AIclinicalresearch/docs/03-业务模块/DC-数据清洗整理/04-开发计划/工具C_缺失值处理_开发进度_2025-12-10.md

撌亙<EFBFBD>C - 蝻箏仃<E7AE8F>澆<EFBFBD><E6BE86><EFBFBD><EFBFBD><EFBFBD>賢<EFBFBD><E8B3A2>𤏸<EFBFBD>摨?

**撘<><E69298>烐𠯫<E78390>?*嚗?025-12-10
**撘<><E69298>𤏸<EFBFBD>?*嚗鋫I Assistant (Claude Sonnet 4.5)

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<EFBFBD>?撌脣<E6928C><E884A3>鞾<EFBFBD><E99EBE>?

1. Python<6F>𡒊垢 - 100%摰峕<E691B0> <20>?

<EFBFBD><EFBFBD>辣嚗䫤extraction_service/operations/fillna.py`嚗?20銵䕘<E98AB5>

• <EFBFBD>?get_column_missing_stats() - <20>瑕<EFBFBD><E79195>㛖<EFBFBD>蝻箏仃<E7AE8F>潛<EFBFBD>霈?

  • 蝏蠘恣蝻箏仃<EFBFBD>圈<EFBFBD><EFBFBD><EFBFBD>撩憭梁<EFBFBD>
  • <EFBFBD>斗鱏<EFBFBD>唳旿蝐餃<EFBFBD>嚗<EFBFBD>㺭<EFBFBD>?<3F><>掩嚗?
  • 霈∠<EFBFBD><EFBFBD><EFBFBD><EFBFBD>潦<EFBFBD><EFBFBD>葉雿齿㺭<EFBFBD><EFBFBD><EFBFBD><EFBFBD>啜<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>榆
  • <EFBFBD>刻<EFBFBD>憛怨‘<EFBFBD>寞<EFBFBD>

• <EFBFBD>?fillna_simple() - 蝞<><E89D9E>訫‵銵伐<E98AB5>6蝘齿䲮瘜𤏪<E7989C>

  • <EFBFBD><EFBFBD><EFBFBD>澆‵銵伐<EFBFBD>mean嚗?
  • 銝凋<EFBFBD><EFBFBD>啣‵銵伐<EFBFBD>median嚗?
  • 隡埈㺭憛怨‘嚗éode嚗?
  • <EFBFBD>箏<EFBFBD><EFBFBD>澆‵銵伐<EFBFBD>constant嚗?
  • *<EFBFBD>滚<EFBFBD>憛怠<EFBFBD>嚗Êfill嚗? 潃?<3F>啣<EFBFBD>
  • *<EFBFBD>𤾸<EFBFBD>憛怠<EFBFBD>嚗Ê̄fill嚗? 潃?<3F>啣<EFBFBD>
  • <EFBFBD>𥕦遣<EFBFBD>啣<EFBFBD>撟嗆<EFBFBD><EFBFBD>亙<EFBFBD><EFBFBD>笔<EFBFBD><EFBFBD><EFBFBD>器

• <EFBFBD>?fillna_mice() - MICE憭𡁻<E686AD><F0A181BB>坿‘ 潃?<3F>詨<EFBFBD><E8A9A8>蠘<EFBFBD>

  • 雿輻鍂sklearn<EFBFBD><EFBFBD>terativeImputer
  • <EFBFBD>舀<EFBFBD>憭𡁜<EFBFBD><EFBFBD>峕𧒄憛怨‘
  • 銝箸<EFBFBD><EFBFBD>堒<EFBFBD>撱箸鰵<EFBFBD>梹<EFBFBD>_MICE<EFBFBD>𡒊<EFBFBD>嚗?
  • <EFBFBD>啣<EFBFBD>蝝折<EFBFBD><EFBFBD>笔<EFBFBD>

<EFBFBD><EFBFBD>辣嚗䫤extraction_service/main.py`嚗<>鰵憓?69銵䕘<E98AB5>

• <EFBFBD>?撖澆<E69296>fillna璅∪<E79285>

• <EFBFBD>?瘛餃<E7989B>3銝枉ydantic霂瑟<E99C82>璅∪<E79285>嚗?

  • FillnaStatsRequest
  • FillnaSimpleRequest
  • FillnaMiceRequest

• <EFBFBD>?瘛餃<E7989B>3銝服PI蝡舐<E89DA1>嚗?

  • POST /api/operations/fillna-stats - <20>瑕<EFBFBD>蝏蠘恣
  • POST /api/operations/fillna-simple - 蝞<><E89D9E>訫‵銵?
  • POST /api/operations/fillna-mice - MICE憛怨‘

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2. Node.js<6A>𡒊垢 - 70%摰峕<E691B0> <20>?

<EFBFBD><EFBFBD>辣嚗䫤backend/src/modules/dc/tool-c/services/QuickActionService.ts`

• <EFBFBD>?瘛餃<E7989B>2銝芣𦻖<E88AA3><F0A6BB96><EFBFBD>銋㚁<E98A8B>

  • FillnaSimpleParams
  • FillnaMiceParams

• <EFBFBD>?瘛餃<E7989B>3銝杵ervice<63>寞<EFBFBD>嚗?

  • getFillnaStats() - <20>瑕<EFBFBD>蝏蠘恣
  • executeFillnaSimple() - <20>扯<EFBFBD>蝞<EFBFBD><E89D9E>訫‵銵?
  • executeFillnaMice() - <20>扯<EFBFBD>MICE憛怨‘

<EFBFBD><EFBFBD>辣嚗䫤backend/src/modules/dc/tool-c/controllers/QuickActionController.ts` - <20>喳<EFBFBD>摰峕<E691B0>

<EFBFBD><EFBFBD>閬<EFBFBD>溶<EFBFBD>?銝杭ontroller<65>寞<EFBFBD><E5AF9E>亙<EFBFBD><E4BA99><EFBFBD><EFBFBD>蝡航窈瘙<E7AA88><E79899>?

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<EFBFBD>?敺<><E695BA><EFBFBD>鞾<EFBFBD><E99EBE>?

3. Node.js<6A>𡒊垢 - QuickActionController嚗?0%嚗?

<EFBFBD><EFBFBD>閬<EFBFBD>溶<EFBFBD>?銝芸<E98A9D><E88AB8><EFBFBD>䲮瘜𤏪<E7989C>

// 1. <20>瑕<EFBFBD>蝻箏仃<E7AE8F>潛<EFBFBD>霈?
async handleGetFillnaStats(request, reply) {
  // 靚<>鍂sessionService<63>瑕<EFBFBD><E79195>唳旿
  // 靚<>鍂quickActionService.getFillnaStats()
  // 餈𥪜<E9A488>蝏蠘恣靽⊥<E99DBD>
}

// 2. <20>扯<EFBFBD>蝞<EFBFBD><E89D9E>訫‵銵?
async handleFillnaSimple(request, reply) {
  // 靚<>鍂sessionService<63>瑕<EFBFBD><E79195>唳旿
  // 靚<>鍂quickActionService.executeFillnaSimple()
  // <20>湔鰵Session<6F>唳旿
  // 餈𥪜<E9A488>蝏𤘪<E89D8F>
}

// 3. <20>扯<EFBFBD>MICE憛怨‘
async handleFillnaMice(request, reply) {
  // 靚<>鍂sessionService<63>瑕<EFBFBD><E79195>唳旿
  // 靚<>鍂quickActionService.executeFillnaMice()
  // <20>湔鰵Session<6F>唳旿
  // 餈𥪜<E9A488>蝏𤘪<E89D8F>
}

4. <20>滨垢撘<E59EA2><E69298>𡢅<EFBFBD>0%嚗?

<EFBFBD><EFBFBD>閬<EFBFBD><EFBFBD><EFBFBD>鞟<EFBFBD>撌乩<EFBFBD>嚗?

1. <EFBFBD>滚𦶢<EFBFBD>䄂ialog蝏<EFBFBD>辣

   • DropnaDialog.tsx <20>?MissingValueDialog.tsx

2. 摰䂿緵Tab蝏𤘪<EFBFBD>

   • Tab 1: <20>𣳇膄蝻箏仃<E7AE8F>潘<EFBFBD>靽萘<E99DBD><E89098>笔<EFBFBD><E7AC94>踝<EFBFBD>
   • Tab 2: 憛怨‘蝻箏仃<E7AE8F>潘<EFBFBD>6蝘齿䲮瘜𤏪<E7989C>潃?<3F>滨<EFBFBD>
   • Tab 3: MICE憛怨‘ 潃?<3F>滨<EFBFBD>

3. Tab 2 UI摰䂿緵

   • <EFBFBD>烾<EFBFBD>㗇𥋘銝𧢲<EFBFBD>獢?
   • <EFBFBD>啣<EFBFBD><EFBFBD>滩<EFBFBD><EFBFBD>交<EFBFBD>嚗<EFBFBD>䌊<EFBFBD>典‵<EFBFBD><EFBFBD><EFBFBD><EFBFBD>笔<EFBFBD><EFBFBD>䇭憛怨‘嚗?
   • 憛怨‘<EFBFBD>寞<EFBFBD><EFBFBD>㗇𥋘嚗㇌adio.Group嚗?銝芷<E98A9D>厰★嚗?
   • <EFBFBD>箏<EFBFBD><EFBFBD>潸<EFBFBD><EFBFBD>交<EFBFBD>嚗éethod=constant<6E>嗆遬蝷綽<E89DB7>
   • 蝏蠘恣靽⊥<EFBFBD>撅閧內<EFBFBD>綽<EFBFBD>蝻箏仃<EFBFBD>啜<EFBFBD><EFBFBD><EFBFBD><EFBFBD>潦<EFBFBD><EFBFBD>葉雿齿㺭蝑㚁<EFBFBD>
   • 憛怨‘憸<EFBFBD><EFBFBD><EFBFBD>?

4. Tab 3 UI摰䂿緵

   • 憭𡁜<EFBFBD><EFBFBD>㗇𥋘嚗㇃heckbox.Group嚗?
   • 餈凋誨甈⊥㺭颲枏<EFBFBD>嚗<EFBFBD><EFBFBD>霈?0嚗?
   • <EFBFBD>𤩺㦤蝘滚<EFBFBD>颲枏<EFBFBD>嚗<EFBFBD><EFBFBD>霈?2嚗?
   • MICE霂湔<EFBFBD><EFBFBD><EFBFBD>𧋦
   • <EFBFBD>啣<EFBFBD><EFBFBD>賢<EFBFBD>閫<EFBFBD><EFBFBD>霂湔<EFBFBD>

5. API<EFBFBD><EFBFBD><EFBFBD>

   • 瘛餃<EFBFBD>3銝服PI<EFBFBD>賣㺭<EFBFBD>躬api/index.ts`
   • <EFBFBD><EFBFBD><EFBFBD><EFBFBD>蚤ialog蝏<EFBFBD>辣
   • 摰䂿緵摰墧𧒄蝏蠘恣<EFBFBD>瑕<EFBFBD>嚗<EFBFBD><EFBFBD>㗇𥋘<EFBFBD>埈𧒄嚗?
   • 摰䂿緵<EFBFBD>㰘蝸<EFBFBD>嗆<EFBFBD><EFBFBD><EFBFBD>餈𥕦漲<EFBFBD>曄內

6. <EFBFBD>湔鰵index.tsx

   • <EFBFBD>厰僼<EFBFBD><EFBFBD>倌嚗䫤<EFBFBD>𣳇膄蝻箏仃<EFBFBD>嬋 <20>?`蝻箏仃<E7AE8F>澆<EFBFBD><E6BE86><EFBFBD>
   • <EFBFBD>湔鰵Dialog蝏<EFBFBD>辣撘閧鍂

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<EFBFBD><EFBFBD> <20>颱<EFBFBD>餈𥕦漲

璅∪<EFBFBD>	餈𥕦漲	<EFBFBD>嗆<EFBFBD>?
Python<EFBFBD>𡒊垢	100%	<EFBFBD>?摰峕<E691B0>
Node.js<6A>𡒊垢	70%	<EFBFBD>银 餈𥡝<E9A488>銝?
<EFBFBD>滨垢撘<EFBFBD><EFBFBD>?	0%	<EFBFBD>賂<EFBFBD> 敺<><E695BA>憪?
蝡臬<EFBFBD>蝡舀<EFBFBD>霂?	0%	<EFBFBD>賂<EFBFBD> 敺<><E695BA>憪?
<EFBFBD>颱<EFBFBD>	42%	<EFBFBD>银 *餈𥡝<EFBFBD>銝?

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<EFBFBD>㴓 銝衤<E98A9D>甇亥<E79487><E4BAA5>?

**蝡见朖隡睃<E99AA1>**嚗?

1. 摰峕<EFBFBD>QuickActionController<EFBFBD>?銝芣䲮瘜𤏪<E7989C>憸<EFBFBD>恣20<32><30><EFBFBD>嚗?
2. 撘<EFBFBD>憪见<EFBFBD>蝡臬<EFBFBD><EFBFBD>𡢅<EFBFBD>憸<EFBFBD>恣3-4撠𤩺𧒄嚗?

**撱箄悅憿箏<E686BF>**嚗?

1. QuickActionController嚗<EFBFBD><EFBFBD>雿?0%嚗?
2. <EFBFBD>滨垢<EFBFBD>滚𦶢<EFBFBD>䄂ialog嚗?0<><30><EFBFBD>嚗?
3. <EFBFBD>滨垢Tab蝏𤘪<EFBFBD>嚗?0<><30><EFBFBD>嚗?
4. <EFBFBD>滨垢Tab 2摰䂿緵嚗?0<><30><EFBFBD>嚗?
5. <EFBFBD>滨垢Tab 3摰䂿緵嚗?0<><30><EFBFBD>嚗?
6. API<EFBFBD><EFBFBD><EFBFBD>嚗?0<><30><EFBFBD>嚗?
7. 瘚贝<EFBFBD>嚗?0<><30><EFBFBD>嚗?8銝芰鍂靘页<E99D98>

憸<EFBFBD>恣<EFBFBD>拐<EFBFBD><EFBFBD>園𡢿嚗𡁶漲4撠𤩺𧒄

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<EFBFBD>働 <20><><EFBFBD>臭漁<E887AD>?

1. <EFBFBD>?<EFBFBD>滚<EFBFBD>/<2F>𤾸<EFBFBD>憛怠<E6869B><E680A0>舀<EFBFBD> - <20><><EFBFBD><EFBFBD>園𡢿摨誩<E691A8><E8AAA9>唳旿
2. <EFBFBD>?MICE憭𡁻<EFBFBD><EFBFBD>坿‘摰䂿緵 - <20>餃郎<E9A483>𠉛弦<F0A0899B>詨<EFBFBD><E8A9A8><EFBFBD>瘙?
3. <EFBFBD>?<EFBFBD>啣<EFBFBD>蝝折<EFBFBD><EFBFBD>笔<EFBFBD> - 靘蹂<E99D98>撖寞<E69296>撉諹<E69289>
4. <EFBFBD>?<EFBFBD>笔<EFBFBD><EFBFBD>唳旿靽萘<EFBFBD> - <20>唳旿摰匧<E691B0><E58CA7>折<EFBFBD>
5. <EFBFBD>?<EFBFBD>箄<EFBFBD><EFBFBD>刻<EFBFBD>憛怨‘<EFBFBD>寞<EFBFBD> - <20>箔<EFBFBD><E7AE94>唳旿<E594B3><E697BF><EFBFBD><EFBFBD>孵<EFBFBD>

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<EFBFBD><EFBFBD> 憭<>釣

• Python<EFBFBD>𡒊垢撌脣<EFBFBD><EFBFBD>典<EFBFBD><EFBFBD>堆<EFBFBD>隞<EFBFBD><EFBFBD>韐券<EFBFBD><EFBFBD>臬末
• Node.js Service撅<65><E69285><EFBFBD>琜<EFBFBD>Controller撅<72><E69285>摰峕<E691B0>
• <EFBFBD>滨垢撌乩<EFBFBD><EFBFBD>𤩺<EFBFBD>憭改<EFBFBD><EFBFBD><EFBFBD>閬?-4撠𤩺𧒄
• 瘚贝<EFBFBD><EFBFBD>其<EFBFBD>撌脰<EFBFBD><EFBFBD>鍦末嚗?8銝迎<E98A9D>嚗峕<E59A97>霂閙𧒄<E99699>渡漲50<35><30><EFBFBD>

**敶枏<E695B6><E69E8F>嗆<EFBFBD>?*嚗𡁜歇摰峕<E691B0><E5B395>詨<EFBFBD><E8A9A8>𡒊垢<F0A1928A>餉<EFBFBD>嚗<EFBFBD>虾隞亦誧蝏剖<E89D8F><E58996>𣂼<EFBFBD>雿坔<E99BBF><E59D94>𡢅<EFBFBD> <20><>