Files

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

35 KiB

Raw Blame History

蟾･蜈ｷC 蜉溯<E89C89>謖蛾聴蠑蜿題ｮ｡蛻?V1.0

譁<EFBFBD>｡｣迚域悽: V1.4 (Phase 2+ 郛ｺ螟ｱ蛟ｼ蝪ｫ陦･蜉溯<E89C89>蠑蜿醍沿)
蛻帛ｻｺ譌･譛<EFBFBD>: 2025-12-08
**譛蜷取峩譁?: 2025-12-10
**雍溯ｴ｣莠?: AI蠑蜿大屬髦? **鬘ｹ逶ｮ迥ｶ諤?*: 笨?Phase 1-2 蟾ｲ螳梧<E89EB3><E6A2A7><EFBFBD>7荳ｪ譬ｸ蠢<EFBDB8>粥閭?+ NA螟<41>炊莨伜喧 + Pivot莨伜喧 + 郛ｺ螟ｱ蛟ｼ蝪ｫ陦･<E999A6>亥ｼ蜿大ｮ梧<EFBDAE><E6A2A7>勲ICE蠕<45>ｰ<EFBFBD>ｯ包ｼ<E58C85>

<EFBFBD>櫨驥崎ｦ∵楔譫<E6A594>序譖ｴ<E8AD96>?025-12-08<30>?

蜀ｳ遲<EFBFBD><EFBFBD>壼粥閭ｽ謖蛾聴驥<EFBFBD><EFBFBD>?*鬚<><E9AC9A>Python蜃ｽ謨ｰ**譫ｶ譫<EFBDB6>ｼ瑚碁撼蜉ｨ諤∽ｻ｣遐∫函謌舌? 蜿俶峩蜴溷屏<EFBFBD>?- 笶?譌ｧ譁ｹ譯茨ｼ壼勘諤∵蕎謗･Python莉｣遐∝ｭ礼ｬｦ荳?竊?荳咲ｨｳ螳壹∵怏螳牙<E89EB3>鬟朱勦縲<E58BA6>埓莉･豬玖ｯ?- 笨?譁ｰ譁ｹ譯茨ｼ夊ｰ<E5A48A>畑鬚<E79591><E9AC9A>逧Пython蜃ｽ謨ｰ竊?遞ｳ螳壹∝ｮ牙<EFBDAE>縲<EFBFBD>ｫ俶ｧ閭ｽ縲∵<E7B8B2>扈ｴ謚､

蠖灘燕螳梧<EFBFBD><EFBFBD>?025-12-08<30>会ｼ<E4BC9A>

笨?Python蠕ｮ譛榊苅<E6A68A>啻operations/` 讓｡蝮<EFBDA1>
- filter.py<70>磯ｫ倡ｺｧ遲幃会ｼ<E4BC9A>
- recode.py<70>域焚蛟ｼ譏<EFBDBC>蟆<EFBFBD>ｼ<EFBFBD>
- binning.py<70>育函謌仙<E8AC8C>邀ｻ蜿倬㍼<E580AC><E38DBC>
- conditional.py<70>域擅莉ｶ逕滓<E98095>蛻暦ｼ? - dropna.py<70>亥唖髯､郛ｺ螟ｱ蛟ｼ<E89B9F><EFBDBC>
- compute.py<70>郁ｮ｡邂怜<E98282><E6809C>? - pivot.py<70>磯柄陦ｨ霓ｬ螳ｽ陦ｨ<E999A6>?- 笨?Python蠕ｮ譛榊苅<E6A68A><E88B85>7荳ｪAPI遶ｯ轤ｹ<E8BDA4><EFBDB9>/api/operations/*<EFBFBD>?- 笨?Node.js蜷守ｫｯ<EFBDAB>啻QuickActionService.ts<EFBFBD>?荳ｪ謇ｧ陦梧婿豕包ｼ<E58C85>
笨?Node.js蜷守ｫｯ<EFBDAB>啻QuickActionController.ts`<60>亥ｮ梧紛髞呵ｯｯ螟<EFBDAF>炊<EFBFBD><E7828A>
笨?蜑咲ｫｯUI<55>?荳ｪDialog扈<67>ｻｶ<EFBDBB>亥ｮ梧紛莠､莠堤阜髱｢<E9ABB1><EFBDA2>
笨?蜑咲ｫｯ蟾･蜈ｷ譬擾ｼ<E693BE>7荳ｪ蜉溯<E89C89>謖蛾聴<E89BBE>亥ｷｲ蜷ｯ逕ｨ<E98095><EFBDA8>
笨?蛻<>髯､<E9ABAF>啻QuickActionCodeGenerator.ts`<60>井ｸ榊<EFBDB8>菴ｿ逕ｨ<E98095><EFBDA8>

譫ｶ譫<EFBFBD>ｯｹ豈<EFBFBD><EFBFBD>?

扈ｴ蠎ｦ	譌ｧ譁ｹ譯?	笨?譁ｰ譁ｹ譯?
遞ｳ螳壽?	笞<EFBFBD><EFBFBD><EFBFBD> 蟄礼ｬｦ荳ｲ諡ｼ謗･譏灘<E8AD8F>髞<EFBFBD>	笨?鬚<><E9AC9A>蜃ｽ謨ｰ扈剰ｿ<E589B0>ｵ玖ｯ<E78E96>
螳牙<EFBFBD>諤?	笞<EFBFBD><EFBFBD><EFBFBD> 譛画ｳｨ蜈･鬟朱<E9AC9F>?	笨?譌<>莉｣遐∵ｳｨ蜈･鬟朱<E9AC9F>?
諤ｧ閭ｽ	笞<EFBFBD><EFBFBD><EFBFBD> 髴隗｣譫蝉ｻ｣遐<EFBDA3>	笨?逶ｴ謗･隹<EFBDA5>畑蜃ｽ謨ｰ
蜿ｯ扈ｴ謚?	笞<EFBFBD><EFBFBD><EFBFBD> 蜷守ｫｯ諡ｼ謗･蟄礼ｬｦ荳?	笨?Python髮<6E>ｸｭ邂｡逅<EFBDA1>
蜿ｯ豬玖ｯ?	笶?髫ｾ莉･豬玖ｯ<E78E96>	笨?譏謎ｺ主黒蜈<E9BB92>ｵ玖ｯ<E78E96>

<EFBFBD>搭譁<>｡｣逶ｮ蠖<EFBDAE>

1. 讎りｿｰ
2. 隶ｾ隶｡蜴溷<E89CB4>
3. 蜉溯<E89C89>貂<EFBFBD>黒
[4. 蛻<>悄蠑蜿題ｮ｡蛻綻(#4-蛻<>悄蠑蜿題ｮ｡蛻?
[5. 謚譛ｯ譫ｶ譫Ь(#5-謚譛ｯ譫ｶ譫?
6. 隸ｦ扈<EFBDA6>ｮｾ隶｡
7. 鬪梧噺譬<E599BA>㊥

1. 讎りｿｰ

1.1 閭梧勹

蟾･蜈ｷC蠖灘燕蟾ｲ螳樒鴫AI蟇ｹ隸晏ｼ乗焚謐ｮ貂<EFBFBD>ｴ怜粥閭ｽ縲ゆｸｺ謠仙合逕ｨ謌ｷ菴馴ｪ悟柱謫堺ｽ懈譜邇<EFBFBD>ｼ碁怙隕<EFBFBD>宙蟇?*鬮倬｢代<E4BBA3>夂畑縲∵<E7B8B2><E288B5>㊥蛹<E38AA5>逧<EFBFBD>焚謐ｮ貂<EFBFBD>ｴ玲桃菴懷ｼ蜿大粥閭ｽ謖蛾聴<EFBFBD>悟ｮ樒鴫荳髞ｮ蠑乗桃菴<EFBFBD>**縲?

1.2 逶ｮ譬<EFBDAE>

笨?謠仙合鬮倬｢第桃菴懃噪謨育紫<E882B2>井ｻ?謠剰ｿｰ髴豎?蛻?荳髞ｮ轤ｹ蜃?<3F>?- 笨?髯堺ｽ主ｭｦ荵<EFBDA6>謌先悽<E58588>育峩隗ら噪UI莉｣譖ｿ閾ｪ辟ｶ隸ｭ險謠剰ｿｰ<EFBDBF>?- 笨?菫晄戟轣ｵ豢ｻ諤ｧ<E8ABA4>亥､肴揩髴豎ゆｻ榊庄菴ｿ逕ｨAI蟇ｹ隸晢ｼ?- 笨?隨ｦ蜷亥現逍礼ｧ醍<EFBDA7>皮畑謌ｷ荵<EFBDB7>諠ｯ<E8ABA0>亥盾閠ゴPSS縲・xcel遲我ｸ謎ｸ壼ｷ･蜈ｷ<E89C88><EFBDB7>

1.3 騾ら畑蝨ｺ譎ｯ

*蜉溯<EFBFBD>謖蛾聴騾ょ粋<EFBFBD>?

鬮倬｢台ｽｿ逕ｨ<EFBFBD>域ｯ丈ｸｪ謨ｰ謐ｮ髮<EFBFBD><EFBFBD>髴隕<EFBFBD>ｼ<EFBFBD>
謫堺ｽ憺夂畑<EFBFBD>井ｸ堺ｾ晁ｵ也音螳壻ｸ壼苅隗<EFBFBD><EFBFBD><EFBFBD>?- 蜿よ焚譏守｡ｮ<EFBDA1>亥庄莉･騾夊ｿⅡI驟咲ｽｮ<EFBDBD>?- 騾ｻ霎醍ｮ蜊包ｼ<E58C85>1-3豁･蜊ｳ蜿ｯ螳梧<E89EB3><E6A2A7><EFBFBD>

*AI蟇ｹ隸晞ょ粋<EFBFBD>?

菴朱｢台ｽｿ逕ｨ<EFBFBD>亥<EFBFBD>蟆皮畑荳谺｡<EFBFBD><EFBFBD>
荳壼苅迚ｹ螳夲ｼ郁ｧ<EFBFBD><EFBFBD>蜷<EFBFBD>ｼゑｼ<EFBFBD>
螟肴揩騾ｻ霎托ｼ亥､壽ｭ･鬪､縲∝､壽擅莉ｶ<EFBFBD>?- 謗｢邏｢諤ｧ謫堺ｽ懶ｼ磯怙逅<E68099>ｧ｣荳贋ｸ区枚<E58CBA><E69E9A>

2. 隶ｾ隶｡蜴溷<E89CB4>

2.1 逕ｨ謌ｷ菴馴ｪ悟次蛻<E6ACA1>

80/20豕募<E8B195><EFBFBD>夂畑謖蛾聴隗｣蜀ｳ80%逧<>ｮ蜊暮怙豎ゑｼ檎畑AI蟇ｹ隸晁ｧ｣蜀ｳ20%逧<>､肴揩髴豎?2. **貂占ｿ帛ｼ乗喚髴?*<2A>夂ｮ蜊募粥閭ｽ鮟倩ｮ､譏ｾ遉ｺ<E98189>悟､肴揩騾蛾｡ｹ謚伜匠/鬮倡ｺｧ讓｡蠑<EFBDA1>
蜊ｳ譌ｶ蜿埼ｦ<EFBFBD><EFBFBD>壽署萓幃｢<EFBFBD>ｧ亥粥閭ｽ<EFBFBD>瑚ｮｩ逕ｨ謌ｷ蝨ｨ謇ｧ陦悟燕逵句芦扈捺<EFBFBD>?4. **蜿ｯ謦､髞諤?*<2A>壽髪謖∵彫髞<E9AB9E>域悴譚･迚域悽<E59F9F>画<EFBFBD>謠蝉ｾ?蛻帛ｻｺ蜑ｯ譛ｬ"騾蛾｡ｹ

2.2 謚譛ｯ蜴溷<E89CB4>?

笨?鬚<><E9AC9A>蜃ｽ謨ｰ譫ｶ譫<EFBDB6><EFBFBD>壼粥閭ｽ謖蛾聴隹<EFBFBD>畑鬚<EFBFBD><EFBFBD>逧<EFBFBD>∫ｻ剰ｿ<EFBFBD>ｵ玖ｯ慕噪Python蜃ｽ謨ｰ<EFBFBD>郁碁撼蜉ｨ諤∫函謌蝉ｻ｣遐<EFBFBD>ｼ<EFBFBD>
**譌<>迥ｶ諤∬ｮｾ隶?*<2A>壽ｯ丈ｸｪ謫堺ｽ懃峡遶具ｼ御ｸ堺ｾ晁ｵ門燕蠎冗憾諤?3. 螳牙<EFBFBD>蜿ｯ髱<EFBFBD><EFBFBD>夐｢<EFBFBD><EFBFBD>蜃ｽ謨ｰ扈剰ｿ<EFBFBD><EFBFBD>蛻<EFBFBD>ｵ玖ｯ募柱鬪瑚ｯ<EFBFBD>ｼ梧裏莉｣遐∵ｳｨ蜈･鬟朱勦
諤ｧ閭ｽ莨伜<EFBFBD><EFBFBD>夂峩謗･隹<EFBFBD>畑蜃ｽ謨ｰ<EFBFBD>碁∩蜈堺ｻ｣遐∬ｧ｣譫仙ｼ髞<EFBFBD>御ｼ伜喧螟ｧ謨ｰ謐ｮ髮<EFBFBD>､<EFBFBD><EFBFBD>?

3. 蜉溯<E89C89>貂<EFBFBD>黒

3.1 謖牙<E8AC96>扈<EFBFBD><E68988>蛻?

蛻<EFBFBD>ｻ<EFBFBD>	蜉溯<EFBFBD>	莨伜<EFBFBD>郤?	蠑蜿醍憾諤?
*譬ｷ譛ｬ遲幃?	鬮倡ｺｧ遲幃牙勣	P0	笨?蟾ｲ螳梧<E89EB3><E6A2A7><EFBFBD>+荳ｺ遨ｺ/荳堺ｸｺ遨ｺ譚｡莉ｶ<E88E89>榎
蜿倬㍼霓ｬ謐｢	謨ｰ蛟ｼ譏<EFBFBD>蟆<EFBFBD>ｼ磯㍾郛也<EFBFBD><EFBFBD>ｼ榎 P0	笨?蟾ｲ螳梧<E89EB3><E6A2A7><EFBFBD>+NA螟<41>炊騾蛾｡ｹ<EFBDA1>榎
	逕滓<EFBFBD>蛻<EFBFBD>ｱｻ蜿倬㍼<EFBFBD>亥<EFBFBD>邂ｱ<EFBFBD>榎 P0	笨?蟾ｲ螳梧<E89EB3><E6A2A7><EFBFBD>+NA螟<41>炊騾蛾｡ｹ<EFBDA1>榎
	譚｡莉ｶ逕滓<EFBFBD>蛻?	P0	笨?蟾ｲ螳梧<E89EB3><E6A2A7><EFBFBD>+荳ｺ遨ｺ/荳堺ｸｺ遨ｺ譚｡莉ｶ<E88E89>榎
	逕滓<EFBFBD>譁ｰ蜿倬㍼<EFBFBD>郁ｮ｡邂怜<EFBFBD><EFBFBD>榎 P1	笨?蟾ｲ螳梧<E89EB3><E6A2A7>域婿譯<E5A9BF><E8ADAF>壼ｮ牙<EFBDAE>蛻怜錐譏<E98C90>蟆<EFBFBD>ｼ榎
謨ｰ謐ｮ貂<EFBFBD>炊	郛ｺ螟ｱ蛟ｼ螟<EFBFBD>炊<EFBFBD>亥唖髯､+蝪ｫ陦･<E999A6>榎 P0	笨?蟾ｲ螳梧<E89EB3><E6A2A7><EFBFBD>6遘咲ｮ蜊募｡ｫ陦?MICE<43>勲ICE蠕<45>ｰ<EFBFBD>ｯ包ｼ榎
	蜴ｻ驥<EFBFBD>	P1	竢ｸ<EFBFBD><EFBFBD> 蟾ｲ遘ｻ髯､<E9ABAF>育畑謌ｷ髴豎ゑｼ榎
謨ｰ謐ｮ驥榊｡<EFBFBD>	髟ｿ陦ｨ竊貞ｮｽ陦ｨ<EFBFBD><EFBFBD>ivot<EFBFBD>榎 P1	笨?蟾ｲ螳梧<E89EB3><E6A2A7><EFBFBD>+菫晉蕗譛ｪ騾牙<E9A8BE>+蜴溷ｧ句<EFBDA7>鬘ｺ蠎擾ｼ榎
鬮倡ｺｧ蜉溯<EFBFBD>	螟夐㍾謠定｡･<EFBFBD><EFBFBD>ICE<EFBFBD>榎 P0	<EFBFBD>圦蟾ｲ髮<EFBDB2><E9ABAE>蛻ｰ郛ｺ螟ｱ蛟ｼ螟<EFBDBC>炊<EFBFBD>亥ｾ<E4BAA5>ｰ<EFBFBD>ｯ包ｼ榎

**莨伜<E88EA8>郤ｧ隸ｴ譏?*<2A>?- P0<EFBFBD>壽<EFBFBD>ｸ蠢<EFBFBD>粥閭ｽ<EFBFBD>訓hase 1-2 蠢<>｡ｻ螳梧<E89EB3>

P1<EFBFBD>夐㍾隕∝粥閭ｽ<EFBFBD>訓hase 3 螳梧<E89EB3>
P2<EFBFBD>壼｢槫ｼｺ蜉溯<EFBFBD><EFBFBD>訓hase 4 蜿ｯ騾?

3.2 荳榊ｼ蜿醍噪蜉溯<E89C89>

蜉溯<EFBFBD>	蜴溷屏
貂<EFBFBD>炊蛻怜錐	證ゆｸ榊ｼ蜿托ｼ育畑謌ｷ髴豎ゑｼ<EFBFBD>
螳ｽ陦ｨ竊帝柄陦?	菴朱｢鷹怙豎ゑｼ梧嘯荳榊ｼ蜿?
謨ｰ謐ｮ騾剰ｧ<EFBFBD>｡?	雜<EFBFBD><EFBFBD>MVP闌<EFBFBD>峩
扈溯ｮ｡蛻<EFBFBD>梵	螻樔ｺ守ｻ溯ｮ｡蛻<EFBFBD>梵讓｡蝮暦ｼ碁撼謨ｰ謐ｮ貂<EFBFBD>ｴ<EFBFBD>

4. 蛻<>悄蠑蜿題ｮ｡蛻?

Phase 1<>壽<EFBFBD>ｸ蠢<EFBDB8>粥閭ｽ<E996AD><EFBDBD>eek 1<>碁｢<E7A281>ｮ?螟ｩ<E89E9F>俄<EFBFBD>?蟾ｲ螳梧<E89EB3>?

逶ｮ譬<EFBFBD><EFBFBD>夊ｧ｣蜀ｳ譛鬮倬｢醍<EFBFBD>?荳ｪ髴豎?

蜉溯<EFBFBD>	蟾･菴憺<EFBFBD>?	迥ｶ諤?	鬪梧噺譬<EFBFBD>㊥
1. 鬮倡ｺｧ遲幃牙勣	2螟?	笨?螳梧<E89EB3>	謾ｯ謖∝､壽擅莉ｶAND/OR<4F>悟ｮ樊慮鬚<E685AE>ｧ?
2. 謨ｰ蛟ｼ譏<EFBDBC>蟆<EFBFBD>ｼ磯㍾郛也<E9839B><E4B99F>ｼ榎 1.5螟?	笨?螳梧<E89EB3>	閾ｪ蜉ｨ謠仙叙蜚ｯ荳蛟ｼ<EFBFBD>梧髪謖∵音驥乗丐蟆<EFBFBD>
3. 逕滓<E98095>蛻<EFBFBD>ｱｻ蜿倬㍼<E580AC>亥<EFBFBD>邂ｱ<E98282>榎 1.5螟?	笨?螳梧<E89EB3>	謾ｯ謖∬<EFBFBD>螳壻ｹ牙<EFBFBD>轤ｹ縲∫ｭ牙ｮｽ縲∫ｭ蛾｢?

**驥檎ｨ狗｢?*<2A>壺怛 Week 1螳梧<E89EB3><E6A2A7>?荳ｪ譬ｸ蠢<EFBDB8>粥閭ｽ蜿ｯ逕ｨ<E98095><EFBDA8>2025-12-08<30>?

Phase 2<>壽擅莉ｶ逕滓<E98095>?貂<>炊<EFBFBD><E7828A>eek 2<>碁｢<E7A281>ｮ?螟ｩ<E89E9F>俄<EFBFBD>?蟾ｲ螳梧<E89EB3>?

逶ｮ譬<EFBFBD><EFBFBD>夊ｧ｣蜀ｳ螟肴揩譚｡莉ｶ騾ｻ霎鷹怙豎?

蜉溯<EFBFBD>	蟾･菴憺<EFBFBD>?	迥ｶ諤?	鬪梧噺譬<EFBFBD>㊥
4. 譚｡莉ｶ逕滓<E98095>蛻?	2螟?	笨?螳梧<E89EB3>	謾ｯ謖∝､壽擅莉ｶIF-THEN隗<4E><E99A97>
5. 蛻<>髯､郛ｺ螟ｱ蛟?	1螟?	笨?螳梧<E89EB3>	謾ｯ謖∵潔陦<EFBFBD>/蛻怜唖髯､<E9ABAF>碁｢<E7A281>ｧ亥ｽｱ蜩<EFBDB1>
6. 蜴ｻ驥<EFBDBB>	1螟?	竢ｸ<EFBFBD><EFBFBD> 證ゆｸ榊ｼ蜿?	逕ｨ謌ｷ蜀ｳ螳壽嘯荳榊ｼ蜿?
7. 隶｡邂怜<E98282>?	1螟?	笨?螳梧<E89EB3>	蜈ｬ蠑乗桷蟒ｺ蝎ｨ<EFBFBD>梧髪謖∝ｸｸ逕ｨ蜃ｽ謨ｰ
8. Pivot<6F>磯柄竊貞ｮｽ陦ｨ<E999A6>榎 1螟?	笨?螳梧<E89EB3>	謾ｯ謖∝､壼ｼ蛻苓ｽｬ謐｢<EFBFBD>瑚★蜷磯蛾｡ｹ

**驥檎ｨ狗｢?*<2A>壺怛 Week 2螳梧<E89EB3><E6A2A7>?荳ｪ譬ｸ蠢<EFBDB8>粥閭ｽ蜿ｯ逕ｨ<E98095><EFBDA8>2025-12-08<30>?

Phase 3<>壽焚謐ｮ驥榊｡?蝪ｫ陦･<E999A6><EFBDA5>eek 3-4<>碁｢<E7A281>ｮ?螟ｩ<E89E9F><EFBDA9>

逶ｮ譬<EFBFBD><EFBFBD>壽髪謖∝､肴揩謨ｰ謐ｮ霓ｬ謐?

蜉溯<EFBFBD>	蟾･菴憺<EFBFBD>?	雍溯ｴ｣莠?	鬪梧噺譬<EFBFBD>㊥
8. 髟ｿ陦ｨ竊貞ｮｽ陦ｨ<E999A6><EFBDA8>ivot<6F>榎 2螟?	蜑咲ｫｯ+蜷守ｫｯ	謾ｯ謖∝､壼ｼ蛻苓ｽｬ謐｢
9. 逕滓<E98095>譁ｰ蜿倬㍼<E580AC>郁ｮ｡邂怜<E98282><E6809C>榎 2螟?	蜑咲ｫｯ+蜷守ｫｯ	蜈ｬ蠑乗桷蟒ｺ蝎ｨ<EFBFBD>梧髪謖∝ｸｸ逕ｨ蜃ｽ謨ｰ
10. 郛ｺ螟ｱ蛟ｼ蝪ｫ陦?	1.5螟?	蜑咲ｫｯ+蜷守ｫｯ	謾ｯ謖∝插蛟?荳ｭ菴肴<E88FB4>?蛻<>ｻ<EFBFBD>｡ｫ陦･
11. 螟夐㍾謠定｡･<EFBDA1><EFBDA5>ICE<43>榎 1.5螟?	Python蠕ｮ譛榊<EFBFBD>?	髮<EFBFBD><EFBFBD>sklearn<EFBFBD>梧髪謖∝渕遑MICE
12. 豬玖ｯ<E78E96>+譁<>｡｣	1螟?	蜈ｨ蜻<EFBFBD>	螳梧<EFBFBD>逕ｨ謌ｷ謇句<EFBFBD>

**驥檎ｨ狗｢?*<2A>啗eek 4扈捺據<E68DBA>梧園譛臼0/P1蜉溯<E89C89>螳梧<E89EB3>

Phase 4<>壻ｼ伜<EFBDBC>?蠅槫ｼｺ<EFBDBC><EFBDBA>eek 5+<2B>梧戟扈ｭ霑ｭ莉｣<E88E89><EFBDA3>

笨?諤ｧ閭ｽ莨伜喧<E4BC9C>亥､ｧ謨ｰ謐ｮ髮?10荳<30>｡鯉ｼ?- 笨?謇ｹ驥乗桃菴懶ｼ域音驥城㍾郛也<E9839B>√∵音驥丞唖髯､蛻礼ｭ会ｼ<E4BC9A>
笨?謫堺ｽ懷紙蜿ｲ<E89CBF>域衍逵?蝗樣蜴<C280>彰謫堺ｽ懶ｼ?- 笨?菫晏ｭ倅ｸｺ讓｡譚ｿ<E8AD9A>亥ｸｸ逕ｨ謫堺ｽ應ｿ晏ｭ倅ｸｺ蠢ｫ謐ｷ譁ｹ蠑擾ｼ<E693BE>
笨?謨ｰ謐ｮ鬪瑚ｯ<E7919A>ｼ郁<EFBDBC>蜉ｨ譽譟･謨ｰ謐ｮ雍ｨ驥擾ｼ<E693BE>

5. 謚譛ｯ譫ｶ譫?

5.1 笨?謨ｴ菴捺楔譫<E6A594>ｼ磯｢<E7A3AF><EFBDA2>蜃ｽ謨ｰ譁ｹ譯茨ｼ<E88CA8>

譫ｶ譫<EFBFBD><EFBFBD>遲<EFBFBD><EFBFBD>壼粥閭ｽ謖蛾聴菴ｿ逕?鬚<EFBFBD><EFBFBD>Python蜃ｽ謨ｰ*<2A>瑚碁撼蜉ｨ諤∫函謌蝉ｻ｣遐<EFBDA3>ｼ檎｡ｮ菫晉ｨｳ螳壽ｧ蜥梧ｧ閭ｽ縲?

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? 蜑咲ｫｯ (React + Ant Design)                      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? 蟾･蜈ｷ譬冗ｻ<E58697>ｻ?                             笏?  笏?笏? 笏? 笏娯楳笏笏笏笏?笏娯楳笏笏笏笏?笏娯楳笏笏笏笏?笏娯楳笏笏笏笏?          笏?  笏?笏? 笏? 笏らｭ幃俄狽 笏る㍾郛問狽 笏ょ<E7AC8F>邂ｱ笏<EFBDB1> 笏よ擅莉ｶ笏<EFBDB6>  ...      笏?  笏?笏? 笏? 笏披楳笏笏笏笏?笏披楳笏笏笏笏?笏披楳笏笏笏笏?笏披楳笏笏笏笏?          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? 驟咲ｽｮ蟇ｹ隸晄｡<E69984>ｼ亥推蜉溯<E89C89>迢ｬ遶具ｼ<E585B7>                笏?  笏?笏? 笏? - 蜿よ焚霎灘<E99C8E>                              笏?  笏?笏? 笏? - 螳樊慮鬚<E685AE>ｧ<EFBFBD>                              笏?  笏?笏? 笏? - 謇ｧ陦梧潔髓ｮ                              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?笏披楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏ｬ笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?                     笏?HTTP POST
                     竊?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? 蜷守ｫｯ (Node.js + Fastify)                       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? QuickActionController                   笏?  笏?笏? 笏? - 謗･謾ｶ蜉溯<E89C89>謖蛾聴隸ｷ豎<EFBDB7>                      笏?  笏?笏? 笏? - 鬪瑚ｯ∝盾謨ｰ                              笏?  笏?笏? 笏? - 隹<>畑QuickActionService                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? 笨?QuickActionService (譁?             笏?  笏?笏? 笏? - executeFilter()   隹<>畑鬚<E79591><E9AC9A>蜃ｽ謨ｰAPI     笏?  笏?笏? 笏? - executeRecode()   隹<>畑鬚<E79591><E9AC9A>蜃ｽ謨ｰAPI     笏?  笏?笏? 笏? - executeBinning()  隹<>畑鬚<E79591><E9AC9A>蜃ｽ謨ｰAPI     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?笏披楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏ｬ笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?                     笏?HTTP POST /api/operations/xxx
                     竊?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? Python蠕ｮ譛榊<E8AD9B>?(FastAPI)                         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? 笨?operations/ (鬚<><E9AC9A>蜃ｽ謨ｰ讓｡蝮<EFBDA1>)          笏?  笏?笏? 笏? - filter.py      (遲幃?                 笏?  笏?笏? 笏? - recode.py      (驥咲ｼ也<EFBDBC>?               笏?  笏?笏? 笏? - binning.py     (蛻<>ｮｱ)                 笏?  笏?笏? 笏? - conditional.py (譚｡莉ｶ逕滓<E98095><E6BB93>悟ｾ<E6829F>ｼ蜿?     笏?  笏?笏? 笏? - missing.py     (郛ｺ螟ｱ蛟ｼ螟<EFBDBC>炊<EFBFBD>悟ｾ<E6829F>ｼ蜿?   笏?  笏?笏? 笏? 豈丈ｸｪ蜃ｽ謨ｰ<E8ACA8>?                             笏?  笏?笏? 笏?   笨?扈剰ｿ<E589B0>黒蜈<E9BB92>ｵ玖ｯ<E78E96>                        笏?  笏?笏? 笏?   笨?譛牙ｮ梧紛邀ｻ蝙区ｳｨ隗?                     笏?  笏?笏? 笏?   笨?譛芽ｯｦ扈<EFBDA6>枚譯?                         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? 笨?API遶ｯ轤ｹ (譁?                        笏?  笏?笏? 笏? POST /api/operations/filter             笏?  笏?笏? 笏? POST /api/operations/recode             笏?  笏?笏? 笏? POST /api/operations/binning            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?```

**笨?莨伜漢**<2A>?- 笨?**遞ｳ螳壽ｧ鬮<EFBDA7>**<2A>夐｢<E5A490><EFBDA2>蜃ｽ謨ｰ扈剰ｿ<E589B0>黒蜈<E9BB92>ｵ玖ｯ包ｼ梧裏蟄礼ｬｦ荳ｲ諡ｼ謗･鬟朱勦
- 笨?**諤ｧ閭ｽ螂?*<2A>夂峩謗･隹<EFBDA5>畑蜃ｽ謨ｰ<E8ACA8>梧裏莉｣遐∬ｧ｣譫仙ｼ髞
- 笨?**蜿ｯ扈ｴ謚?*<2A>壻ｻ｣遐<EFBDA3>寔荳ｭ蝨ｨPython萓ｧ<E89093>御ｾｿ莠惹ｼ伜喧
- 笨?**螳牙<E89EB3>**<2A>壽裏莉｣遐∵ｳｨ蜈･鬟朱勦

**笶?蟾ｲ蠎溷ｼ?*<2A>?- ~~QuickActionCodeGenerator.ts~~ <20>亥ｷｲ蛻<EFBDB2>髯､<E9ABAF>?- ~~蜉ｨ諤∽ｻ｣遐∫函謌先婿譯<E5A9BF>~ <20>亥ｷｲ蠑<EFBDB2>畑<EFBFBD>?
### 5.2 笨?API隶ｾ隶｡<E99AB6>磯㍾譫<E38DBE>錘<EFBFBD>?
#### Node.js蜷守ｫｯAPI<50>亥燕遶ｯ隹<EFBDAF>畑<EFBFBD><E79591>

```typescript
// 謇ｧ陦悟ｿｫ騾滓桃菴?POST /api/v1/dc/tool-c/quick-action
Body: {
  sessionId: string,
  action: 'filter' | 'recode' | 'binning' | 'conditional' | ...,
  params: {
    // 蜷<>粥閭ｽ迚ｹ螳壼盾謨?  }
}
Response: {
  success: boolean,
  data: {
    newDataPreview: Array<Object>,  // 蜑?0陦碁｢<E7A281>ｧ?    affectedRows: number,           // 蠖ｱ蜩咲噪陦梧<E999A6>?    message: string,                // 謫堺ｽ懆ｯｴ譏<EFBDB4>
    executionTime: number,          // Python謇ｧ陦梧慮髣ｴ<E9ABA3>育ｧ抵ｼ?    output: string                  // Python謇灘魂霎灘<E99C8E>
  }
}

// 鬚<>ｧ域桃菴懃ｻ捺棡<E68DBA>井ｸ榊ｮ樣刔謇ｧ陦鯉ｼ?POST /api/v1/dc/tool-c/quick-action/preview
Body: { 蜷御ｸ<E5BEA1> }
Response: {
  success: boolean,
  data: {
    preview: Array<Object>,         // 蜑?0陦碁｢<E7A281>ｧ?    estimatedChange: string,        // "蟆<>唖髯?3陦? / "蟆<>眠蠅?蛻?
    originalRows: number,
    newRows: number
  }
}

笨?Python蠕ｮ譛榊苅API<50>亥錘遶ｯ隹<EFBDAF>畑<EFBFBD>梧眠蠅橸ｼ?

豕ｨ諢<EFBFBD><EFBFBD>壻ｻ･荳偽RL莉<EFBFBD>ｸｺ遉ｺ萓具ｼ悟ｮ樣刔莉｣遐∽ｸｭ菴ｿ逕ｨ邇ｯ蠅<EFBFBD>序驥<EFBFBD> EXTRACTION_SERVICE_URL 驟咲ｽｮ縲?

# 鬮倡ｺｧ遲幃会ｼ育､ｺ萓偽RL<52>?POST http://localhost:8000/api/operations/filter
Body: {
  "data": [{"蟷ｴ鮴<EFBDB4>": 25, "諤ｧ蛻ｫ": "逕?}, ...],
  "conditions": [
    {"column": "蟷ｴ鮴<EFBDB4>", "operator": ">", "value": 30},
    {"column": "諤ｧ蛻ｫ", "operator": "=", "value": "逕?}
  ],
  "logic": "and"  # or "or"
}
Response: {
  "success": true,
  "result_data": [...],  # 遲幃牙錘逧<E98C98>焚謐?  "output": "蜴溷ｧ区焚謐ｮ: 100 陦圭n遲幃牙錘: 30 陦?..",
  "execution_time": 0.023,
  "result_shape": [30, 5]
}

# 謨ｰ蛟ｼ譏<EFBDBC>蟆<EFBFBD>ｼ磯㍾郛也<E9839B><E4B99F>ｼ<EFBFBD>
POST http://localhost:8000/api/operations/recode
Body: {
  "data": [{"諤ｧ蛻ｫ": "逕?}, {"諤ｧ蛻ｫ": "螂?}, ...],
  "column": "諤ｧ蛻ｫ",
  "mapping": {"逕?: 1, "螂?: 2},
  "create_new_column": true,
  "new_column_name": "諤ｧ蛻ｫ_郛也<E9839B><E4B99F>"
}
Response: {
  "success": true,
  "result_data": [...],
  "output": "譏<>蟆<EFBFBD>ｮ梧<EFBDAE>: 96 荳ｪ蛟ｼ謌仙粥譏<E7B2A5>蟆Ыn譏<6E>蟆<EFBFBD><E89F86>蜉溽<E89C89>? 100.0%",
  "execution_time": 0.015,
  "result_shape": [96, 6]
}

# 逕滓<E98095>蛻<EFBFBD>ｱｻ蜿倬㍼<E580AC>亥<EFBFBD>邂ｱ<E98282><EFBDB1>
POST http://localhost:8000/api/operations/binning
Body: {
  "data": [{"蟷ｴ鮴<EFBDB4>": 25}, {"蟷ｴ鮴<EFBDB4>": 35}, ...],
  "column": "蟷ｴ鮴<EFBDB4>",
  "method": "custom",  # or "equal_width", "equal_freq"
  "new_column_name": "蟷ｴ鮴<EFBDB4><E9AEB4>扈<EFBFBD>",
  "bins": [18, 60],  # 閾ｪ螳壻ｹ牙<EFBDB9>轤?  "labels": ["髱貞ｰ大ｹ?, "謌仙ｹｴ", "閠∝ｹｴ"]
}
Response: {
  "success": true,
  "result_data": [...],
  "output": "蛻<>ｮｱ扈捺棡蛻<E6A3A1>ｸ<EFBFBD>:\n  髱貞ｰ大ｹ? 10 陦?(10.4%)\n  謌仙ｹｴ: 70 陦?(72.9%)...",
  "execution_time": 0.018,
  "result_shape": [96, 6]
}

5.3 笨?鬚<><E9AC9A>蜃ｽ謨ｰ譛榊苅隶ｾ隶｡<E99AB6>磯㍾譫<E38DBE>錘<EFBFBD>?

Node.js蜷守ｫｯ譛榊苅

// backend/src/modules/dc/tool-c/services/QuickActionService.ts

export class QuickActionService {
  
  // 隹<>畑Python蠕ｮ譛榊苅逧<E88B85>｢<EFBFBD><EFBDA2>蜃ｽ謨ｰAPI
  async executeFilter(data: any[], params: FilterParams): Promise<OperationResult> {
    return axios.post(`${PYTHON_SERVICE_URL}/api/operations/filter`, {
      data,
      conditions: params.conditions,
      logic: params.logic,
    });
  }
  
  async executeRecode(data: any[], params: RecodeParams): Promise<OperationResult> {
    return axios.post(`${PYTHON_SERVICE_URL}/api/operations/recode`, {
      data,
      column: params.column,
      mapping: params.mapping,
      create_new_column: params.createNewColumn,
      new_column_name: params.newColumnName,
    });
  }
  
  async executeBinning(data: any[], params: BinningParams): Promise<OperationResult> {
    return axios.post(`${PYTHON_SERVICE_URL}/api/operations/binning`, {
      data,
      column: params.column,
      method: params.method,
      new_column_name: params.newColumnName,
      bins: params.bins,
      labels: params.labels,
      num_bins: params.numBins,
    });
  }
}

Python鬚<EFBFBD><EFBFBD>蜃ｽ謨ｰ

# extraction_service/operations/filter.py
def apply_filter(df: pd.DataFrame, conditions: List[Dict], logic: str) -> pd.DataFrame:
    """
    蠎皮畑遲幃画擅莉ｶ<E88E89>磯｢<E7A3AF><EFBDA2>蜃ｽ謨ｰ<E8ACA8>檎ｻ剰ｿ<E589B0><EFBDBF>蛻<EFBFBD>ｵ玖ｯ包ｼ<E58C85>
    
    Args:
        df: 霎灘<E99C8E>謨ｰ謐ｮ譯?        conditions: 遲幃画擅莉ｶ蛻苓｡?        logic: 'and' 謌?'or'
    
    Returns:
        遲幃牙錘逧<E98C98>焚謐ｮ譯<EFBDAE>
    """
    # 逕滓<E98095>蜷<EFBFBD>ｸｪ譚｡莉ｶ逧<EFBDB6>ask
    masks = []
    for cond in conditions:
        column = cond['column']
        operator = cond['operator']
        value = cond.get('value')
        
        if operator == '=':
            mask = df[column] == value
        elif operator == '>':
            mask = df[column] > value
        # ... 蜈ｶ莉冶ｿ千ｮ礼ｬ?        
        masks.append(mask)
    
    # 扈<>粋譚｡莉ｶ
    if logic == 'and':
        final_mask = pd.concat(masks, axis=1).all(axis=1)
    else:
        final_mask = pd.concat(masks, axis=1).any(axis=1)
    
    return df[final_mask].copy()

# extraction_service/main.py
@app.post("/api/operations/filter")
async def operation_filter(request: FilterRequest):
    """隹<>畑鬚<E79591><E9AC9A>蜃ｽ謨ｰ"""
    df = pd.DataFrame(request.data)
    result_df = apply_filter(df, request.conditions, request.logic)
    return JSONResponse(content={
        "success": True,
        "result_data": result_df.to_dict('records'),
        "execution_time": execution_time,
        ...
    })

笨?莨伜漢<EFBFBD>?- 鬚<><E9AC9A>蜃ｽ謨ｰ扈剰ｿ<E589B0>黒蜈<E9BB92>ｵ玖ｯ包ｼ檎ｨｳ螳壼庄髱?- 譌<>蟄礼ｬｦ荳ｲ諡ｼ謗･<E8AC97>梧裏莉｣遐∵ｳｨ蜈･鬟朱勦

逶ｴ謗･隹<EFBFBD>畑蜃ｽ謨ｰ<EFBFBD>梧ｧ閭ｽ莨倡ｧ
莉｣遐<EFBFBD>寔荳ｭ邂｡逅<EFBFBD>ｼ梧<EFBFBD>莠守ｻｴ謚､蜥御ｼ伜喧

**笶?蟾ｲ蠎溷ｼ?*<2A>?- ~~QuickActionCodeGenerator.ts~~ <20>亥ｷｲ蛻<EFBDB2>髯､<E9ABAF>御ｸ榊<EFBDB8>菴ｿ逕ｨ蜉ｨ諤∽ｻ｣遐∫函謌撰ｼ<E692B0>

5.4 邇ｯ蠅<EFBDAF>序驥城<E9A9A5>鄂ｮ

驥崎ｦ<EFBFBD><EFBFBD>壻ｻ｣遐∽ｸｭ菴ｿ逕ｨ邇ｯ蠅<EFBFBD>序驥城<EFBFBD>鄂ｮPython蠕ｮ譛榊苅蝨ｰ蝮<EFBFBD>?*荳堺ｽｿ逕ｨ遑ｬ郛也<E9839B><E4B99F>**縲?

Node.js蜷守ｫｯ驟咲ｽｮ

蝨?backend/.env 荳ｭ驟咲ｽｮ<EFBDBD><EFBDAE>

# Python蠕ｮ譛榊苅蝨ｰ蝮<E89DAE>亥ｿ<E4BAA5>怙<EFBFBD>?EXTRACTION_SERVICE_URL=http://localhost:8000

# 逕滉ｺｧ邇ｯ蠅<EFBDAF>､ｺ萓<EFBDBA>
# EXTRACTION_SERVICE_URL=http://python-service:8000
# EXTRACTION_SERVICE_URL=https://api.yourdomain.com/python

莉｣遐∝ｮ樒鴫

// backend/src/modules/dc/tool-c/services/QuickActionService.ts
const PYTHON_SERVICE_URL = process.env.EXTRACTION_SERVICE_URL || 'http://localhost:8000';

// 隹<>畑譌ｶ菴ｿ逕ｨ邇ｯ蠅<EFBDAF>序驥?await axios.post(`${PYTHON_SERVICE_URL}/api/operations/filter`, {...});

笨?莨伜漢<EFBFBD>?- 蠑蜿醍識蠅<E8AD98>ｼ壻ｽｿ逕ｨ localhost:8000

逕滉ｺｧ邇ｯ蠅<EFBFBD>ｼ壻ｽｿ逕ｨ蜀<EFBFBD>ｽ大慍蝮謌門沺蜷?- 螳ｹ蝎ｨ蛹夜Κ鄂ｲ<E98482>壻ｽｿ逕ｨ譛榊苅蜷搾ｼ亥ｦ?http://python-service:8000<EFBFBD>?- 隨ｦ蜷井ｺ大次逕溷ｼ蜿題ｧ<E9A18C><EFBDA7>?

6. 隸ｦ扈<EFBDA6>ｮｾ隶｡

6.1 鬮倡ｺｧ遲幃牙勣

UI隶ｾ隶｡

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? 鬮倡ｺｧ遲幃?                               笏?笏懌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絶狽
笏? 笏?[蛻怜錐 笆ｼ] [譚｡莉ｶ 笆ｼ] [蛟ｼ_________]    笏や狽
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倪狽
笏? [荳?笆ｼ]                                 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絶狽
笏? 笏?[蛻怜錐 笆ｼ] [譚｡莉ｶ 笆ｼ] [蛟ｼ_________]    笏や狽
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倪狽
笏? [+ 豺ｻ蜉<EFBDBB>譚｡莉ｶ]                           笏?笏?                                        笏?笏? 鬚<>ｧ茨ｼ壼ｰ<E5A3BC>ｿ晉蕗 87 陦鯉ｼ亥<EFBDBC>?00陦鯉ｼ<E9AF89>          笏?笏?                                        笏?笏? [蜿匁ｶ<E58C81>  [鬚<>ｧ<EFBFBD>  [蠎皮畑]                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?```

#### 譚｡莉ｶ霑千ｮ礼ｬ?
- 謨ｰ蛟ｼ蛻暦ｼ啻=`, `竕<>`, `>`, `<`, `竕･`, `竕､`
- 譁<>悽蛻暦ｼ啻遲我ｺ餐, `荳咲ｭ我ｺ餐, `蛹<>性`, `荳榊桁蜷ｫ`, `莉?..蠑螟ｴ`, `莉?..扈灘ｰｾ`
- 騾夂畑<E5A482>啻荳ｺ遨ｺ`, `荳堺ｸｺ遨ｺ`

#### 逕滓<E98095>莉｣遐∫､ｺ萓<EFBDBA>

```python
# 蜊墓擅莉?df = df[df['蟷ｴ鮴<EFBDB4>'] >= 18]

# 螟壽擅莉?AND
df = df[(df['蟷ｴ鮴<EFBDB4>'] >= 18) & (df['諤ｧ蛻ｫ'] == '逕?)]

# 螟壽擅莉?OR
df = df[(df['蟷ｴ鮴<EFBDB4>'] >= 60) | (df['BMI'] >= 28)]

# 蛹<>性
df = df[df['隸頑妙'].str.contains('邉門ｰｿ逞?, na=False)]

# 荳堺ｸｺ遨?df = df[df['BMI'].notna()]

6.2 謨ｰ蛟ｼ譏<EFBDBC>蟆<EFBFBD>ｼ磯㍾郛也<E9839B><E4B99F>ｼ<EFBFBD>

UI隶ｾ隶｡

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? 蜿倬㍼驥咲ｼ也<EFBDBC>?                         笏?笏懌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? 騾画叫蛻暦ｼ喙遐皮ｩｶ荳ｭ蠢<EFBDAD> 笆ｼ]               笏?笏?                                    笏?笏? 閾ｪ蜉ｨ譽豬句芦 3 荳ｪ蜚ｯ荳蛟ｼ<E89B9F><EFBDBC>            笏?笏? 笏娯楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏ｬ笏笏笏笏笏笏笏笏笏笏笏笏笏笏?笏?笏? 笏?蜴溷?           笏?譁ｰ蛟?       笏?笏?笏? 笏懌楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏ｼ笏笏笏笏笏笏笏笏笏笏笏笏笏笏?笏?笏? 笏?鮟鷹ｾ呎ｱ滉ｸｭ蛹ｻ闕ｯ... 笏?[1______]   笏?笏?笏? 笏?螻ｱ荳應ｸｭ蛹ｻ闕?..   笏?[2______]   笏?笏?笏? 笏?蟷ｿ蟾樔ｸｭ蛹ｻ闕?..   笏?[3______]   笏?笏?笏? 笏披楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏ｴ笏笏笏笏笏笏笏笏笏笏笏笏笏笏?笏?笏?                                    笏?笏? 笘托ｸ<E68998> 蛻帛ｻｺ譁ｰ蛻暦ｼ域耳闕撰ｼ<E692B0>                笏?笏? 譁ｰ蛻怜錐<E6809C>喙遐皮ｩｶ荳ｭ蠢ダ郛也<E9839B>＼______]     笏?笏?                                    笏?笏? [蜿匁ｶ<E58C81>  [鬚<>ｧ<EFBFBD>  [謇ｧ陦珪            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?```

#### 逕滓<E98095>莉｣遐∫､ｺ萓<EFBDBA>

```python
# 蛻帛ｻｺ譁ｰ蛻<EFBDB0>
mapping = {
  '鮟鷹ｾ呎ｱ滉ｸｭ蛹ｻ闕ｯ螟ｧ蟄ｦ髯<EFBDA6>ｱ樒ｬｬ莠悟現髯｢': 1,
  '螻ｱ荳應ｸｭ蛹ｻ闕ｯ螟ｧ蟄ｦ髯<EFBDA6>ｱ槫現髯?: 2,
  '蟷ｿ蟾樔ｸｭ蛹ｻ闕ｯ螟ｧ蟄ｦ髯<EFBDA6>ｱ樒ｬｬ荳蛹ｻ髯｢': 3
}
df['遐皮ｩｶ荳ｭ蠢ダ郛也<E9839B><E4B99F>'] = df['遐皮ｩｶ荳ｭ蠢<EFBDAD>'].map(mapping)

# 謌冶ｦ<E586B6>尠蜴溷<E89CB4>?df['遐皮ｩｶ荳ｭ蠢<EFBDAD>'] = df['遐皮ｩｶ荳ｭ蠢<EFBDAD>'].map(mapping)

6.3 逕滓<E98095>蛻<EFBFBD>ｱｻ蜿倬㍼<E580AC>亥<EFBFBD>邂ｱ<E98282><EFBDB1>

UI隶ｾ隶｡

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? 霑樒ｻｭ蜿倬㍼蛻<E38DBC>ｮｱ                        笏?笏懌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? 騾画叫謨ｰ蛟ｼ蛻暦ｼ喙逹｣閼蛾宙蛻ｺ謖∫ｻｭ譌ｶ髣ｴ 笆ｼ]   笏?笏?                                    笏?笏? 蛻<>ｮｱ譁ｹ蠑擾ｼ?                        笏?笏? 笳?閾ｪ螳壻ｹ牙<EFBDB9>轤?                      笏?笏?    蛻<>せ<EFBFBD>喙10] [+]                 笏?笏?    譬<>ｭｾ<EFBDAD>?                        笏?笏?      竕?0: [證ｴ髴ｲ=1_____]          笏?笏?      <10: [髱樊垓髴?0___]          笏?笏?                                    笏?笏? 笳?螟壽ｮｵ蛻<EFBDB5>せ                         笏?笏?    蛻<>せ<EFBFBD>喙0] [14] [30] [999]      笏?笏?    譬<>ｭｾ<EFBDAD>喙菴?0][荳?1][鬮?2]       笏?笏?                                    笏?笏? 譁ｰ蛻怜錐<E6809C>喙菴城劼謔｣閠<EFBDA3>垓髴ｲ蛻<EFBDB2>ｻЮ____]    笏?笏?                                    笏?笏? [蜿匁ｶ<E58C81>  [鬚<>ｧ亥<EFBDA7>蟶ゾ  [謇ｧ陦珪        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?```

#### 逕滓<E98095>莉｣遐∫､ｺ萓<EFBDBA>

```python
# 莠悟<E88EA0>邀ｻ<E98280>亥黒蛻<E9BB92>せ<EFBFBD><E3819B>
df['菴城劼謔｣閠<EFBDA3>垓髴ｲ蛻<EFBDB2>ｻ?] = (df['逹｣閼蛾宙蛻ｺ謖∫ｻｭ譌ｶ髣ｴ'] >= 10).astype(int)

# 螟壼<E89E9F>邀ｻ<E98280>亥､壼<EFBDA4>轤ｹ<E8BDA4><EFBDB9>
df['證ｴ髴ｲ蠑ｺ蠎ｦ蛻<EFBDA6>ｻ<EFBFBD>'] = pd.cut(
    df['逹｣閼蛾宙蛻ｺ謖∫ｻｭ譌ｶ髣ｴ'],
    bins=[0, 14, 30, 999],
    labels=[0, 1, 2],
    right=False
)

6.4 譚｡莉ｶ逕滓<E98095>蛻?箝先<E7AE9D>ｸ蠢<EFBDB8>粥閭?

UI隶ｾ隶｡

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? 譚｡莉ｶ逕滓<E98095>譁ｰ蛻<EFBDB0>                            笏?笏懌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? 譁ｰ蛻怜錐<E6809C>喙菴城劼證ｴ髴ｲ蜃ｺ髯｢證ｴ髴ｲ諠<EFBDB2><E8ABA0>蛻<EFBFBD>ｻЮ___] 笏?笏?                                        笏?笏? 隗<><E99A97><EFBFBD>域潔鬘ｺ蠎丞源驟搾ｼ会ｼ<E4BC9A>                    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?隗<><E99A97>1                             笏?笏?笏? 笏?IF [菴城劼謔｣閠<EFBDA3>垓髴ｲ蛻<EFBDB2>ｻ<EFBFBD>名] [=笆ｼ] [1]  笏?笏?笏? 笏?[荳披名]                            笏?笏?笏? 笏?IF [逹｣閼蛾宙蛻ｺ謖∫ｻｭ譌ｶ髣ｴ笆ｼ] [>=笆ｼ][14] 笏?笏?笏? 笏?THEN 蛟ｼ荳ｺ<E88DB3>喙菴城劼證ｴ髴ｲ蜃ｺ髯｢證ｴ髴ｲ____] 笏?笏?笏? 笏?                         [蛻<>髯､隗<EFBDA4><E99A97>]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?隗<><E99A97>2                             笏?笏?笏? 笏?IF [菴城劼謔｣閠<EFBDA3>垓髴ｲ蛻<EFBDB2>ｻ<EFBFBD>名] [=笆ｼ] [1]  笏?笏?笏? 笏?[荳披名]                            笏?笏?笏? 笏?IF [逹｣閼蛾宙蛻ｺ謖∫ｻｭ譌ｶ髣ｴ笆ｼ] [<笆ｼ] [14] 笏?笏?笏? 笏?THEN 蛟ｼ荳ｺ<E88DB3>喙菴城劼證ｴ髴ｲ蜃ｺ髯｢髱樊垓髴ｲ__] 笏?笏?笏? 笏?                         [蛻<>髯､隗<EFBDA4><E99A97>]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? [+ 豺ｻ蜉<EFBDBB>隗<EFBFBD><E99A97>]                          笏?笏?                                        笏?笏? 蜈ｶ莉匁ュ蜀ｵ<E89C80><EFBDB5>LSE<53>会ｼ<E4BC9A>                     笏?笏? 笳?逡咏ｩｺ<EFBDA9><EFBDBA>one<6E>?                       笏?笏? 笳?蝗ｺ螳壼ｼ<C280>喙_______]                  笏?笏? 笳?菴ｿ逕ｨ鮟倩ｮ､蛟ｼ<E89B9F>喙0______]              笏?笏?                                        笏?笏? 鬚<>ｧ茨ｼ壼ｰ<E5A3BC>函謌先眠蛻暦ｼ碁｢<E7A281>ｮ?7陦梧怏蛟?        笏?笏?                                        笏?笏? [蜿匁ｶ<E58C81>  [鬚<>ｧ亥<EFBDA7>?0陦珪  [謇ｧ陦珪          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?```

#### 謚譛ｯ螳樒<E89EB3>?
**蜑咲ｫｯ謨ｰ謐ｮ扈捺桷**<2A>?```typescript
interface ConditionalRule {
  conditions: Array<{
    column: string,
    operator: '=' | '!=' | '>' | '<' | '>=' | '<=',
    value: string | number
  }>,
  logic: 'and' | 'or',
  result: string | number
}

interface ConditionalParams {
  newColumnName: string,
  rules: ConditionalRule[],
  elseValue: null | string | number
}

逕滓<EFBFBD>莉｣遐∫､ｺ萓<EFBFBD><EFBFBD>?```python def classify_exposure(row): # 隗<><E99A97>1 if row['菴城劼謔｣閠<EFBDA3>垓髴ｲ蛻<EFBDB2>ｻ?] == 1 and row['逹｣閼蛾宙蛻ｺ謖∫ｻｭ譌ｶ髣ｴ'] >= 14: return '菴城劼證ｴ髴ｲ蜃ｺ髯｢證ｴ髴ｲ' # 隗<><E99A97>2 elif row['菴城劼謔｣閠<EFBDA3>垓髴ｲ蛻<EFBDB2>ｻ?] == 1 and row['逹｣閼蛾宙蛻ｺ謖∫ｻｭ譌ｶ髣ｴ'] < 14: return '菴城劼證ｴ髴ｲ蜃ｺ髯｢髱樊垓髴? # ELSE else: return None

df['菴城劼證ｴ髴ｲ蜃ｺ髯｢證ｴ髴ｲ諠<EFBDB2><E8ABA0>蛻<EFBFBD>ｻ<EFBFBD>'] = df.apply(classify_exposure, axis=1)


---

### 6.5 髟ｿ陦ｨ竊貞ｮｽ陦ｨ<E999A6><EFBDA8>ivot<6F>?
#### UI隶ｾ隶｡

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? 髟ｿ陦ｨ霓ｬ螳ｽ陦ｨ<E999A6><EFBDA8>ivot<6F>? 笏?笏懌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? 邏｢蠑募<E8A091><E58B9F>亥髪荳譬<C280>ｯ<EFBFBD>ｼ会ｼ<E4BC9A> 笏?笏? [Record ID 笆ｼ] 笏?笏? 笏?笏? 騾剰ｧ<E589B0><EFBDA7><EFBFBD>亥序謌仙<E8AC8C>蜷搾ｼ会ｼ<E4BC9A> 笏?笏? [Event Name 笆ｼ] 笏?笏? 譽豬句芦逧<E88AA6>ｼ<C280><EFBDBC> 笏?笏? 窶?遲幃牙所蝓ｺ郤ｿ笏?笏? 窶?髫剰ｮｿ<EFBDAE>?蜻ｨ<E89CBB><EFBDA8> 笏?笏? 窶?髫剰ｮｿ<EFBDAE>?荳ｪ譛茨ｼ? 笏?笏? 笏?笏? 蛟ｼ蛻暦ｼ郁ｦ∬ｽｬ鄂ｮ逧<EFBDAE>焚謐ｮ<E8AC90>会ｼ? 笏?笏? 笘托ｸ<E68998> FMA諤ｻ蠕怜<E8A095>? 笏?笏? 笘托ｸ<E68998> FMA蛻<41>ｺｧ(1-5) 笏?笏? 笘托ｸ<E68998> ADL諤ｻ蛻<EFBDBB> 笏?笏? 笘托ｸ<E68998> NLR 笏?笏? 笘托ｸ<E68998> PLR 笏?笏? [ ] ...<2E>磯画叫蜈ｶ莉門<E88E89><E99680><EFBFBD> 笏?笏? 笏?笏? 驥榊､榊ｼ螟<EFBDBC>炊<EFBFBD><E7828A> 笏?笏? 笳?蜿也ｬｬ荳荳? 笳?蜿匁怙蜷惹ｸ荳? 笏?笏? 笳?豎ょｹｳ蝮<EFBDB3>? 笳?豎ょ柱笏?笏? 笏?笏? [蜿匁ｶ<E58C81> [鬚<>ｧ育ｻ捺桷] [謇ｧ陦珪笏?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?```

逕滓<EFBFBD>莉｣遐∫､ｺ萓<EFBFBD>

# Pivot霓ｬ謐｢
df_pivot = df.pivot_table(
    index='Record ID',
    columns='Event Name',
    values=['FMA諤ｻ蠕怜<E8A095>?, 'FMA蛻<EFBFBD>ｺｧ(1-5)', 'ADL諤ｻ蛻<EFBFBD>', 'NLR', 'PLR'],
    aggfunc='first'
)

# 螻募ｹｳ螟夂ｺｧ蛻怜錐
df_pivot.columns = ['_'.join(col).strip() for col in df_pivot.columns.values]
df_pivot = df_pivot.reset_index()

# 遉ｺ萓具ｼ哥MA諤ｻ蠕怜<E8A095>_遲幃牙所蝓ｺ郤ｿ, FMA諤ｻ蠕怜<E8A095>_髫剰ｮｿ(2蜻?

6.6 螟夐㍾謠定｡･<EFBDA1><EFBDA5>ICE<43>?

UI隶ｾ隶｡

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? 螟夐㍾謠定｡･<EFBDA1><EFBDA5>ICE<43>?                   笏?笏懌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? 笞<><E7AC9E><EFBFBD> 鬮倡ｺｧ扈溯ｮ｡蜉溯<E89C89><E6BAAF>碁怙隹ｨ諷惹ｽｿ逕ｨ        笏?笏?                                    笏?笏? 騾画叫髴隕∵薯陦･逧<EFBDA5><E980A7><EFBFBD><EFBFBD>                 笏?笏? 笘托ｸ<E68998> 蟷ｴ鮴<EFBDB4>                           笏?笏? 笘托ｸ<E68998> BMI                            笏?笏? 笘托ｸ<E68998> 陦邉?                          笏?笏? [ ] 陦蜴?                         笏?笏? [ ] ...                           笏?笏?                                    笏?笏? 蜿よ焚隶ｾ鄂ｮ<E98482>?                        笏?笏? 霑ｭ莉｣谺｡謨ｰ<E8ACA8>喙10____]<5D>域耳闕?-20<32>?   笏?笏? 髫乗惻遘榊ｭ撰ｼ喙42____]<5D>亥庄驥榊､咲ｻ捺棡<E68DBA>? 笏?笏?                                    笏?笏? 鬚<>ｮ｡謠定｡･<EFBDA1>?2荳ｪ郛ｺ螟ｱ蛟?              笏?笏?                                    笏?笏? 笞<><E7AC9E><EFBFBD> 豕ｨ諢擾ｼ?                        笏?笏? 窶?MICE蛛<45>ｮｾ謨ｰ謐ｮMAR<41>磯囂譛ｺ郛ｺ螟ｱ<E89E9F><EFBDB1>     笏?笏? 窶?謠定｡･譌ｶ髣ｴ霎<EFBDB4>柄<EFBFBD>亥､ｧ謨ｰ謐ｮ髮?1蛻<31>帖<EFBFBD>? 笏?笏? 窶?蟒ｺ隶ｮ蜈亥､<E4BAA5>ｻｽ蜴滓焚謐ｮ                笏?笏?                                    笏?笏? [蜿匁ｶ<E58C81>  [謇ｧ陦珪                    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?```

#### 謚譛ｯ螳樒<E89EB3>?
**萓晁ｵ門ｺ?*<2A>夐怙蝨ｨPython蠕ｮ譛榊苅荳ｭ螳芽｣<E88ABD> `scikit-learn`

```python
from sklearn.experimental import enable_iterative_imputer
from sklearn.impute import IterativeImputer

# 騾画叫髴隕∵薯陦･逧<EFBDA5><E980A7>?cols_to_impute = ['蟷ｴ鮴<EFBDB4>', 'BMI', '陦邉?]
df_subset = df[cols_to_impute]

# MICE謠定｡･
imputer = IterativeImputer(
    max_iter=10,
    random_state=42,
    verbose=0
)
df[cols_to_impute] = imputer.fit_transform(df_subset)

print(f'謠定｡･螳梧<E89EB3><E6A2A7>悟黄菴咏ｼｺ螟ｱ蛟? {df[cols_to_impute].isna().sum().sum()}')

7. 鬪梧噺譬<E599BA>㊥

7.1 蜉溯<E89C89>鬪梧噺

豈丈ｸｪ蜉溯<EFBFBD>謖蛾聴髴騾夊ｿ<EFBFBD>ｻ･荳区ｵ玖ｯ包ｼ?

蝓ｺ遑蜉溯<EFBFBD>豬玖ｯ<EFBFBD>

豬玖ｯ暮｡?	鬪梧噺譬<EFBFBD>㊥
UI譏ｾ遉ｺ	謖蛾聴縲∝ｯｹ隸晄｡<EFBFBD>ｭ｣遑ｮ貂ｲ譟難ｼ梧裏蟶<EFBFBD>ｱ髞呵ｯｯ
蜿よ焚鬪瑚ｯ<EFBFBD>	髞呵ｯｯ霎灘<EFBFBD>譛牙暑螂ｽ謠千､?
鬚<EFBFBD>ｧ亥粥閭ｽ	鬚<EFBFBD>ｧ育ｻ捺棡蜃<EFBFBD>｡ｮ<EFBFBD>梧ｧ閭ｽ<2遘?
謇ｧ陦悟粥閭ｽ	莉｣遐∵ｭ｣遑ｮ謇ｧ陦鯉ｼ檎ｻ捺棡隨ｦ蜷磯｢<EFBFBD><EFBFBD>?
髞呵ｯｯ螟<EFBFBD>炊	蠑ょｸｸ譛画<EFBFBD>遑ｮ謠千､ｺ<EFBFBD>御ｸ榊ｴｩ貅?

謨ｰ謐ｮ蜃<EFBFBD>｡ｮ諤ｧ豬玖ｯ?

豬玖ｯ暮｡?	鬪梧噺譬<EFBFBD>㊥
蟆乗焚謐ｮ髮<EFBFBD>	<1000陦鯉ｼ檎ｻ捺棡100%蜃<>｡ｮ
荳ｭ謨ｰ謐ｮ髮<EFBFBD>	1000-10000陦鯉ｼ梧ｧ閭ｽ<5遘?
螟ｧ謨ｰ謐ｮ髮<EFBFBD>	10000-50000陦鯉ｼ梧ｧ閭ｽ<30遘?
霎ｹ逡梧ュ蜀ｵ	蜈ｨ遨ｺ蛻励∝<EFBFBD>0蛻励∝黒陦檎ｭ画ｭ｣遑ｮ螟<EFBFBD>炊

逕ｨ謌ｷ菴馴ｪ梧ｵ玖ｯ<EFBFBD>

豬玖ｯ暮｡?	鬪梧噺譬<EFBFBD>㊥
蟄ｦ荵<EFBFBD>謌先悽	譁ｰ逕ｨ謌?蛻<>帖蜀<E5B896>ｭｦ莨壻ｽｿ逕?
謫堺ｽ懈譜邇<EFBFBD>	豈尿I蟇ｹ隸晏ｿ?-5蛟?
髞呵ｯｯ諱｢螟<EFBFBD>	謾ｯ謖∵彫髞謌匁署萓?蛻帛ｻｺ蜑ｯ譛ｬ"騾蛾｡ｹ

7.2 諤ｧ閭ｽ蝓ｺ蜃<EFBDBA>

謫堺ｽ<EFBFBD>	謨ｰ謐ｮ驥?	逶ｮ譬<EFBFBD>ｧ閭ｽ
鬮倡ｺｧ遲幃?	10荳<EFBFBD>｡<EFBFBD>	<2遘?
謨ｰ蛟ｼ譏<EFBFBD>蟆?	10荳<EFBFBD>｡<EFBFBD>	<3遘?
蛻<EFBFBD>ｮｱ	10荳<EFBFBD>｡<EFBFBD>	<3遘?
譚｡莉ｶ逕滓<EFBFBD>蛻?	10荳<EFBFBD>｡<EFBFBD>	<5遘?
Pivot霓ｬ謐｢	5000陦?	<10遘?
MICE謠定｡･	5000陦?	<60遘?

7.3 莉｣遐∬ｴｨ驥乗<E9A9A5><E4B997>㊥

笨?莉｣遐∬ｦ<E288AC>尠邇?>80%
笨?ESLint/TSLint 0髞呵ｯｯ
笨?謇譛陰PI譛牙ｮ梧紛逧УypeScript邀ｻ蝙句ｮ壻ｹ<E5A3BB>
笨?蜈ｳ髞ｮ蜃ｽ謨ｰ譛雨SDoc豕ｨ驥<EFBDA8>
笨?逕ｨ謌ｷ謫堺ｽ懈怏譌･蠢苓ｮｰ蠖?

8. 鬟朱勦隸<E58BA6>ｼｰ

8.1 謚譛ｯ鬟朱<E9AC9F>?

鬟朱勦	蠖ｱ蜩<EFBFBD>	讎ら紫	蠎泌ｯｹ謗ｪ譁ｽ
Python蠎謎ｾ晁ｵ夜琉鬚?	鬮?	荳?	謠仙燕鬪瑚ｯ∝ｺ灘<EFBFBD>螳ｹ諤?
螟ｧ謨ｰ謐ｮ髮<EFBFBD>ｧ閭ｽ	荳?	鬮?	蛻<EFBFBD>音螟<EFBFBD>炊+霑帛ｺｦ譚?
莉｣遐∫函謌宣漠隸ｯ	鬮?	菴?	荳･譬ｼ蜊募<EFBFBD>豬玖ｯ<EFBFBD>
豬剰ｧ亥勣蜈ｼ螳ｹ諤?	菴?	菴?	蜿ｪ謾ｯ謖∫鴫莉｣豬剰ｧ亥勣

8.2 逕ｨ謌ｷ菴馴ｪ碁｣朱勦

鬟朱勦	蠖ｱ蜩<EFBFBD>	讎ら紫	蠎泌ｯｹ謗ｪ譁ｽ
蜉溯<EFBFBD>霑<EFBFBD>ｺ主､肴揩	荳?	荳?	謠蝉ｾ幄ｧ<EFBFBD>｢第蕗遞<EFBFBD>
荳拶I蜉溯<EFBFBD>蜀ｲ遯<EFBFBD>	菴?	菴?	譏守｡ｮ菴ｿ逕ｨ蝨ｺ譎ｯ
譛滓悍霑<EFBFBD>ｫ<EFBFBD>	荳?	荳?	譏守｡ｮ蜉溯<EFBFBD>霎ｹ逡<EFBFBD>

9. 蜷守ｻｭ隗<EFBDAD><E99A97>

Phase 5<>壽匱閭ｽ蛹門｢槫ｼｺ<EFBDBC>?-3荳ｪ譛亥錘<E4BAA5><E98C98>

謫堺ｽ懈耳闕<EFBFBD><EFBFBD>壽<EFBFBD>ｹ謐ｮ謨ｰ謐ｮ迚ｹ蠕∵耳闕仙粋騾ら噪謫堺ｽ<EFBFBD>
閾ｪ蜉ｨ隸頑妙<EFBFBD>壽｣豬区焚謐ｮ雍ｨ驥城琉鬚假ｼ育ｼｺ螟ｱ縲∝ｼょｸｸ縲<EFBFBD>㍾螟搾ｼ<EFBFBD>
謇ｹ驥乗桃菴<EFBFBD><EFBFBD>壻ｸ谺｡諤ｧ蠎皮畑螟壻ｸｪ謫堺ｽ?4. 謫堺ｽ懈ｨ｡譚ｿ<EFBFBD>壻ｿ晏ｭ伜ｸｸ逕ｨ謫堺ｽ懷ｺ丞<EFBFBD>?

Phase 6<>壼刻菴懷｢槫ｼｺ<EFBDBC><EFBDBA>3-6荳ｪ譛亥錘<E4BAA5><E98C98>

謫堺ｽ懷紙蜿ｲ<EFBFBD>壽衍逵九∝屓騾縲∝<EFBFBD>莠ｫ謫堺ｽ懷紙蜿?2. 蝗｢髦滓ｨ｡譚ｿ<EFBFBD>壼屬髦溷<EFBFBD>莠ｫ貂<EFBFBD>ｴ玲ｨ｡譚?3. 謨ｰ謐ｮ迚域悽<EFBFBD>壽髪謖∵焚謐ｮ蠢ｫ辣ｧ蜥檎沿譛ｬ邂｡逅<EFBFBD>

10. 髯<>ｽ<EFBFBD>

10.1 蜿り<E3828A>ｵ<EFBFBD><EFBDB5>?

SPSS謨ｰ謐ｮ貂<EFBFBD>ｴ怜粥閭ｽ
Excel謨ｰ謐ｮ騾剰ｧ<EFBFBD>｡?- Python Pandas譁<73>｡｣
Ant Design扈<6E>ｻｶ蠎?

10.2 譛ｯ隸ｭ陦?

譛ｯ隸ｭ	隗｣驥<EFBFBD>
驥咲ｼ也<EFBFBD>?	蟆<EFBFBD>ｸ蛻礼噪蛟ｼ譏<EFBFBD>蟆<EFBFBD>ｸｺ蜿ｦ荳扈<EFBFBD>?
蛻<EFBFBD>ｮｱ	蟆<EFBFBD>ｿ樒ｻｭ謨ｰ蛟ｼ霓ｬ荳ｺ遖ｻ謨｣蛻<EFBFBD>ｱ?
Pivot	髟ｿ陦ｨ霓ｬ螳ｽ陦ｨ逧<EFBFBD>焚謐ｮ驥榊｡第桃菴<EFBFBD>
MICE	螟夐㍾謠定｡･豕包ｼ悟､<EFBFBD>炊郛ｺ螟ｱ蛟ｼ逧<EFBFBD>ｻ溯ｮ｡譁ｹ豕<EFBFBD>
MAR	Missing At Random<6F>碁囂譛ｺ郛ｺ螟?

10.3 譖ｴ譁ｰ譌･蠢<EFBDA5>

迚域悽	譌･譛<EFBFBD>	蜿俶峩蜀<EFBFBD>ｮｹ
V1.0	2025-12-08	蛻晉沿<EFBFBD>瑚ｧ<EFBFBD><EFBFBD>Phase 1-4蜉溯<E89C89>
V1.1	2025-12-08	譫ｶ譫<EFBFBD>㍾譫<EFBFBD>ｼ壽隼荳ｺ鬚<EFBFBD><EFBFBD>Python蜃ｽ謨ｰ
V1.2	2025-12-08	Phase 1-2螳梧<E89EB3><E6A2A7>?荳ｪ譬ｸ蠢<EFBDB8>粥閭ｽ荳顔ｺ?
V1.3	2025-12-10	NA螟<EFBFBD>炊莨伜喧<EFBFBD>?荳ｪ蜉溯<E89C89>謾ｯ謖∫ｩｺ蛟ｼ螟<EFBDBC>炊<EFBFBD>娜ivot莨伜喧<E4BC9C>壻ｿ晉蕗譛ｪ騾牙<E9A8BE>+蜴溷ｧ句<EFBDA7>鬘ｺ蠎擾ｼ幄ｮ｡邂怜<E98282>譁ｹ譯<EFBDB9>螳樊命<E6A88A>壼ｮ牙<EFBDAE>蛻怜錐譏<E98C90>蟆<EFBFBD>ｼ婉X莨伜喧<E4BC9C>壼<EFBFBD>螟ｴtooltip+鬚<>ｧ域署遉ｺ蜿ｯ蜈ｳ髣?貊壼勘譚｡莨伜<E88EA8>?
V1.4	2025-12-10	郛ｺ螟ｱ蛟ｼ蝪ｫ陦･蜉溯<EFBFBD>蠑蜿托ｼ<EFBFBD>6遘咲ｮ蜊募｡ｫ陦･<EFBFBD>亥插蛟?荳ｭ菴肴<E88FB4>?莨玲焚/蝗ｺ螳壼?蜑榊髄/蜷主髄<E4B8BB>?MICE螟夐㍾謠定｡･<EFBDA1>幄<EFBFBD>蜉ｨ邊ｾ蠎ｦ譽豬具ｼ帛<EFBDBC>邀ｻ蛻苓ｯ<E88B93>悪<EFBFBD>帛粥閭ｽ謖蛾聴隹<E881B4>紛<EFBFBD>亥唖髯?蜴ｻ驥<EFBDBB>"蜥?螟夐㍾謠定｡･"<22>?蛻<>髯､郛ｺ螟ｱ蛟?謾ｹ荳ｺ"郛ｺ螟ｱ蛟ｼ螟<EFBDBC><E89E9F>?<3F>会ｼ帷憾諤<E686BE>ｼ壼ｼ蜿大ｮ梧<EFBDAE><E6A2A7>勲ICE逧ДataFrame shape髣ｮ鬚伜ｾ<E4BC9C>ｰ<EFBFBD>ｯ?
V1.5	2025-12-10	UX莨伜喧驥榊､ｧ謾ｹ霑<EFBFBD><EFBFBD>壺蔵蛻<EFBFBD>髯､"蜑?0陦碁｢<E7A281>ｧ?謠千､ｺ譚｡<E8AD9A>帚贈豺ｻ蜉<EFBDBB>陦悟捷蛻暦ｼ亥崋螳壼ｷｦ萓ｧ<E89093>檎<EFBFBD>濶ｲ閭梧勹<E6A2A7>会ｼ帚造蛻怜､ｴ遲幃牙粥閭ｽ<E996AD><EFBDBD>xcel鬟取<E9AC9F>ｼ<EFBFBD>靴ommunity迚域悽<E59F9F>御ｸｭ譁<EFBDAD>悽蝨ｰ蛹厄ｼ梧仞遉ｺ蛟ｼ隶｡謨ｰ<E8ACA8>会ｼ帚促蜈ｨ驥乗焚謐ｮ蜉<EFBDAE>霓ｽ荳手ｿ泌屓<E6B38C>井ｸ榊<EFBDB8>髯仙宛50陦鯉ｼ檎ｭ幃臥ｲｾ遑ｮ<E98191>会ｼ帚側*貊壼勘譚｡扈域栫菫ｮ螟?<2A>井ｿｮ謾ｹMainLayout荳ｺ蝗ｺ螳夐ｫ伜ｺｦ<EFBDBA>梧紛荳ｪ鬘ｵ髱｢譌<EFBDA2>貊壼勘譚｡<E8AD9A>悟宵譛芽｡ｨ譬ｼ蜀<EFBDBC>Κ貊壼勘<E5A3BC>会ｼ帚則隶｡邂怜<E98282>迚ｹ谿雁ｭ礼ｬｦ菫ｮ螟搾ｼ亥<EFBDBC>隗貞ｭ礼ｬｦ閾ｪ蜉ｨ霓ｬ謐｢+蛻怜悪蜷肴惻蛻ｶ<E89BBB>会ｼ帷憾諤<E686BE>ｼ<EFBFBD>*Tool C謨ｴ菴灘ｮ梧<EFBDAE>蠎?8%<25>檎畑謌ｷ菴馴ｪ梧仞闡玲署蜊? 笨?

譁<EFBFBD>｡｣扈捺據

35 KiB Raw Blame History Unescape Escape

蟾･蜈ｷC 蜉溯<E89C89>謖蛾聴蠑蜿題ｮ｡蛻?V1.0

<EFBFBD>櫨 驥崎ｦ∵楔譫<E6A594>序譖ｴ<E8AD96>?025-12-08<30>?

<EFBFBD>搭 譁<>｡｣逶ｮ蠖<EFBDAE>

1. 讎りｿｰ

1.1 閭梧勹

1.2 逶ｮ譬<EFBDAE>

1.3 騾ら畑蝨ｺ譎ｯ

2. 隶ｾ隶｡蜴溷<E89CB4>

2.1 逕ｨ謌ｷ菴馴ｪ悟次蛻<E6ACA1>

2.2 謚譛ｯ蜴溷<E89CB4>?

3. 蜉溯<E89C89>貂<EFBFBD>黒

3.1 謖牙<E8AC96>扈<EFBFBD><E68988>蛻?

3.2 荳榊ｼ蜿醍噪蜉溯<E89C89>

4. 蛻<>悄蠑蜿題ｮ｡蛻?

Phase 1<>壽<EFBFBD>ｸ蠢<EFBDB8>粥閭ｽ<E996AD><EFBDBD>eek 1<>碁｢<E7A281>ｮ?螟ｩ<E89E9F>俄<EFBFBD>?蟾ｲ螳梧<E89EB3>?

**驥檎ｨ狗｢?*<2A>壺怛 Week 1螳梧<E89EB3><E6A2A7>?荳ｪ譬ｸ蠢<EFBDB8>粥閭ｽ蜿ｯ逕ｨ<E98095><EFBDA8>2025-12-08<30>?

Phase 2<>壽擅莉ｶ逕滓<E98095>?貂<>炊<EFBFBD><E7828A>eek 2<>碁｢<E7A281>ｮ?螟ｩ<E89E9F>俄<EFBFBD>?蟾ｲ螳梧<E89EB3>?

**驥檎ｨ狗｢?*<2A>壺怛 Week 2螳梧<E89EB3><E6A2A7>?荳ｪ譬ｸ蠢<EFBDB8>粥閭ｽ蜿ｯ逕ｨ<E98095><EFBDA8>2025-12-08<30>?

Phase 3<>壽焚謐ｮ驥榊｡?蝪ｫ陦･<E999A6><EFBDA5>eek 3-4<>碁｢<E7A281>ｮ?螟ｩ<E89E9F><EFBDA9>

Phase 4<>壻ｼ伜<EFBDBC>?蠅槫ｼｺ<EFBDBC><EFBDBA>eek 5+<2B>梧戟扈ｭ霑ｭ莉｣<E88E89><EFBDA3>

5. 謚譛ｯ譫ｶ譫?

5.1 笨?謨ｴ菴捺楔譫<E6A594>ｼ磯｢<E7A3AF><EFBDA2>蜃ｽ謨ｰ譁ｹ譯茨ｼ<E88CA8>

笨?Python蠕ｮ譛榊苅API<50>亥錘遶ｯ隹<EFBDAF>畑<EFBFBD>梧眠蠅橸ｼ?

5.3 笨?鬚<><E9AC9A>蜃ｽ謨ｰ譛榊苅隶ｾ隶｡<E99AB6>磯㍾譫<E38DBE>錘<EFBFBD>?

Node.js蜷守ｫｯ譛榊苅

Python鬚<EFBFBD><EFBFBD>蜃ｽ謨ｰ

5.4 邇ｯ蠅<EFBDAF>序驥城<E9A9A5>鄂ｮ

Node.js蜷守ｫｯ驟咲ｽｮ

莉｣遐∝ｮ樒鴫

6. 隸ｦ扈<EFBDA6>ｮｾ隶｡

6.1 鬮倡ｺｧ遲幃牙勣

UI隶ｾ隶｡

6.2 謨ｰ蛟ｼ譏<EFBDBC>蟆<EFBFBD>ｼ磯㍾郛也<E9839B><E4B99F>ｼ<EFBFBD>

UI隶ｾ隶｡

6.3 逕滓<E98095>蛻<EFBFBD>ｱｻ蜿倬㍼<E580AC>亥<EFBFBD>邂ｱ<E98282><EFBDB1>

UI隶ｾ隶｡

6.4 譚｡莉ｶ逕滓<E98095>蛻?箝先<E7AE9D>ｸ蠢<EFBDB8>粥閭?

UI隶ｾ隶｡

逕滓<EFBFBD>莉｣遐∫､ｺ萓<EFBFBD>

6.6 螟夐㍾謠定｡･<EFBDA1><EFBDA5>ICE<43>?

UI隶ｾ隶｡

7. 鬪梧噺譬<E599BA>㊥

7.1 蜉溯<E89C89>鬪梧噺

蝓ｺ遑蜉溯<EFBFBD>豬玖ｯ<EFBFBD>

謨ｰ謐ｮ蜃<EFBFBD>｡ｮ諤ｧ豬玖ｯ?

逕ｨ謌ｷ菴馴ｪ梧ｵ玖ｯ<EFBFBD>

7.2 諤ｧ閭ｽ蝓ｺ蜃<EFBDBA>

7.3 莉｣遐∬ｴｨ驥乗<E9A9A5><E4B997>㊥

8. 鬟朱勦隸<E58BA6>ｼｰ

8.1 謚譛ｯ鬟朱<E9AC9F>?

8.2 逕ｨ謌ｷ菴馴ｪ碁｣朱勦

9. 蜷守ｻｭ隗<EFBDAD><E99A97>

Phase 5<>壽匱閭ｽ蛹門｢槫ｼｺ<EFBDBC>?-3荳ｪ譛亥錘<E4BAA5><E98C98>

Phase 6<>壼刻菴懷｢槫ｼｺ<EFBDBC><EFBDBA>3-6荳ｪ譛亥錘<E4BAA5><E98C98>

10. 髯<>ｽ<EFBFBD>

10.1 蜿り<E3828A>ｵ<EFBFBD><EFBDB5>?

10.2 譛ｯ隸ｭ陦?

10.3 譖ｴ譁ｰ譌･蠢<EFBDA5>

35 KiB

Raw Blame History

蟾･蜈ｷC 蜉溯<E89C89>謖蛾聴蠑蜿題ｮ｡蛻?V1.0

<EFBFBD>櫨驥崎ｦ∵楔譫<E6A594>序譖ｴ<E8AD96>?025-12-08<30>?

<EFBFBD>搭譁<>｡｣逶ｮ蠖<EFBDAE>

2.2 謚譛ｯ蜴溷<E89CB4>?

3.2 荳榊ｼ蜿醍噪蜉溯<E89C89>

4. 蛻<>悄蠑蜿題ｮ｡蛻?

5. 謚譛ｯ譫ｶ譫?

6.1 鬮倡ｺｧ遲幃牙勣

蝓ｺ遑蜉溯<EFBFBD>豬玖ｯ<EFBFBD>

8.1 謚譛ｯ鬟朱<E9AC9F>?

10.1 蜿り<E3828A>ｵ<EFBFBD><EFBDB5>?