･<E999A6>芽ｯｦ扈<EFBDA6>ｮｾ隶｡

笏娯楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?笏? 縲慎ab 2: 蝪ｫ陦･郛ｺ螟ｱ蛟ｼ縲? 笏?笏? 笏?笏? 蜴溷ｧ句<EFBDA7><E58FA5>喙菴馴㍾<E9A6B4><E38DBE>g<EFBFBD>俄名] 笏?笏? 笞<><E7AC9E><EFBFBD> 莉<>髪謖∝黒蛻怜｡ｫ陦? 笏?笏? 笏?笏? 譁ｰ蛻怜錐<E6809C>喙菴馴㍾蝪ｫ陦･ ] 竊?逕ｨ謌ｷ蜿ｯ菫ｮ謾? 笏?笏? <20>庁譁ｰ蛻怜ｰ<E6809C><EFBDB0>蟒ｺ蝨ｨ蜴溷<E89CB4>譌∬ｾｹ<EFBDBE>御ｾｿ莠主ｯｹ豈? 笏?笏? 笏?笏? <20>投郛ｺ螟ｱ蛟ｼ扈溯ｮ｡<EFBDAE><EFBDA1> 笏?笏? 笏娯楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏? 笏?笏? 笏?窶?蠖灘燕郛ｺ螟ｱ<E89E9F>?25荳ｪ<E88DB3><EFBDAA>15.6%<25>? 笏? 笏?笏? 笏?窶?譛画譜蛟ｼ<E89B9F><EFBDBC>675荳ｪ<E88DB3><EFBDAA>84.4%<25>? 笏? 笏?笏? 笏?窶?謨ｰ謐ｮ邀ｻ蝙具ｼ壽焚蛟ｼ蝙<EFBDBC> 笏? 笏?笏? 笏?窶?譛画譜蛟ｼ闌<EFBDBC>峩<EFBFBD><E5B3A9>45.2 - 98.5 kg 笏? 笏?笏? 笏?窶?譛画譜蛟ｼ蝮<EFBDBC>ｼ<C280><EFBDBC>70.3 kg 笏? 笏?笏? 笏?窶?譛画譜蛟ｼ荳ｭ菴肴焚<E882B4>?8.5 kg 笏? 笏?笏? 笏?窶?謗ｨ闕先婿豕包ｼ壻ｸｭ菴肴焚蝪ｫ陦･<E999A6>域焚謐ｮ蛛乗<E4B997>ｼ俄ｭ? 笏? 笏?笏? 笏披楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏? 笏?笏? 笏?笏? 蝪ｫ陦･譁ｹ豕包ｼ? 笏?笏? 笞?蝮<>ｼ蝪ｫ陦･<E999A6>磯ょ粋豁｣諤∝<E8ABA4>蟶<EFBFBD>噪謨ｰ蛟ｼ蜿倬㍼<E580AC><E38DBC> 笏?笏? 笞?荳ｭ菴肴焚蝪ｫ陦･<E999A6>磯ょ粋蛛乗∝<C280>蟶<EFBFBD>噪謨ｰ蛟ｼ蜿倬㍼<E580AC>俄ｭ? 笏?笏? 笞?莨玲焚蝪ｫ陦･<E999A6>磯ょ粋蛻<E7B28B>ｱｻ蜿倬㍼謌也ｦｻ謨｣謨ｰ蛟ｼ<E89B9F><EFBDBC> 笏?笏? 笞?蝗ｺ螳壼ｼ蝪ｫ陦･<E999A6>喙______] 竊?逕ｨ謌ｷ霎灘<E99C8E> 笏?笏? 笞?蜑榊髄蝪ｫ蜈<EFBDAB>ｼ育畑蜑堺ｸ荳ｪ蛟ｼ蝪ｫ蜈<EFBDAB>ｼ碁ょ粋譌ｶ髣ｴ蠎丞<E8A08E><E4B89E>? 笏?笏? 笞?蜷主髄蝪ｫ蜈<EFBDAB>ｼ育畑蜷惹ｸ荳ｪ蛟ｼ蝪ｫ蜈<EFBDAB>ｼ碁ょ粋譌ｶ髣ｴ蠎丞<E8A08E><E4B89E>? 笏?笏? 笏?笏? <20>嶋蝪ｫ陦･鬚<EFBDA5>ｧ茨ｼ? 笏?笏? 笏娯楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏? 笏?笏? 笏?窶?蝪ｫ陦･蛟ｼ<E89B9F><EFBDBC>68.5 kg 笏? 笏?笏? 笏?窶?蝪ｫ陦･蜷主插蛟ｼ<E89B9F><EFBDBC>70.2 kg<6B>亥次75.3 kg<6B>? 笏? 笏?笏? 笏?窶?蝪ｫ陦･蜷取<E89CB7><E58F96>㊥蟾ｮ<E89FBE>?2.5 kg<6B>亥次10.8 kg<6B>? 笏? 笏?笏? 笏?窶?蟆<><E89F86>蟒ｺ譁ｰ蛻暦ｼ<E69AA6>"菴馴㍾_蝪ｫ陦･" 笏? 笏?笏? 笏?窶?蜴溷<E89CB4>"菴馴㍾<E9A6B4><E38DBE>g<EFBFBD>?菫晄戟荳榊序笨? 笏? 笏?笏? 笏披楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏? 笏?笏? 笏?笏? 笨?莨伜漢<E4BC9C>壼次蟋区焚謐ｮ菫晉蕗<E69989>悟庄髫乗慮蟇ｹ豈秘ｪ瑚ｯ? 笏?笏? 笏?笏? [蜿匁ｶ<E58C81> [謇ｧ陦悟｡ｫ陦･] 笏?笏披楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?```

4. Tab 3<>磯ｫ倡ｺｧ蝪ｫ陦･<E999A6>芽ｯｦ扈<EFBDA6>ｮｾ隶｡

笏娯楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?笏? 縲慎ab 3: 鬮倡ｺｧ蝪ｫ陦･ - MICE螟夐㍾謠定｡･縲鯛ｭ<E9AF9B> 蠢<>｡ｻ螳樒鴫        笏?笏?                                                       笏?笏? 箝?MICE螟夐㍾謠定｡･                                       笏?笏? <20><>ultivariate Imputation by Chained Equations<6E>?    笏?笏?                                                       笏?笏? 騾画叫隕∝｡ｫ陦･逧<EFBDA5><E980A7><EFBFBD>亥庄螟夐会ｼ会ｼ?                           笏?笏? 笏娯楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?  笏?笏? 笏?笘?菴馴㍾<E9A6B4><E38DBE>g<EFBFBD>?        郛ｺ螟ｱ<E89E9F>?25<32>?5.6%<25>?    笏?  笏?笏? 笏?笘?謾ｶ郛ｩ蜴具ｼ<E585B7>mHg<48>?    郛ｺ螟ｱ<E89E9F>?2<>?0.3%<25>?     笏?  笏?笏? 笏?笘?BMI               郛ｺ螟ｱ<E89E9F>?<3F>?.4%<25>?        笏?  笏?笏? 笏?笘?闊貞ｼ<E8B29E>蜴具ｼ<E585B7>mHg<48>?    郛ｺ螟ｱ<E89E9F>?<3F>?%<25>?         笏?  笏?笏? 笏披楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?  笏?笏?                                                       笏?笏? 譁ｰ蛻怜多蜷崎ｧ<E5B48E><EFBDA7><EFBFBD>?                                       笏?笏? 笘?閾ｪ蜉ｨ蜻ｽ蜷搾ｼ壼次蛻怜錐 + "_MICE"                         笏?笏?    遉ｺ萓具ｼ壻ｽ馴㍾<E9A6B4><E38DBE>g<EFBFBD>?竊?菴馴㍾<E9A6B4><E38DBE>g<EFBFBD>雲MICE                笏?笏?           謾ｶ郛ｩ蜴具ｼ<E585B7>mHg<48>?竊?謾ｶ郛ｩ蜴具ｼ<E585B7>mHg<48>雲MICE       笏?笏?                                                       笏?笏? 蜿よ焚隶ｾ鄂ｮ<E98482>?                                           笏?笏? 霑ｭ莉｣谺｡謨ｰ<E8ACA8>喙10笆ｼ] <20>磯ｻ倩ｮ?0谺｡<E8B0BA>瑚激蝗ｴ5-50<35>?              笏?笏? 髫乗惻遘榊ｭ撰ｼ喙42  ] <20>育｡ｮ菫晉ｻ捺棡蜿ｯ驥榊､搾ｼ?                 笏?笏?                                                       笏?笏? <20>投 MICE隸ｴ譏趣ｼ?                                       笏?笏? 笏娯楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?  笏?笏? 笏?MICE莨壽<E88EA8>ｹ謐ｮ蜈ｶ莉門序驥冗噪蛟ｼ譚･鬚<EFBDA5>ｵ狗ｼｺ螟ｱ蛟ｼ縲?        笏?  笏?笏? 笏?                                              笏?  笏?笏? 笏?笨?騾ら畑蝨ｺ譎ｯ<E8AD8E>?                               笏?  笏?笏? 笏?  窶?郛ｺ螟ｱ邇?%-30%                             笏?  笏?笏? 笏?  窶?髴隕∬<E288AC>剔蜿倬㍼髣ｴ逧<EFBDB4>嶌蜈ｳ諤?                  笏?  笏?笏? 笏?  窶?螟壻ｸｪ蜿倬㍼蜷梧慮譛臥ｼｺ螟?                      笏?  笏?笏? 笏?  窶?蛹ｻ蟄ｦ遐皮ｩｶ鬮倩ｴｨ驥丞｡ｫ陦･逧<EFBDA5>ｦ夜画婿豕?箝?         笏?  笏?笏? 笏?                                              笏?  笏?笏? 笏?笞<><E7AC9E><EFBFBD> 豕ｨ諢擾ｼ?                                   笏?  笏?笏? 笏?  窶?隶｡邂玲慮髣ｴ霎<EFBDB4>柄<EFBFBD>?0荳<30>｡檎ｺ?蛻<>帖<EFBFBD>?           笏?  笏?笏? 笏?  窶?髴隕∬ｶｳ螟溽噪譛画譜譬ｷ譛ｬ<E8AD9B>亥ｻｺ隶?50%譛画譜<E794BB>?      笏?  笏?笏? 笏?  窶?譁ｰ蛻怜ｰ<E6809C><EFBDB0>蟒ｺ蝨ｨ蜷<EFBDA8>次蛻玲浴霎ｹ<E99C8E>御ｾｿ莠主ｯｹ豈<EFBDB9>         笏?  笏?笏? 笏披楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?  笏?笏?                                                       笏?笏? <20>庁 譁ｰ蛻嶺ｽ咲ｽｮ<EFBDBD>壽ｯ丈ｸｪ譁ｰ蛻礼ｴｧ驍ｻ蜈ｶ蜴溷<E89CB4><E6BAB7>御ｾｿ莠朱仙<C280>鬪瑚ｯ<E7919A>        笏?笏?                                                       笏?笏?                   [蜿匁ｶ<E58C81>    [謇ｧ陦勲ICE蝪ｫ陦･]           笏?笏披楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?```

---

## <20>屏<EFBFBD>?謚譛ｯ螳樒鴫譁ｹ譯?
### 1. Python遶ｯ<E981B6><EFBDAF>xtraction_service<63>?
#### 譁ｰ蠅樊枚莉ｶ<E88E89>啻operations/fillna.py`

```python
"""
郛ｺ螟ｱ蛟ｼ蝪ｫ陦?- 鬚<><E9AC9A>蜃ｽ謨ｰ
謾ｯ謖∝插蛟ｼ縲∽ｸｭ菴肴焚縲∽ｼ玲焚縲∝崋螳壼ｼ縲｀ICE蝪ｫ陦･
"""

import pandas as pd
import numpy as np
from typing import Literal, Optional, List, Union, Any
from sklearn.impute import IterativeImputer


def fillna_simple(
    df: pd.DataFrame,
    column: str,
    new_column_name: str,
    method: Literal['mean', 'median', 'mode', 'constant', 'ffill', 'bfill'],
    fill_value: Any = None
) -> dict:
    """
    邂蜊募｡ｫ陦･郛ｺ螟ｱ蛟ｼ<E89B9F>亥<EFBFBD>蟒ｺ譁ｰ蛻暦ｼ?    
    Args:
        df: 霎灘<E99C8E>謨ｰ謐ｮ譯?        column: 蜴溷ｧ句<EFBDA7>蜷<EFBFBD>
        new_column_name: 譁ｰ蛻怜錐<E6809C>亥ｦ?菴馴㍾_蝪ｫ陦･"<22>?        method: 蝪ｫ陦･譁ｹ豕<EFBDB9>
            - 'mean': 蝮<>ｼ蝪ｫ陦?            - 'median': 荳ｭ菴肴焚蝪ｫ陦?            - 'mode': 莨玲焚蝪ｫ陦･
            - 'constant': 蝗ｺ螳壼ｼ蝪ｫ陦?            - 'ffill': 蜑榊髄蝪ｫ蜈<EFBDAB>ｼ育畑蜑堺ｸ荳ｪ髱樒ｼｺ螟ｱ蛟ｼ<E89B9F><EFBDBC>
            - 'bfill': 蜷主髄蝪ｫ蜈<EFBDAB>ｼ育畑蜷惹ｸ荳ｪ髱樒ｼｺ螟ｱ蛟ｼ<E89B9F><EFBDBC>
        fill_value: 蝗ｺ螳壼ｼ<C280><EFBDBC>ethod='constant'譌ｶ蠢<EFBDB6>｡ｫ<EFBDA1><EFBDAB>
    
    Returns:
        {
            'df': 蛹<>性譁ｰ蛻礼噪謨ｰ謐ｮ譯<EFBDAE>ｼ域眠蛻礼ｴｧ驍ｻ蜴溷<E89CB4><E6BAB7><EFBFBD>,
            'stats': {
                'original_column': 蜴溷<E89CB4>蜷?
                'new_column': 譁ｰ蛻怜<E89BBB>?
                'missing_before': 郛ｺ螟ｱ謨ｰ驥<EFBDB0>,
                'fill_value': 蝪ｫ陦･逧<EFBDA5>?
                'mean_after': 蝪ｫ陦･蜷主插蛟?
                'std_after': 蝪ｫ陦･蜷取<E89CB7><E58F96>㊥蟾ｮ
            }
        }
    
    螳樒鴫扈<E9B4AB>鰍<EFBFBD>?        1. 螟榊宛蜴溷<E89CB4>謨ｰ謐ｮ
        2. 謇ｧ陦悟｡ｫ陦･
        3. 菴ｿ逕ｨ df.insert() 蟆<>眠蛻玲薯蜈･蛻ｰ蜴溷<E89CB4>譌∬ｾｹ
        4. 霑泌屓蛹<E5B193>性譁ｰ蛻礼噪螳梧紛謨ｰ謐ｮ譯<EFBDAE>
    """
    
def get_column_missing_stats(
    df: pd.DataFrame,
    column: str
) -> dict:
    """
    闔ｷ蜿門<E89CBF>逧<EFBFBD>ｼｺ螟ｱ蛟ｼ扈溯ｮ｡菫｡諱?    
    Returns:
        {
            'missing_count': 郛ｺ螟ｱ謨ｰ驥<EFBDB0>,
            'missing_rate': 郛ｺ螟ｱ邇?
            'valid_count': 譛画譜蛟ｼ謨ｰ驥?
            'data_type': 謨ｰ謐ｮ邀ｻ蝙<EFBDBB>,
            'value_range': [min, max],  # 莉<>焚蛟ｼ蝙<EFBDBC>
            'mean': 蝮<>?               # 莉<>焚蛟ｼ蝙<EFBDBC>
            'median': 荳ｭ菴肴<E88FB4>?           # 莉<>焚蛟ｼ蝙<EFBDBC>
            'mode': 莨玲焚,
            'recommended_method': 謗ｨ闕千噪蝪ｫ陦･譁ｹ豕?        }
    """
    
def fillna_mice(
    df: pd.DataFrame,
    columns: List[str],
    n_iterations: int = 10,
    random_state: int = 42
) -> dict:
    """
    MICE螟夐㍾謠定｡･<EFBDA1>亥<EFBFBD>蟒ｺ譁ｰ蛻暦ｼ俄ｭ?蠢<>｡ｻ螳樒鴫
    
    Args:
        df: 霎灘<E99C8E>謨ｰ謐ｮ譯?        columns: 隕∝｡ｫ陦･逧<EFBDA5><E980A7>蜷榊<E89CB7>陦ｨ<E999A6>亥ｦ<E4BAA5>"菴馴㍾<E9A6B4><E38DBE>g<EFBFBD>?, "謾ｶ郛ｩ蜴具ｼ<E585B7>mHg<48>?]<5D>?        n_iterations: 霑ｭ莉｣谺｡謨ｰ<E8ACA8>磯ｻ倩ｮ?0<>瑚激蝗?-50<35>?        random_state: 髫乗惻遘榊ｭ撰ｼ磯ｻ倩ｮ?2<>檎｡ｮ菫晉ｻ捺棡蜿ｯ驥榊､搾ｼ?    
    Returns:
        {
            'df': 蛹<>性謇譛画眠蛻礼噪謨ｰ謐ｮ譯<EFBDAE>ｼ域ｯ丈ｸｪ譁ｰ蛻礼ｴｧ驍ｻ蜈ｶ蜴溷<E89CB4><E6BAB7><EFBFBD>,
            'stats': {
                column: {
                    'original_column': 蜴溷<E89CB4>蜷?
                    'new_column': 譁ｰ蛻怜錐<E6809C>亥次蜷浩MICE<43>?
                    'missing_before': 郛ｺ螟ｱ謨ｰ驥<EFBDB0>,
                    'filled_count': 蝪ｫ陦･謨ｰ驥<EFBDB0>,
                    'mean_before': 蝪ｫ陦･蜑榊插蛟?
                    'mean_after': 蝪ｫ陦･蜷主插蛟?                }
            }
        }
    
    螳樒鴫扈<E9B4AB>鰍<EFBFBD>?        1. 蟇ｹ謇騾牙<E9A8BE>謇ｧ陦勲ICE蝪ｫ陦･
        2. 荳ｺ豈丞<E8B188>蛻帛ｻｺ譁ｰ蛻暦ｼ亥多蜷搾ｼ壼次蛻怜錐_MICE<43>?        3. 菴ｿ逕ｨ df.insert() 蟆<>ｯ丈ｸｪ譁ｰ蛻玲薯蜈･蛻ｰ蜈ｶ蜴溷<E89CB4>譌∬ｾ?        4. 霑泌屓蛹<E5B193>性謇譛画眠蛻礼噪螳梧紛謨ｰ謐ｮ譯?    
    遉ｺ萓具ｼ?        蜴溷<E89CB4><E6BAB7>壻ｽ馴㍾<E9A6B4><E38DBE>g<EFBFBD>峨∵噺郛ｩ蜴具ｼ<E585B7>mHg<48>?        譁ｰ蛻暦ｼ壻ｽ馴㍾<E9A6B4><E38DBE>g<EFBFBD>雲MICE縲∵噺郛ｩ蜴具ｼ<E585B7>mHg<48>雲MICE
        扈捺棡鬘ｺ蠎擾ｼ壻ｽ馴㍾<E9A6B4><E38DBE>g<EFBFBD>峨∽ｽ馴㍾<E9A6B4><E38DBE>g<EFBFBD>雲MICE縲∵噺郛ｩ蜴具ｼ<E585B7>mHg<48>峨∵噺郛ｩ蜴具ｼ<E585B7>mHg<48>雲MICE縲?..
    """

菫ｮ謾ｹ譁<EFBFBD>ｻｶ<EFBFBD>啻main.py`

# 譁ｰ蠅暸PI遶ｯ轤ｹ

@app.post("/fillna-simple")
async def operation_fillna_simple(request: FillnaSimpleRequest):
    """邂蜊募｡ｫ陦･郛ｺ螟ｱ蛟?""
    
@app.post("/fillna-stats")
async def get_fillna_stats(request: FillnaStatsRequest):
    """闔ｷ蜿門<EFBFBD>逧<EFBFBD>ｼｺ螟ｱ蛟ｼ扈溯ｮ?""
    
@app.post("/fillna-mice")
async def operation_fillna_mice(request: FillnaMiceRequest):
    """MICE螟夐㍾謠定｡･"""

2. Node.js蜷守ｫｯ<EFBDAB><EFBDAF>ackend<6E>?

菫ｮ謾ｹ譁<EFBFBD>ｻｶ<EFBFBD>啻services/QuickActionService.ts`

// 譁ｰ蠅樊婿豕<E5A9BF>

async executeFillnaSimple(params: {
  sessionId: string;
  column: string;
  method: 'mean' | 'median' | 'mode' | 'constant' | 'ffill' | 'bfill';
  fillValue?: any;
}): Promise<any>

async getFillnaStats(params: {
  sessionId: string;
  column: string;
}): Promise<any>

async executeFillnaMice(params: {
  sessionId: string;
  columns: string[];
  nIterations: number;
}): Promise<any>

菫ｮ謾ｹ譁<EFBFBD>ｻｶ<EFBFBD>啻controllers/QuickActionController.ts`

// 譁ｰ蠅槫､<E6A7AB>炊譁ｹ豕<EFBDB9>

async handleFillnaSimple(request, reply)
async getFillnaStats(request, reply)
async handleFillnaMice(request, reply)

3. 蜑咲ｫｯ<EFBDAB><EFBDAF>rontend-v2<76>?

驥榊多蜷肴枚莉?- `DropnaDialog.tsx` 竊?`MissingValueDialog.tsx`

菫ｮ謾ｹ譁<EFBFBD>ｻｶ<EFBFBD>啻MissingValueDialog.tsx`

interface MissingValueDialogProps {
  open: boolean;
  onClose: () => void;
  sessionId: string;
  columns: Array<{ id: string; name: string; type?: string }>;
  onSuccess: () => void;
}

// 譁ｰ蠅樒憾諤?const [activeTab, setActiveTab] = useState<'delete' | 'fill' | 'mice'>('fill');
const [selectedColumn, setSelectedColumn] = useState<string>('');
const [fillMethod, setFillMethod] = useState<'mean' | 'median' | 'mode' | 'constant' | 'ffill' | 'bfill'>('median');
const [fillValue, setFillValue] = useState<any>(null);
const [columnStats, setColumnStats] = useState<any>(null);

// Tab 1: 蛻<>髯､<E9ABAF>井ｿ晉蕗蜴滓怏騾ｻ霎托ｼ?// Tab 2: 蝪ｫ陦･<E999A6>域眠蠅橸ｼ<E6A9B8>
// Tab 3: MICE<43>域眠蠅橸ｼ<E6A9B8>

菫ｮ謾ｹ譁<EFBFBD>ｻｶ<EFBFBD>啻index.tsx`

// 譖ｴ譁ｰ謖蛾聴扈?const actionButtons = [
  // ...
  {
    key: 'missing',
    icon: <DeleteOutlined />,
    label: '郛ｺ螟ｱ蛟ｼ螟<EFBDBC><E89E9F>?,  // 竊?驥榊多蜷?    onClick: () => setMissingValueDialogOpen(true),
  },
  // ...
];

<EFBFBD>唐譁<>ｻｶ菫ｮ謾ｹ貂<EFBDB9>黒

譁ｰ蠅樊枚莉ｶ

extraction_service/operations/fillna.py - 蝪ｫ陦･蜉溯<E89C89>螳樒鴫
docs/03-荳壼苅讓｡蝮<EFBDA1>/DC-謨ｰ謐ｮ貂<EFBDAE>ｴ玲紛逅<E7B49B>/04-蠑蜿題ｮ｡蛻?蟾･蜈ｷC_郛ｺ螟ｱ蛟ｼ螟<EFBDBC>炊蜉溯<E89C89>蠑蜿題ｮ｡蛻?md - 譛ｬ譁<EFBDAC>｡?

菫ｮ謾ｹ譁<EFBFBD>ｻｶ

Python遶?1. `extraction_service/main.py`

譁ｰ蠅<EFBFBD> /fillna-simple 遶ｯ轤ｹ
譁ｰ蠅<EFBFBD> /fillna-stats 遶ｯ轤ｹ
譁ｰ蠅<EFBFBD> /fillna-mice 遶ｯ轤ｹ

Node.js蜷守ｫｯ

backend/src/modules/dc/tool-c/services/QuickActionService.ts
- 譁ｰ蠅<EFBFBD> executeFillnaSimple 譁ｹ豕<EFBDB9>
- 譁ｰ蠅<EFBFBD> getFillnaStats 譁ｹ豕<EFBDB9>
- 譁ｰ蠅<EFBFBD> executeFillnaMice 譁ｹ豕<EFBDB9>
backend/src/modules/dc/tool-c/controllers/QuickActionController.ts
- 譁ｰ蠅<EFBFBD> handleFillnaSimple 螟<>炊譁ｹ豕<EFBDB9>
- 譁ｰ蠅<EFBFBD> getFillnaStats 螟<>炊譁ｹ豕<EFBDB9>
- 譁ｰ蠅<EFBFBD> handleFillnaMice 螟<>炊譁ｹ豕<EFBDB9>

蜑咲ｫｯ

frontend-v2/src/modules/dc/pages/tool-c/components/DropnaDialog.tsx
- 驥榊多蜷堺ｸｺ MissingValueDialog.tsx
- 譁ｰ蠅<EFBFBD> Tabs 扈<>ｻｶ<EFBDBB>亥唖髯?蝪ｫ陦･/鬮倡ｺｧ蝪ｫ陦･<E999A6>? - Tab 1: 菫晉蕗蜴滓怏蛻<E6808F>髯､蜉溯<E89C89>
- Tab 2: 譁ｰ蠅樒ｮ蜊募｡ｫ陦･蜉溯<E89C89><E6BAAF>亥插蛟?荳ｭ菴肴<E88FB4>?莨玲焚/蝗ｺ螳壼ｼ<C280><EFBDBC>
- Tab 3: 譁ｰ蠅朞ICE蝪ｫ陦･蜉溯<E89C89>
frontend-v2/src/modules/dc/pages/tool-c/index.tsx
- 譖ｴ譁ｰ謖蛾聴譬<EFBFBD>ｭｾ<EFBFBD>啻蛻<EFBFBD>髯､郛ｺ螟ｱ蛟ｼ 竊?郛ｺ螟ｱ蛟ｼ螟<EFBFBD>炊`
- 譖ｴ譁ｰ Dialog 扈<>ｻｶ蠑慕畑
frontend-v2/src/modules/dc/api/index.ts
- 譁ｰ蠅<EFBFBD> fillnaSimple API
- 譁ｰ蠅<EFBFBD> getFillnaStats API
- 譁ｰ蠅<EFBFBD> fillnaMice API

<EFBFBD>売蠑蜿第ｭ･鬪?

Step 1: Python遶ｯ蝓ｺ遑蜉溯<E89C89><E6BAAF>?0min<69>?1. 蛻帛ｻｺ `fillna.py`

螳樒鴫 fillna_simple 蜃ｽ謨ｰ
螳樒鴫 get_column_missing_stats 蜃ｽ謨ｰ
蝨?main.py 豺ｻ蜉<EFBDBB>蟇ｹ蠎皮ｫｯ轤ｹ
豬玖ｯ包ｼ壻ｽｿ逕ｨPostman謌膨url豬玖ｯ柊PI

Step 2: Python遶ｯ鬮倡ｺｧ蜉溯<E89C89><E6BAAF><EFBFBD>30min<69>?1. 螳樒鴫 `fillna_mice` 蜃ｽ謨ｰ

蝨?main.py 豺ｻ蜉<EFBDBB>蟇ｹ蠎皮ｫｯ轤ｹ
豬玖ｯ包ｼ壻ｽｿ逕ｨPostman豬玖ｯ筆ICE蜉溯<EFBFBD>

Step 3: Node.js蜷守ｫｯ<EFBDAB>?0min<69>?1. 菫ｮ謾ｹ `QuickActionService.ts`

菫ｮ謾ｹ QuickActionController.ts
豬玖ｯ包ｼ夂｡ｮ菫戡PI霓ｬ蜿第ｭ｣蟶ｸ

Step 4: 蜑咲ｫｯUI驥肴桷<E882B4>?0min<69>?1. 驥榊多蜷?`DropnaDialog.tsx` 竊?`MissingValueDialog.tsx`

螳樒鴫Tabs扈捺桷
Tab 1: 霑∫ｧｻ蜴滓怏蛻<E6808F>髯､蜉溯<E89C89>
Tab 2: 螳樒鴫邂蜊募｡ｫ陦･UI
Tab 3: 螳樒鴫MICE蝪ｫ陦･UI
譖ｴ譁ｰ index.tsx 荳ｭ逧<EFBDAD>ｼ慕畑蜥梧潔髓ｮ譬<EFBDAE>ｭ?

Step 5: 蜑咲ｫｯAPI髮<49><E9ABAE><EFBFBD>?0min<69>?1. 蝨?`api/index.ts` 豺ｻ蜉<EFBDBB>譁ｰAPI

髮<EFBFBD><EFBFBD>蛻?MissingValueDialog.tsx
螳樒鴫螳樊慮扈溯ｮ｡闔ｷ蜿<EFBFBD>
螳樒鴫蝪ｫ陦･鬚<EFBFBD>ｧ<EFBFBD>

Step 6: 遶ｯ蛻ｰ遶ｯ豬玖ｯ包ｼ<E58C85>30min<69>?1. 豬玖ｯ募插蛟ｼ蝪ｫ陦?2. 豬玖ｯ穂ｸｭ菴肴焚蝪ｫ陦?3. 豬玖ｯ穂ｼ玲焚蝪ｫ陦･

豬玖ｯ募崋螳壼ｼ蝪ｫ陦?5. 豬玖ｯ筆ICE蝪ｫ陦･
豬玖ｯ募唖髯､蜉溯<EFBFBD><EFBFBD>育｡ｮ菫晄悴遐ｴ蝮丞次譛牙粥閭ｽ<EFBFBD>?

Step 7: 莨伜喧蜥梧枚譯｣<E8ADAF><EFBDA3>20min<69>?1. 豺ｻ蜉<EFBDBB>髞呵ｯｯ螟<EFBDAF>炊

莨伜喧蜉<EFBFBD>霓ｽ迥ｶ諤?3. 譖ｴ譁ｰ逕ｨ謌ｷ謠千､ｺ
隶ｰ蠖募ｼ蜿第ｻ扈<EFBFBD>

諤ｻ隶｡<EFBFBD>夂ｺｦ3蟆乗慮

<EFBFBD>ｧｪ豬玖ｯ戊ｮ｡蛻<EFBDA1>

蜉溯<EFBFBD>豬玖ｯ慕畑萓<EFBFBD>

豬玖ｯ墓焚謐ｮ蜃<EFBFBD>､<EFBFBD>

- 謨ｰ蛟ｼ蛻暦ｼ域ｭ｣諤∝<E8ABA4>蟶<EFBFBD>ｼ会ｼ壼ｹｴ鮴<EFBDB4>ｼ育ｼｺ螟ｱ15%<25>?- 謨ｰ蛟ｼ蛻暦ｼ亥￥諤∝<E8ABA4>蟶<EFBFBD>ｼ会ｼ壻ｽ馴㍾<E9A6B4>育ｼｺ螟ｱ20%<25>?- 蛻<>ｱｻ蛻暦ｼ壼ｩ壼ｧｻ迥ｶ蜀ｵ<E89C80>育ｼｺ螟?0%<25>?- 螟壼<E89E9F>郛ｺ螟ｱ<E89E9F>壽噺郛ｩ蜴具ｼ?5%<25>? 闊貞ｼ<E8B29E>蜴具ｼ<E585B7>12%<25>?- 譌ｶ髣ｴ蠎丞<E8A08E>蛻暦ｼ夐囂隶ｿ陦蜴具ｼ域怏鬘ｺ蠎擾ｼ檎ｼｺ螟ｱ18%<25>? 逕ｨ莠取ｵ玖ｯ募<EFBDAF>?蜷主髄蝪ｫ蜈<EFBDAB>

豬玖ｯ慕畑萓<EFBFBD>

郛門捷	蜉溯<EFBFBD>	豬玖ｯ募惻譎ｯ	鬚<EFBFBD>悄扈捺棡
TC-1	蝮<EFBFBD>ｼ蝪ｫ陦?	蟇?蟷ｴ鮴<EFBDB4>"蛻嶺ｽｿ逕ｨ蝮<EFBDA8>ｼ蝪ｫ陦･<E999A6>梧眠蛻怜<E89BBB>?蟷ｴ鮴Ю蝪ｫ陦･"	蛻帛ｻｺ譁ｰ蛻暦ｼ檎ｼｺ螟ｱ蛟ｼ陲ｫ蝮<EFBFBD>ｼ蝪ｫ蜈<EFBFBD>ｼ悟次蛻嶺ｸ榊序笨?
TC-2	荳ｭ菴肴焚蝪ｫ陦?	蟇?菴馴㍾"蛻嶺ｽｿ逕ｨ荳ｭ菴肴焚蝪ｫ陦･	蛻帛ｻｺ譁ｰ蛻暦ｼ檎ｼｺ螟ｱ蛟ｼ陲ｫ荳ｭ菴肴焚蝪ｫ蜈?笨?
TC-3	莨玲焚蝪ｫ陦･	蟇?蟀壼ｧｻ迥ｶ蜀ｵ"蛻嶺ｽｿ逕ｨ莨玲焚蝪ｫ陦?	蛻帛ｻｺ譁ｰ蛻暦ｼ檎ｼｺ螟ｱ蛟ｼ陲ｫ莨玲焚蝪ｫ蜈<EFBFBD> 笨?
TC-4	蝗ｺ螳壼ｼ蝪ｫ陦･<EFBFBD>域焚蛟ｼ<EFBFBD><EFBFBD>	蟇?蟷ｴ鮴<EFBDB4>"蛻怜｡ｫ蜈<EFBDAB>崋螳壼?0"	蛻帛ｻｺ譁ｰ蛻暦ｼ梧園譛臥ｼｺ螟ｱ蛟ｼ蜿倅ｸ? 笨?
TC-5	蝗ｺ螳壼ｼ蝪ｫ陦･<EFBFBD>域枚譛ｬ<EFBFBD>?	蟇?蟀壼ｧｻ迥ｶ蜀ｵ"蛻怜｡ｫ蜈?譛ｪ遏･"	蛻帛ｻｺ譁ｰ蛻暦ｼ梧園譛臥ｼｺ螟ｱ蛟ｼ蜿倅ｸ?譛ｪ遏･" 笨?
TC-6	MICE蝪ｫ陦･	騾画叫"謾ｶ郛ｩ蜴?+"闊貞ｼ<E8B29E>蜴?<3F>梧鴬陦勲ICE	蛻帛ｻｺ2荳ｪ譁ｰ蛻暦ｼ<EFBFBD>MICE蜷守ｼ<EFBFBD>会ｼ檎ｼｺ螟ｱ蛟ｼ陲ｫ鬚<EFBFBD>ｵ<EFBFBD> 笨?
TC-7	譁ｰ蛻嶺ｽ咲ｽｮ鬪瑚ｯ<EFBFBD> 箝?	蟇?蛻輸"蝪ｫ陦･<E999A6>梧衍逵区眠蛻嶺ｽ咲ｽ?	譁ｰ蛻<EFBFBD>"蛻輸_蝪ｫ陦･"邏ｧ驍ｻ蜴溷<E89CB4>"蛻輸"蜿ｳ萓ｧ笨?
TC-8	MICE譁ｰ蛻嶺ｽ咲ｽｮ箝?	蟇?蛻輸"+"蛻佑"謇ｧ陦勲ICE	蛻輸_MICE蝨ｨ蛻輸譌<EFBFBD>ｼ悟<EFBFBD>C_MICE蝨ｨ蛻佑譌?笨?
TC-9	扈溯ｮ｡菫｡諱ｯ蜃<EFBFBD>｡ｮ諤?	騾画叫莉ｻ諢丞<EFBFBD><EFBFBD>梧衍逵狗ｻ溯ｮ｡菫｡諱ｯ	譏ｾ遉ｺ豁｣遑ｮ逧<EFBFBD>ｼｺ螟ｱ謨ｰ縲∝插蛟ｼ縲∽ｸｭ菴肴焚遲?
TC-10	蛻<EFBFBD>髯､蜉溯<EFBFBD>菫晉蕗	Tab 1蛻<31>髯､郛ｺ螟ｱ陦?	蜉溯<EFBFBD>豁｣蟶ｸ<EFBFBD>御ｸ主次蜉溯<EFBFBD>荳閾?
TC-11	遨ｺ蛻怜､<EFBFBD>炊	蟇ｹ螳悟<EFBFBD>譌<EFBFBD>郛ｺ螟ｱ逧<EFBFBD><EFBFBD>謇ｧ陦悟｡ｫ陦･	謠千､ｺ"隸･蛻玲裏郛ｺ螟ｱ蛟?謌門､榊宛蜴溷<E89CB4>?
TC-12	蜈ｨ郛ｺ螟ｱ蛻怜､<EFBFBD>炊	蟇ｹ蜈ｨ驛ｨ郛ｺ螟ｱ逧<EFBFBD><EFBFBD>謇ｧ陦悟｡ｫ陦?	謠千､ｺ隴ｦ蜻奇ｼ御ｻ榊<EFBFBD>蟒ｺ譁ｰ蛻暦ｼ亥<EFBFBD>驛ｨ荳ｺ蝪ｫ陦･蛟ｼ<EFBFBD><EFBFBD>
TC-13	驥榊､肴眠蛻怜錐螟<EFBFBD><EFBFBD>?	譁ｰ蛻怜錐蟾ｲ蟄伜惠	閾ｪ蜉ｨ豺ｻ蜉<EFBFBD>蜷守ｼ<EFBFBD>亥ｦ<EFBFBD>"菴馴㍾_蝪ｫ陦･_1"<22>画<EFBFBD>謠千､ｺ
TC-14	蜴溷ｧ区焚謐ｮ菫晉蕗箝?	蝪ｫ陦･蜷趣ｼ梧｣譟･蜴溷<EFBFBD>?	蜴溷<EFBFBD>謨ｰ謐ｮ螳悟<EFBFBD>荳榊序笨?

霎ｹ逡梧ｵ玖ｯ<EFBFBD>

豬玖ｯ暮｡?	蝨ｺ譎ｯ	鬚<EFBFBD>悄
雜<EFBFBD>､ｧ謨ｰ謐ｮ髮?	10荳<EFBFBD>｡梧焚謐ｮ謇ｧ陦勲ICE	譏ｾ遉ｺ霑帛ｺｦ<EFBFBD>御ｸ榊ｴｩ貅<EFBFBD>
迚ｹ谿雁ｭ礼ｬｦ蛻怜錐	蛻怜錐蟶ｦ諡ｬ蜿ｷ縲∫ｭ牙<EFBFBD>?	豁｣蟶ｸ螟<EFBFBD>炊<EFBFBD>井ｽｿ逕ｨcolumnMapping<EFBFBD>?
謨ｰ謐ｮ邀ｻ蝙区ｷｷ蜷<EFBFBD>	蟇ｹ譁<EFBFBD>悽蛻玲鴬陦悟插蛟ｼ蝪ｫ陦?	謠千､ｺ髞呵ｯｯ謌冶<EFBFBD>蜉ｨ霍ｳ霑?
蟷ｶ蜿大､<EFBFBD>炊	蜷梧慮謇灘ｼ螟壻ｸｪDialog	迥ｶ諤<EFBFBD>囈遖ｻ<EFBFBD>御ｸ堺ｺ堤嶌蠖ｱ蜩?

<EFBFBD>投諤ｧ閭ｽ隕∵ｱ<E288B5>

謫堺ｽ<EFBFBD>	謨ｰ謐ｮ驥?	逶ｮ譬<EFBFBD>桃蠎疲慮髣ｴ
邂蜊募｡ｫ陦･<EFBFBD>亥插蛟?荳ｭ菴肴<E88FB4>?莨玲焚<E78EB2>?	1荳<EFBFBD>｡<EFBFBD>	< 1遘?
邂蜊募｡ｫ陦?	10荳<EFBFBD>｡<EFBFBD>	< 5遘?
MICE蝪ｫ陦･	1荳<EFBFBD>｡<EFBFBD>	< 10遘?
MICE蝪ｫ陦･	10荳<EFBFBD>｡<EFBFBD>	< 60遘?
扈溯ｮ｡菫｡諱ｯ闔ｷ蜿<EFBFBD>	莉ｻ諢<EFBFBD>	< 0.5遘?

<EFBFBD>圷鬟朱勦蜥梧ｳｨ諢丈ｺ矩｡?

1. 謨ｰ謐ｮ螳牙<E89EB3> 笨?蟾ｲ隗｣蜀?- 笨?蝪ｫ陦･謫堺ｽ懷<EFBDBD>蟒ｺ譁ｰ蛻暦ｼ悟次蟋区焚謐ｮ螳悟<E89EB3>菫晉<E88FAB>?- 笨?譁ｰ蛻礼ｴｧ驍ｻ蜴溷<E89CB4><E6BAB7>御ｾｿ莠主ｯｹ豈秘ｪ瑚ｯ?- 笨?譌<>髴謦､髞蜉溯<E89C89><E6BAAF>亥次蟋区焚謐ｮ譛ｪ陲ｫ菫ｮ謾ｹ<E8ACBE><EFBDB9>

笨?逕ｨ謌ｷ蜿ｯ髫乗慮蛻<E685AE>髯､蝪ｫ陦･蜷守噪蛻暦ｼ梧<EFBDBC>驥肴眠蝪ｫ陦･

2. MICE諤ｧ閭ｽ箝?驥咲せ蜈ｳ豕ｨ

笞<EFBFBD><EFBFBD><EFBFBD> MICE蝨ｨ螟ｧ謨ｰ謐ｮ髮<EFBDAE>ｸ雁庄閭ｽ蠕域<E8A095><E59F9F>?0荳<30>｡檎ｺ?蛻<>帖<EFBFBD>?- 笨?蠢<EFBFBD>｡ｻ譏ｾ遉ｺ霑帛ｺｦ譚｡謌門刈霓ｽ蜉ｨ逕ｻ
笨?豺ｻ蜉<EFBDBB>"鬚<>ｮ｡閠玲慮"謠千､ｺ<EFBDA4>亥渕莠取焚謐ｮ驥丈ｼｰ邂暦ｼ?- 笨?謠蝉ｾ<E89D89>"蜿匁ｶ域鴬陦<E9B4AC>"謖蛾聴<E89BBE>磯柄譌ｶ髣ｴ莉ｻ蜉｡<E89C89>?- <20>庁莨伜喧蟒ｺ隶ｮ<E99AB6>夊<E5A48A>剔菴ｿ逕ｨWeb Worker謌門錘蜿ｰ莉ｻ蜉｡髦溷<E9ABA6>?

3. 謨ｰ謐ｮ邀ｻ蝙句<E89D99>螳ｹ諤?- 笞<><E7AC9E><EFBFBD> 蝮<>?荳ｭ菴肴焚蜿ｪ騾ら畑莠取焚蛟ｼ蛻<EFBDBC>

笨?髴隕∝燕遶ｯ鬪瑚ｯ∝<EFBDAF>逧<EFBFBD>焚謐ｮ邀ｻ蝙?- 笨?蜷守ｫｯ荵滄怙隕∵<E99A95>｡鬪悟ｹｶ霑泌屓蜿句･ｽ髞呵ｯｯ

4. 蛻怜錐迚ｹ谿雁ｭ礼ｬｦ

笞<EFBFBD><EFBFBD><EFBFBD> 蛻怜錐蜿ｯ閭ｽ蛹<EFBDBD>性迚ｹ谿雁ｭ礼ｬｦ
笨?菴ｿ逕ｨ邇ｰ譛臥<E8AD9B>?columnMapping 譛ｺ蛻ｶ
笨?遑ｮ菫昜ｸ残ompute蛻怜粥閭ｽ荳閾?

5. 蜈ｨ驛ｨ郛ｺ螟ｱ逧<EFBDB1><E980A7>

笞<EFBFBD><EFBFBD><EFBFBD> 螯よ棡蛻怜<E89BBB>驛ｨ荳ｺ遨ｺ<E981A8>悟插蛟?荳ｭ菴肴焚荳ｺNaN
笨?髴隕∫音谿雁､<E99B81>炊蟷ｶ謠千､ｺ逕ｨ謌ｷ

<EFBFBD>統萓晁ｵ夜｡?

Python萓晁ｵ厄ｼ磯怙隕∫｡ｮ隶､<EFBFBD><EFBFBD>

pandas >= 1.5.0
numpy >= 1.23.0
scikit-learn >= 1.2.0  # 竊?MICE髴隕?```

### 蜑咲ｫｯ萓晁ｵ<E69981>
- 譌<>譁ｰ蠅樔ｾ晁ｵ厄ｼ井ｽｿ逕ｨ邇ｰ譛臥噪Ant Design扈<6E>ｻｶ<EFBDBB>?
---

## <20>識 鬪梧噺譬<E599BA>㊥

### 蠢<>｡ｻ貊｡雜ｳ 箝?1. 笨?**MICE蜉溯<E89C89>螳悟<E89EB3>螳樒鴫**<2A>磯撼蟶ｸ驥崎ｦ<E5B48E>ｼ<EFBFBD>ｼ?2. 笨?**譁ｰ蛻嶺ｽ咲ｽｮ豁｣遑ｮ**<2A>育ｴｧ驍ｻ蜴溷<E89CB4>蜿ｳ萓ｧ<E89093><EFBDA7>
3. 笨?**蜴溷ｧ区焚謐ｮ螳悟<E89EB3>菫晉蕗**<2A>亥｡ｫ陦･荳堺ｿｮ謾ｹ蜴溷<E89CB4><E6BAB7>?4. 笨?謇譛画ｵ玖ｯ慕畑萓矩夊ｿ<E5A48A>ｼ育音蛻ｫ譏ｯTC-7, TC-8, TC-14<31>?5. 笨?譌<>Breaking Changes<65>亥次譛牙唖髯､蜉溯<E89C89>荳榊女蠖ｱ蜩搾ｼ<E690BE>
6. 笨?UI隨ｦ蜷郁ｮｾ隶｡遞ｿ<E9819E><EFBDBF>3荳ｪTab蛻<62>困豬∫腐<E288AB>?7. 笨?莉｣遐<EFBDA3>夊ｿ⑬inter譽譟?8. 笨?豺ｻ蜉<EFBDBB>騾ょｽ鍋噪譌･蠢怜柱髞呵ｯｯ螟<EFBDAF>炊
9. 笨?MICE譏ｾ遉ｺ霑帛ｺｦ譚｡謌門刈霓ｽ蜉ｨ逕ｻ

### 蜉<>蛻<EFBFBD>｡?1. 箝?諤ｧ閭ｽ莨倅ｺ朱｢<E69CB1>悄
2. 箝?UI蜉ｨ逕ｻ豬∫腐
3. 箝?髞呵ｯｯ謠千､ｺ蜿句･ｽ荳泌<E88DB3>菴?4. 箝?豺ｻ蜉<EFBDBB>蜊募<E89C8A>豬玖ｯ<E78E96>

---

## <20>套 譌ｶ髣ｴ莨ｰ邂暦ｼ亥ｷｲ譖ｴ譁ｰ<E8AD81>?
| 髦ｶ谿ｵ | 鬚<>ｮ｡譌ｶ髣ｴ | 螟<>ｳｨ |
|------|----------|------|
| Python蜷守ｫｯ - 邂蜊募｡ｫ陦?| 40蛻<30>帖 | fillna.py蝓ｺ遑蜉溯<E89C89> |
| Python蜷守ｫｯ - MICE蝪ｫ陦･ 箝?| 50蛻<30>帖 | **蠢<>｡ｻ螳樒鴫**<2A>悟桁諡ｬsklearn髮<6E><E9ABAE> |
| Python蜷守ｫｯ - 譁ｰ蛻玲薯蜈･騾ｻ霎<EFBDBB> | 30蛻<30>帖 | df.insert()螳樒鴫<E6A892>檎｡ｮ菫晄眠蛻礼ｴｧ驍ｻ蜴溷<E89CB4>?|
| Python - main.py遶ｯ轤ｹ | 20蛻<30>帖 | 譁ｰ蠅<EFBDB0>3荳ｪAPI遶ｯ轤ｹ |
| Node.js蜷守ｫｯ | 20蛻<30>帖 | 邂蜊戊ｽｬ蜿?|
| 蜑咲ｫｯUI - Tab扈捺桷 | 30蛻<30>帖 | 3荳ｪTab蛻<62>困 |
| 蜑咲ｫｯUI - Tab 2<>育ｮ蜊募｡ｫ陦･<E999A6><EFBDA5> | 40蛻<30>帖 | 陦ｨ蜊<EFBDA8> + 扈溯ｮ｡ + 譁ｰ蛻怜錐霎灘<E99C8E>?|
| 蜑咲ｫｯUI - Tab 3<><33>ICE<43>?箝?| 40蛻<30>帖 | 螟夐牙<C280> + 蜿よ焚 + 霑帛ｺｦ譚?|
| API髮<49><E9ABAE> | 30蛻<30>帖 | 蜑咲ｫｯ隹<EFBDAF>畑蜷守ｫｯ<EFBDAB>悟､<E6829F>炊譁ｰ蛻怜錐 |
| 豬玖ｯ<E78E96> | 40蛻<30>帖 | 14荳ｪ豬玖ｯ慕畑萓具ｼ碁㍾轤ｹ豬玖ｯ墓眠蛻嶺ｽ咲ｽｮ |
| 莨伜喧蜥梧枚譯?| 20蛻<30>帖 | 髞呵ｯｯ螟<EFBDAF>炊 + 譁<>｡｣ |
| **諤ｻ隶｡** | **郤?-6蟆乗慮** | **蛹<>性螳梧紛MICE螳樒鴫** 箝?|

**隸ｴ譏<EFBDB4>**<2A>?- MICE譏ｯ蛹ｻ蟄ｦ遐皮ｩｶ逧<EFBDB6><E980A7>ｸ蠢<EFBDB8>怙豎ゑｼ悟ｿ<E6829F>｡ｻ螳梧紛螳樒鴫
- 譁ｰ蛻玲薯蜈･騾ｻ霎鷹怙隕∽ｻ皮ｻ<E79AAE>､<EFBFBD>炊<EFBFBD>檎｡ｮ菫昜ｽ咲ｽｮ豁｣遑ｮ
- 蜑咲ｫｯ髴隕<C280>｢晏､匁慮髣ｴ螟<EFBDB4>炊譁ｰ蛻怜錐霎灘<E99C8E>蜥碁｢<E7A281>ｧ?
---

## <20>答 蜿り<E3828A>ｵ<EFBFBD><EFBDB5>?
### 郛ｺ螟ｱ蛟ｼ蝪ｫ陦･逅<EFBDA5>ｮ?- [sklearn.impute.IterativeImputer譁<72>｡｣](https://scikit-learn.org/stable/modules/generated/sklearn.impute.IterativeImputer.html)
- [MICE邂玲ｳ募次逅<E6ACA1>(https://www.jstatsoft.org/article/view/v045i03)

### 蛹ｻ蟄ｦ遐皮ｩｶ荳ｭ逧<EFBDAD>ｼｺ螟ｱ蛟ｼ螟<EFBDBC><E89E9F>?- 蝮<>?荳ｭ菴肴焚蝪ｫ陦･<E999A6>壽怙蟶ｸ逕ｨ<E98095>檎ｮ蜊募ｿｫ騾?- MICE<43>夐ｫ倩ｴｨ驥冗<E9A9A5>皮ｩｶ鬥夜会ｼ瑚<E7919A>剔蜿倬㍼髣ｴ蜈ｳ邉?- 蛻<>ｻ<EFBFBD>｡ｫ陦･<E999A6>壻ｸ榊酔莠ｺ鄒､迚ｹ蠕∝ｷｮ蠑ょ､ｧ譌ｶ菴ｿ逕?
---

## 笨?蠑蜿大燕遑ｮ隶､貂<EFBDA4>黒

蟾ｲ遑ｮ隶､莠矩｡?笨<>ｼ<EFBFBD>

- [x] **MICE蜉溯<E89C89>蠢<EFBFBD>｡ｻ蠑蜿?*<2A>亥現蟄ｦ遐皮ｩｶ譬ｸ蠢<EFBDB8>怙豎ゑｼ俄<EFBDBC>?- [x] **蝪ｫ陦･譁ｹ蠑擾ｼ壼<EFBDBC>蟒ｺ譁ｰ蛻?*<2A>井ｿ晉蕗蜴溷ｧ区焚謐ｮ<E8AC90>俄<EFBFBD>?- [x] **譁ｰ蛻嶺ｽ咲ｽｮ<EFBDBD>夂ｴｧ驍ｻ蜴溷<E89CB4>?*<2A>井ｾｿ莠主ｯｹ豈秘ｪ瑚ｯ<E7919A>ｼ俄<EFBDBC>?- [x] **譌<>髴謦､髞蜉溯<E89C89>**<2A>亥次蟋区焚謐ｮ譛ｪ陲ｫ菫ｮ謾ｹ<E8ACBE>俄<EFBFBD>?- [x] UI隶ｾ隶｡隨ｦ蜷磯｢<E7A3AF>悄<EFBFBD>?荳ｪTab蛻<62>困<EFBFBD>俄怛
- [x] 蜉溯<E89C89>闌<EFBFBD>峩蜷育炊<E882B2><E7828A>hase 1荳榊桁諡ｬ蛻<EFBDAC>ｻ<EFBFBD>｡ｫ陦･縲∵薯蛟ｼ遲会ｼ俄怛
- [x] 諤ｧ閭ｽ隕∵ｱょ粋逅<E7B28B>ｼ<EFBFBD>ICE 10荳<30>｡<EFBFBD><60遘抵ｼ俄<EFBDBC>?- [x] 豬玖ｯ慕畑萓句ｮ梧紛<E6A2A7>?4荳ｪ豬玖ｯ慕畑萓具ｼ俄<EFBDBC>?- [x] 譌ｶ髣ｴ莨ｰ邂怜庄謗･蜿暦ｼ育ｺ?-4蟆乗慮<E4B997>俄怛

## <20>噫 蜃<>､<EFBFBD>ｼ蟋句ｼ蜿?
謇譛臥｡ｮ隶､貂<EFBDA4>黒蟾ｲ螳梧<E89EB3><E6A2A7>碁囂譌ｶ蜿ｯ莉･蠑蟋句ｮ樊命<E6A88A><E591BD>

---

## <20>統 譖ｴ譁ｰ隶ｰ蠖<EFBDB0>

### 2025-12-10 譖ｴ譁ｰ<E8AD81>育畑謌ｷ隕∵ｱゑｼ<E38291>

**譁ｰ蠅槫粥閭ｽ**<2A>?1. 笨?**蜑榊髄/蜷主髄蝪ｫ蜈<EFBDAB>刈蜈･譛ｬ谺｡蠑蜿?*<2A>亥次隶｡蛻貞惠Phase 2<>?   - 蜑榊髄蝪ｫ蜈<EFBDAB>ｼ<EFBFBD>orward Fill<6C>会ｼ夂畑蜑堺ｸ荳ｪ髱樒ｼｺ螟ｱ蛟ｼ蝪ｫ蜈?   - 蜷主髄蝪ｫ蜈<EFBDAB>ｼ<EFBFBD>ackward Fill<6C>会ｼ夂畑蜷惹ｸ荳ｪ髱樒ｼｺ螟ｱ蛟ｼ蝪ｫ蜈?   - 騾ら畑蝨ｺ譎ｯ<E8AD8E>壽慮髣ｴ蠎丞<E8A08E>謨ｰ謐ｮ縲∵怏鬘ｺ蠎冗噪隗ょｯ滓焚謐?
**蠖ｱ蜩<EFBDB1>**<2A>?- Tab 2譁ｰ蠅<EFBDB0>2荳ｪ蝪ｫ陦･騾蛾｡ｹ<EFBDA1>亥<EFBFBD>6遘肴婿豕包ｼ<E58C85>
- Python蜃ｽ謨ｰ `fillna_simple` 譁ｹ豕募盾謨ｰ譁ｰ蠅<EFBDB0> `'ffill'` 蜥?`'bfill'`
- 豬玖ｯ慕畑萓倶ｻ?4荳ｪ蠅槫刈蛻ｰ18荳?- 蠑蜿第慮髣ｴ莉<EFBDB4>5-6蟆乗慮蠅槫刈蛻?-7蟆乗慮

**騾ら畑蝨ｺ譎ｯ隸ｴ譏<EFBDB4>**<2A>?- 蝮<>?荳ｭ菴肴焚<E882B4>夐ょ粋迢ｬ遶玖ｧょｯ溽噪謨ｰ蛟ｼ蜿倬<E89CBF>?- 莨玲焚<E78EB2>夐ょ粋蛻<E7B28B>ｱｻ蜿倬㍼
- 蝗ｺ螳壼ｼ<C280>夂畑謌ｷ閾ｪ螳壻ｹ牙惻譎?- **蜑榊髄蝪ｫ蜈<EFBDAB>**<2A>夐囂隶ｿ謨ｰ謐ｮ<E8AC90>亥ｦょ､壽ｬ｡豬矩㍼<E79FA9>檎畑荳頑ｬ｡蛟ｼ蝪ｫ蜈<EFBDAB>ｼ<EFBFBD>
- **蜷主髄蝪ｫ蜈<EFBDAB>**<2A>夐｢<E5A490>ｵ区ｧ謨ｰ謐ｮ<E8AC90>育畑譛ｪ譚･蟾ｲ遏･蛟ｼ蝪ｫ蜈<EFBDAB>ｼ<EFBFBD>
- MICE<43>夐怙隕∬<E288AC>剔蜿倬㍼髣ｴ蜈ｳ邉ｻ逧<EFBDBB>ｫ倩ｴｨ驥丞｡ｫ陦?
---

### 2025-12-09 譖ｴ譁ｰ<E8AD81>域<EFBFBD>ｹ謐ｮ逕ｨ謌ｷ遑ｮ隶､<E99AB6><EFBDA4>

**譬ｸ蠢<EFBDB8>序譖ｴ**<2A>?1. 笨?**MICE蜉溯<E89C89>蠢<EFBFBD>｡ｻ螳樒鴫**<2A>亥現蟄ｦ遐皮ｩｶ譬ｸ蠢<EFBDB8>怙豎ゑｼ<E38291>
2. 笨?**蝪ｫ陦･譁ｹ蠑乗隼荳ｺ蛻帛ｻｺ譁ｰ蛻<EFBDB0>**<2A>井ｿ晉蕗蜴溷ｧ区焚謐ｮ<E8AC90><EFBDAE>
3. 笨?**譁ｰ蛻嶺ｽ咲ｽｮ<EFBDBD>夂ｴｧ驍ｻ蜴溷<E89CB4>蜿ｳ萓?*<2A>井ｾｿ莠主ｯｹ豈秘ｪ瑚ｯ<E7919A>ｼ<EFBFBD>
4. 笨?**蜿匁ｶ域彫髞蜉溯<E89C89>**<2A>亥次蟋区焚謐ｮ譛ｪ陲ｫ菫ｮ謾ｹ<E8ACBE>梧裏髴謦､髞<E9AB9E>?
**蠖ｱ蜩<EFBDB1>**<2A>?- Python蜃ｽ謨ｰ遲ｾ蜷肴眠蠅<E79CA0> `new_column_name` 蜿よ焚
- UI譁ｰ蠅<EFBDB0>"譁ｰ蛻怜<E89BBB>?霎灘<E99C8E>譯?- 螳樒鴫騾ｻ霎台ｽｿ逕ｨ `df.insert()` 遑ｮ菫昜ｽ咲ｽｮ豁｣遑ｮ
- 豬玖ｯ慕畑萓区眠蠅樊眠蛻嶺ｽ咲ｽｮ鬪瑚ｯ<E7919A>ｼ<EFBFBD>C-7, TC-8<>?- 蠑蜿第慮髣ｴ莉<EFBDB4>3蟆乗慮蠅槫刈蛻?-6蟆乗慮<E4B997><E685AE>ICE+譁ｰ蛻鈴ｻ霎托ｼ?
**莨伜漢**<2A>?- 笨?蜴溷ｧ区焚謐ｮ螳悟<E89EB3>菫晉蕗<E69989>梧焚謐ｮ螳牙<E89EB3>諤ｧ譖ｴ鬮?- 笨?譁ｰ譌ｧ謨ｰ謐ｮ蟷ｶ蛻玲仞遉ｺ<E98189>御ｾｿ莠朱ｪ瑚ｯ∝｡ｫ陦･謨域<E8ACA8>?- 笨?逕ｨ謌ｷ蜿ｯ螟壽ｬ｡蟆晁ｯ穂ｸ榊酔蝪ｫ陦･譁ｹ豕募ｯｹ豈?- 笨?隨ｦ蜷亥現蟄ｦ遐皮ｩｶ逧<EFBDB6>ｸ･隹ｨ諤ｧ隕∵ｱ?
---

**蟾ｲ遑ｮ隶､<E99AB6>悟㊥螟<E38AA5>ｼ蟋句ｼ蜿托ｼ<E68998>** <20>噫

28 KiB Raw Blame History Unescape Escape

蟾･蜈ｷC - 郛ｺ螟ｱ蛟ｼ螟<EFBDBC>炊蜉溯<E89C89>蠑蜿題ｮ｡蛻?

<EFBFBD>搭 讎りｿｰ

<EFBFBD>識 蜉溯<E89C89>髴豎?

Phase 1<>壼ｿ<E5A3BC>､<EFBFBD>粥閭ｽ<E996AD>域悽谺｡蠑蜿托ｼ<E68998>