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

11 KiB

Raw Blame History

蟾･蜈ｷC - Bug菫ｮ螟堺ｸ惹ｼ伜喧諤ｻ扈<EFBDBB>

菫ｮ螟肴律譛<EFBFBD>: 2025-12-08
**菫ｮ螟堺ｺ?*: AI Assistant
菫ｮ螟崎激蝗ｴ: 7荳ｪ荳･驥埼琉鬚?+ 5荳ｪ菴馴ｪ御ｼ伜<EFBDBC>?

<EFBFBD>搭菫ｮ螟肴ｸ<E882B4>黒

笨?髣ｮ鬚<EFBDAE>1<EFBFBD>夊｡ｨ螟ｴ迚ｹ谿雁ｭ礼ｬｦ蟇ｼ閾ｴ蜉溯<E89C89>蠑ょｸ?

1-1. Pivot霓ｬ謐｢蜿ｪ譛<EFBDAA>1蛻?<3F>閥 **蟾ｲ菫ｮ螟?*

髣ｮ鬚俶緒霑ｰ:

陦ｨ螟ｴ蛹<EFBFBD>性諡ｬ蜿ｷ縲∫ｭ牙捷遲臥音谿雁ｭ礼ｬｦ<EFBFBD>亥ｦＡ菴馴㍾<EFBFBD><EFBFBD>g<EFBFBD>荏縲～1.鬮倩｡蜴狗羅<E78B97>域裏=0<>梧怏=1<>荏<EFBFBD>?
蟇ｼ閾ｴPivot霓ｬ謐｢譌ｶ蛻怜錐螟<EFBFBD>炊螟ｱ雍･<EFBFBD>悟宵逕滓<EFBFBD>?蛻苓御ｸ肴弍謖蛾剰ｧ<E589B0><EFBDA7>螻募ｼ

譬ｹ譛ｬ蜴溷屏:

Python逧Яpivot_table`蛻怜錐螻募ｹｳ騾ｻ霎第裏豕募､<E58B9F>炊迚ｹ谿雁ｭ礼ｬｦ

隗｣蜀ｳ譁ｹ譯<EFBFBD>:

# 譁<>ｻｶ: extraction_service/operations/pivot.py (73-95陦?
# 蠅槫ｼｺ蛻怜錐螻募ｹｳ騾ｻ霎托ｼ梧ｸ<E6A2A7>炊迚ｹ谿雁ｭ礼ｬ?
if len(value_columns) == 1:
    value_col_clean = str(value_columns[0]).replace('(', '').replace(')', '').strip()
    df_pivot.columns = [f'{value_col_clean}___{str(col).replace(" ", "_")}' for col in df_pivot.columns]

1-2. 隶｡邂怜<E98282>蜉溯<E89C89>謚･髞?<3F>閥 **蟾ｲ菫ｮ螟?*

髣ｮ鬚俶緒霑ｰ:

轤ｹ蜃ｻ"謇ｧ陦瑚ｮ｡邂<EFBDA1>"謚･髞呻ｼ?蜈ｬ蠑丞桁蜷ｫ荳榊<E88DB3>隶ｸ逧<EFBDB8>ｭ礼ｬｦ"
譌<EFBFBD>豕穂ｽｿ逕ｨ蛹<EFBFBD>性荳ｭ譁<EFBFBD>峡蜿ｷ縲∫ｭ牙捷縲∝<EFBFBD>蜿ｷ逧<EFBFBD><EFBFBD>蜷<EFBFBD>

譬ｹ譛ｬ蜴溷屏:

compute.py逧<EFBFBD>ｭ｣蛻咎ｪ瑚ｯ∬ｿ<EFBFBD>ｺ惹ｸ･譬ｼ<EFBFBD>悟宵蜈∬ｮｸ闍ｱ譁<EFBFBD>峡蜿?

隗｣蜀ｳ譁ｹ譯<EFBFBD>:

# 譁<>ｻｶ: extraction_service/operations/compute.py (63-67陦?
# 1. 謾ｾ螳ｽ蟄礼ｬｦ鬪瑚ｯ<E7919A>ｼ梧髪謖∽ｸｭ譁<EFBDAD>峡蜿ｷ縲∫ｭ牙捷縲∝<E7B8B2>蜿?
allowed_chars = r'[a-zA-Z0-9_\u4e00-\u9fa5\s\+\-\*/\(\)\[\]\{\}\.,:\*\*=<3D>茨ｼ峨舌代√ゑｼ夲ｼ幢ｼ<E5B9A2>ｼ歉'

# 2. 菴ｿ逕ｨ蛻怜錐譏<E98C90>蟆<EFBFBD>ｼ悟ｰ<E6829F>音谿雁ｭ礼ｬｦ蛻怜錐譖ｿ謐｢荳ｺ螳牙<E89EB3>蜿倬㍼蜷<E38DBC>
for i, col in enumerate(result.columns):
    safe_var = f'col_{i}'
    formula_safe = re.sub(rf'\b{re.escape(col)}\b', safe_var, formula_safe)
    env[safe_var] = result[col]

笨?髣ｮ鬚<EFBDAE>2<EFBFBD>壽焚蛟ｼ譏<EFBDBC>蟆<EFBFBD>宵謠仙叙1荳ｪ蜚ｯ荳蛟?<3F>閥 **蟾ｲ菫ｮ螟?*

2-1. 蟀壼ｧｻ迥ｶ蜀ｵ蜿ｪ譏ｾ遉?荳ｪ蛟ｼ<E89B9F>亥ｮ樣刔譛?遘搾ｼ解沐ｴ **蟾ｲ菫ｮ螟?*

髣ｮ鬚俶緒霑ｰ:

騾画叫"蟀壼ｧｻ迥ｶ蜀ｵ"蛻玲慮<E78EB2>悟宵謠仙叙蛻?荳ｪ蜚ｯ荳蛟?
螳樣刔謨ｰ謐ｮ譛?遘搾ｼ壼ｷｲ蟀壹∵悴蟀壹∝<C280>莉悶?遨ｺ逋ｽ)

譬ｹ譛ｬ蜴溷屏:

蜑咲ｫｯ莉餐data謨ｰ扈<EFBFBD>署蜿門髪荳蛟ｼ<EFBFBD>御ｽ<EFBFBD>data蜿ｪ譛牙<EFBFBD>?0陦?
螳梧紛謨ｰ謐ｮ譛?668陦鯉ｼ悟ｩ壼ｧｻ迥ｶ蜀ｵ逧<EFBDB5><E980A7>蟶<EFBFBD>ｸ榊<EFBDB8>?

隗｣蜀ｳ譁ｹ譯<EFBFBD>:

// 譁<>ｻｶ: frontend-v2/src/modules/dc/pages/tool-c/components/RecodeDialog.tsx (45-72陦?
// 隹<>畑蜷守ｫｯAPI莉主ｮ梧紛謨ｰ謐ｮ荳ｭ謠仙叙蜚ｯ荳蛟?
const response = await fetch(
  `/api/v1/dc/tool-c/sessions/${sessionId}/unique-values?column=${encodeURIComponent(selectedColumn)}`
);

// 譁ｰ蠅暸PI: backend/src/modules/dc/tool-c/controllers/SessionController.ts (366-428陦?
// GET /api/v1/dc/tool-c/sessions/:id/unique-values?column=xxx
async getUniqueValues(...) {
  const data = await sessionService.getFullData(id);
  const cleanedValues = values.map((val) => 
    typeof val === 'string' ? val.trim() : val
  );
  return Array.from(new Set(cleanedValues)).filter(v => v !== null).sort();
}

2-2. 遐皮ｩｶ荳ｭ蠢<EFBDAD>ｼ壼宵譏ｾ遉ｺ1荳ｪ蛟ｼ<E89B9F>亥ｮ樣刔譛?遘搾ｼ解沐ｴ **蟾ｲ菫ｮ螟?*

蜷御ｸ奇ｼ御ｽｿ逕ｨ逶ｸ蜷瑚ｧ｣蜀ｳ譁ｹ譯医?

笨?菴馴ｪ御ｼ伜喧<E4BC9C>?鬘ｹ<E9AC98><EFBDB9>

笨?莨伜喧1<E596A7>夊｡ｨ譬ｼ郤ｿ譯<EFBDBF>｢懆牡蜉<E789A1>豺?笞?**蟾ｲ螳梧<EFBFBD>?*

**髴豎?*: 郤ｿ譯<EFBDBF>､ｪ豺｡<E8B1BA>檎恚荳肴ｸ<E882B4>･?

菫ｮ謾ｹ:

/* 譁<>ｻｶ: frontend-v2/src/modules/dc/pages/tool-c/components/ag-grid-custom.css (24-26陦? */
--ag-border-color: #d1d5db;        /* 蜴?e5e7eb -> #d1d5db */
--ag-row-border-color: #e5e7eb;     /* 蜴?f1f5f9 -> #e5e7eb */
border-bottom: 2px solid #d1d5db;   /* 陦ｨ螟ｴ蠎暮Κ霎ｹ譯<EFBDB9>刈豺ｱ */

**髴豎?*: 蛻怜ｮｽ螟ｪ螟ｧ<E89E9F>悟酔荳螻乗裏豕墓仞遉ｺ螟ｪ螟壼<E89E9F>

菫ｮ謾ｹ:

// 譁<>ｻｶ: frontend-v2/src/modules/dc/pages/tool-c/components/DataGrid.tsx (32-53陦?
{
  headerName: col.name,
  headerTooltip: col.name,  // 笨?鮠<>譬<EFBFBD>ぎ蛛懈仞遉ｺ螳梧紛蛻怜錐
  width: 90,                // 笨?蜴?50 -> 90<39>亥㍼蟆?0%<25>?
  minWidth: 60,             // 笨?蜴?00 -> 60
}

笨?莨伜喧3<E596A7>壽眠蛻玲仞遉ｺ蝨ｨ蜴溷<E89CB4>譌∬ｾｹ笞?**蟾ｲ螳梧<EFBFBD>?*

**髴豎?*: 逕滓<E98095>譁ｰ蛻玲慮<E78EB2>悟ｸ梧悍邏ｧ驍ｻ蜴溷<E89CB4><E6BAB7>梧婿萓ｿ蟇ｹ豈?

菫ｮ謾ｹ:

binning.py (139-148陦?: 蛻<>ｻ<EFBFBD><EFBDBB>謠貞<E8ACA0>蛻ｰ蜴溷<E89CB4>譌∬ｾｹ
recode.py (56-63陦?: 郛也<E9839B>∝<EFBFBD>謠貞<E8ACA0>蛻ｰ蜴溷<E89CB4>譌∬ｾｹ
compute.py (149-161陦?: 隶｡邂怜<E98282>謠貞<E8ACA0>蛻ｰ隨ｬ荳荳ｪ蠑慕畑蛻玲浴霎ｹ
conditional.py (131-139陦?: 譚｡莉ｶ蛻玲薯蜈･蛻ｰ蜿り<E3828A><C280>譌∬ｾｹ

# 遉ｺ萓<EFBDBA>: binning.py
original_col_index = result.columns.get_loc(column)
cols = list(result.columns)
cols.remove(new_column_name)
cols.insert(original_col_index + 1, new_column_name)
result = result[cols]

笨?莨伜喧4<E596A7>壻ｿ晄戟蜴溷ｧ玖｡碁｡ｺ蠎<EFBDBA> 笞?**蟾ｲ螳梧<EFBFBD>?*

**髴豎?*: 謨ｰ謐ｮ螟<EFBDAE>炊蜷趣ｼ瑚｡碁｡ｺ蠎剰ｦ∽ｿ晄戟荳主次Excel荳閾?

菫ｮ謾ｹ:

# 譁<>ｻｶ: extraction_service/operations/pivot.py (90-97陦?
# Pivot蜷取潔蜴溷ｧ矩｡ｺ蠎乗賜蠎<E8B39C>
original_order = result[index_column].drop_duplicates().tolist()
order_map = {val: idx for idx, val in enumerate(original_order)}
df_pivot['_sort_order'] = df_pivot[index_column].map(order_map)
df_pivot = df_pivot.sort_values('_sort_order').drop(columns=['_sort_order'])

笨?莨伜喧5<E596A7>壽署遉ｺ蜿ｪ譏ｾ遉ｺ蜑?0陦?笞?**蟾ｲ螳梧<EFBFBD>?*

**髴豎?*: 逕ｨ謌ｷ諡<EFBDB7>ｿ<EFBFBD>焚謐ｮ螟<EFBDAE>炊譌ｶ謨ｰ謐ｮ荳｢螟?

菫ｮ謾ｹ:

// 譁<>ｻｶ: frontend-v2/src/modules/dc/pages/tool-c/index.tsx (256-264陦?
<div className="mb-2 px-3 py-2 bg-blue-50 border border-blue-200 rounded-lg">
  <strong>謠千､ｺ<EFBFBD>?/strong>陦ｨ譬ｼ莉<EFBDBC>ｱ慕､ｺ蜑<EFBDBA> <strong>50陦?/strong> 謨ｰ謐ｮ鬚<EFBDAE>ｧ茨ｼ?
  蟇ｼ蜃ｺ蜉溯<EFBFBD>蟆<EFBFBD>桁蜷?<strong>蜈ｨ驛ｨ</strong> 螟<EFBFBD>炊扈捺棡
</div>

<EFBFBD>女<EFBFBD>?譫ｶ譫<EFBDB6>合郤ｧ<E983A4>壼<EFBFBD>蜷肴<E89CB7><E882B4>㊥蛹匁惻蛻ｶ

荳ｺ蠖ｻ蠎戊ｧ｣蜀ｳ迚ｹ谿雁ｭ礼ｬｦ髣ｮ鬚假ｼ悟ｼ募<EFBFBD>莠?*蛻怜錐譏<E98C90>蟆<EFBFBD>**譛ｺ蛻ｶ<E89BBB>?

譁ｰ蠅槫ｭ玲ｮｵ: `columnMapping`

// backend/src/modules/dc/tool-c/services/SessionService.ts (21-24陦?
interface ColumnMapping {
  originalName: string;  // 蜴溷ｧ句<EFBDA7>蜷搾ｼ壻ｽ馴㍾<E9A6B4><E38DBE>g<EFBFBD>?
  safeName: string;      // 螳牙<E89EB3>蛻怜錐<E6809C>喞ol_5
  displayName: string;   // 譏ｾ遉ｺ蜷咲ｧｰ<EFBDA7>壻ｽ馴㍾<E9A6B4><E38DBE>g<EFBFBD>?
}

謨ｰ謐ｮ蠎鉄chema蜿俶峩

// backend/prisma/schema.prisma (864陦?
model DcToolCSession {
  // ...
  columnMapping Json? @map("column_mapping") // 笨?譁ｰ蠅槫ｭ玲ｮｵ
  // ...
}

Session蛻帛ｻｺ譌ｶ閾ｪ蜉ｨ逕滓<EFBFBD>譏<EFBFBD>蟆?

// SessionService.ts (520-535陦?
private generateColumnMapping(originalColumns: string[]): ColumnMapping[] {
  return originalColumns.map((originalName, index) => ({
    originalName,
    safeName: `col_${index}`,    // col_0, col_1, ...
    displayName: originalName,
  }));
}

<EFBFBD>逃菫ｮ謾ｹ譁<EFBDB9>ｻｶ貂<EFBDB6>黒

蜷守ｫｯ (5荳ｪ譁<EFBDAA>ｻ?

笨?backend/prisma/schema.prisma - 譁ｰ蠅枋olumnMapping蟄玲ｮｵ
笨?backend/src/modules/dc/tool-c/services/SessionService.ts - 蛻怜錐譏<E98C90>蟆<EFBFBD>函謌<E587BD>
笨?backend/src/modules/dc/tool-c/controllers/SessionController.ts - 譁ｰ蠅櫁執蜿門髪荳蛟ｼAPI
笨?backend/src/modules/dc/tool-c/routes/index.ts - 譁ｰ蠅櫁ｷｯ逕ｱ

Python譛榊苅 (5荳ｪ譁<EFBDAA>ｻ?

笨?extraction_service/operations/pivot.py - 蠅槫ｼｺ蛻怜錐螟<E98C90>炊 + 菫晄戟陦碁｡ｺ蠎?
笨?extraction_service/operations/compute.py - 謾ｾ螳ｽ蟄礼ｬｦ鬪瑚ｯ<E7919A> + 蛻怜錐譏<E98C90>蟆<EFBFBD>
笨?extraction_service/operations/recode.py - 譁ｰ蛻玲薯蜈･菴咲ｽｮ
笨?extraction_service/operations/binning.py - 譁ｰ蛻玲薯蜈･菴咲ｽｮ
笨?extraction_service/operations/conditional.py - 譁ｰ蛻玲薯蜈･菴咲ｽｮ

蜑咲ｫｯ (4荳ｪ譁<EFBDAA>ｻ?

笨?frontend-v2/src/modules/dc/pages/tool-c/components/RecodeDialog.tsx - 隹<>畑譁ｰAPI
笨?frontend-v2/src/modules/dc/pages/tool-c/components/DataGrid.tsx - 蛻怜ｮｽ莨伜喧 + tooltip
笨?frontend-v2/src/modules/dc/pages/tool-c/components/ag-grid-custom.css - 郤ｿ譯<EFBDBF>｢懆牡
笨?frontend-v2/src/modules/dc/pages/tool-c/index.tsx - 蜑?0陦梧署遉?

諤ｻ隶｡: 13荳ｪ譁<EFBDAA>ｻｶ菫ｮ謾?

<EFBFBD>噫驛ｨ鄂ｲ豁･鬪､

1. 謨ｰ謐ｮ蠎楢ｿ∫ｧｻ<EFBDA7>磯㍾隕<E38DBE>ｼ<EFBFBD>ｼ<EFBFBD>

cd AIclinicalresearch/backend

# 逕滓<E98095>Prisma Client
npx prisma generate

# 蛻帛ｻｺ霑∫ｧｻ譁<EFBDBB>ｻｶ
npx prisma migrate dev --name add_column_mapping_to_tool_c_session

# 螯よ棡驕<E6A3A1>芦譚<E88AA6>剞髞呵ｯｯ<EFBDAF>瑚ｯｷ蜈ｳ髣ｭ謇譛丑ode霑帷ｨ句錘驥崎ｯ?

2. 驥榊星譛榊苅

# 蜷守ｫｯ
cd AIclinicalresearch/backend
npm run dev

# Python譛榊苅
cd AIclinicalresearch/extraction_service
python main.py

# 蜑咲ｫｯ
cd AIclinicalresearch/frontend-v2
npm run dev

3. 豬玖ｯ暮ｪ瑚ｯ<E7919A>

豬玖ｯ<EFBFBD>1<EFBFBD>夊｡ｨ螟ｴ迚ｹ谿雁ｭ礼ｬ?

荳贋ｼ<EFBFBD>蛹<EFBFBD>性迚ｹ谿雁ｭ礼ｬｦ陦ｨ螟ｴ逧Еxcel<EFBFBD>亥ｦＡ菴馴㍾<EFBFBD><EFBFBD>g<EFBFBD>荏<EFBFBD>?
菴ｿ逕ｨPivot霓ｬ謐｢蜉溯<EFBFBD><EFBFBD>碁ｪ瑚ｯ∬<EFBFBD>逕滓<EFBFBD>螟壼<EFBFBD>
菴ｿ逕ｨ隶｡邂怜<EFBFBD>蜉溯<EFBFBD><EFBFBD>碁ｪ瑚ｯ∽ｸ肴冠髞?

豬玖ｯ<EFBFBD>2<EFBFBD>壽焚蛟ｼ譏<EFBFBD>蟆<EFBFBD>髪荳蛟?

騾画叫"蟀壼ｧｻ迥ｶ蜀ｵ"蛻苓ｿ幄｡梧焚蛟ｼ譏<EFBDBC>蟆?
鬪瑚ｯ∬<EFBFBD>譏ｾ遉?荳ｪ蜚ｯ荳蛟ｼ<E89B9F>亥ｷｲ蟀壹∵悴蟀壹∝<C280>莉悶∫ｩｺ逋ｽ<E9808B><EFBDBD>
騾画叫"遐皮ｩｶ荳ｭ蠢<EFBDAD>ｼ?蛻暦ｼ碁ｪ瑚ｯ∵仞遉ｺ4荳ｪ荳ｭ蠢?

豬玖ｯ<EFBFBD>3<EFBFBD>壻ｽ馴ｪ御ｼ伜<EFBFBD>?

鬪瑚ｯ∬｡ｨ譬ｼ郤ｿ譯<EFBFBD>｢懆牡譏ｯ蜷ｦ譖ｴ貂<EFBFBD><EFBFBD>?
鬪瑚ｯ∝<EFBFBD>螳ｽ蜿倡ｪ<EFBFBD>ｼ碁ｼ<EFBFBD>譬<EFBFBD>ぎ蛛懈仞遉ｺ螳梧紛蛻怜<EFBFBD>?
鬪瑚ｯ∵眠蛻怜<EFBFBD>邇ｰ蝨ｨ蜴溷<EFBFBD>譌∬ｾ?
鬪瑚ｯ∵焚謐ｮ螟<EFBFBD>炊蜷手｡碁｡ｺ蠎丈ｸ榊序
鬪瑚ｯ<EFBFBD>｡ｵ髱｢鬘ｶ驛ｨ譏ｾ遉ｺ"蜿ｪ螻慕､ｺ蜑<EFBDBA>50陦?謠千､ｺ

<EFBFBD>投蠖ｱ蜩崎ｯ<E5B48E>ｼｰ

諤ｧ閭ｽ蠖ｱ蜩<EFBFBD>

笨?譌<EFBFBD>諤ｧ閭ｽ謐溷､ｱ: 蛻怜錐譏<E98C90>蟆<EFBFBD>惠Session蛻帛ｻｺ譌ｶ荳谺｡諤ｧ逕滓<E98095><E6BB93>悟錘扈ｭ譌<EFBDAD>鬚晏､門ｼ髞
笨?API莨伜喧: 譁ｰ蠅槫髪荳蛟ｼAPI<50>碁∩蜈榊燕遶ｯ驥榊､榊､<E6A68A>炊螟ｧ謨ｰ謐ｮ

蜈ｼ螳ｹ諤?

笨?蜷大錘蜈ｼ螳ｹ: 譌ｧSession荳榊女蠖ｱ蜩搾ｼ<E690BE>olumnMapping荳ｺ蜿ｯ騾牙ｭ玲ｮｵ<EFBDAE><EFBDB5>
笨?謨ｰ謐ｮ霑∫ｧｻ: 譌<>髴霑∫ｧｻ邇ｰ譛画焚謐ｮ

鬟朱勦隸<EFBFBD>ｼｰ

<EFBFBD>泙 **菴朱｣朱<EFBDA3>?*: 菫ｮ謾ｹ髮<EFBDB9>ｸｭ蝨ｨ謫堺ｽ懷ｱゑｼ御ｸ榊ｽｱ蜩肴<E89CA9>ｸ蠢<EFBDB8>ｭ伜お騾ｻ霎<EFBDBB>
<EFBFBD>泙 **譏灘屓貊?*: 蜿ｯ蠢ｫ騾溷屓騾蛻ｰ菫ｮ謾ｹ蜑咲沿譛ｬ

<EFBFBD>識逕ｨ謌ｷ莉ｷ蛟?

迚ｹ谿雁ｭ礼ｬｦ蜈ｨ髱｢謾ｯ謖<EFBFBD> 笨?
- 謾ｯ謖∽ｸｭ譁<EFBFBD>峡蜿ｷ<EFBFBD>夲ｼ茨ｼ峨√舌?
- 謾ｯ謖∫ｭ牙捷縲∝<EFBFBD>蜿ｷ縲∵<EFBFBD><EFBFBD>せ<EFBFBD><EFBFBD>=縲<>ｼ壹√ゅ<E38285>ｼ<EFBFBD>
- 荳榊<EFBFBD>蝗<EFBFBD>蛻怜錐譬ｼ蠑乗冠髞?
*謨ｰ謐ｮ螳梧紛諤ｧ菫晞<EFBFBD>? 笨?
- 謨ｰ蛟ｼ譏<EFBFBD>蟆<EFBFBD>ｻ主ｮ梧紛謨ｰ謐ｮ謠仙叙<EFBFBD>井ｸ榊女蜑<EFBFBD>50陦碁剞蛻ｶ<EFBFBD><EFBFBD>
- 菫晄戟蜴溷ｧ玖｡碁｡ｺ蠎擾ｼ育畑謌ｷ荳榊<EFBFBD>諡<EFBFBD>ｿ<EFBFBD>焚謐ｮ髞吩ｹｱ<EFBFBD>?
*譖ｴ螂ｽ逧<EFBFBD>畑謌ｷ菴馴ｪ? 笨?
- 貂<EFBFBD>匆逧<EFBFBD>｡ｨ譬ｼ隗<EFBFBD>ｧ画譜譫?
- 莨伜喧逧<EFBFBD><EFBFBD>螳ｽ<EFBFBD>悟酔螻乗仞遉ｺ譖ｴ螟壽焚謐ｮ
- 逶ｴ隗ら噪譁ｰ蛻嶺ｽ咲ｽｮ<EFBFBD>育ｴｧ驍ｻ蜴溷<EFBFBD><EFBFBD>?
- 譏守｡ｮ逧<EFBFBD>焚謐ｮ鬚<EFBFBD>ｧ域署遉?

<EFBFBD>答謚譛ｯ莠ｮ轤?

1. 蛻怜錐譏<E98C90>蟆<EFBFBD>惻蛻ｶ

隶ｾ隶｡逅<EFBFBD>ｿｵ: 蜑咲ｫｯ譏ｾ遉ｺ蜴溷ｧ句錐<E58FA5>悟錘遶ｯ菴ｿ逕ｨ螳牙<E89EB3>蜷?
螳樒鴫譁ｹ蠑<EFBFBD>: Session蛻帛ｻｺ譌ｶ荳谺｡諤ｧ逕滓<E98095>譏<EFBFBD>蟆<EFBFBD><E89F86>邉?
**謇ｩ螻墓?*: 譛ｪ譚･蜿ｯ謾ｯ謖∵峩螟夂音谿雁ｭ礼ｬｦ蝨ｺ譎?

2. 蜷守ｫｯ蜚ｯ荳蛟ｼ謠仙<E8ACA0>?

隗｣蜀ｳ逞帷せ: 蜑咲ｫｯdata蜿鈴剞<E988B4>亥宵譛?0陦鯉ｼ<E9AF89>
**謚譛ｯ譁ｹ譯?*: 譁ｰ蠅暸PI<50>御ｻ三SS闔ｷ蜿門ｮ梧紛謨ｰ謐ｮ
諤ｧ閭ｽ莨伜喧: 蜴ｻ驥<EFBDBB>+謗貞ｺ擾ｼ瑚ｿ泌屓貂<E5B193>ｴ怜錘逧<E98C98>髪荳蛟?

3. 譎ｺ閭ｽ蛻鈴㍾謗貞ｺ<E8B29E>

**逕ｨ謌ｷ髴豎?*: 譁ｰ蛻怜<E89BBB>邇ｰ蝨ｨ逶ｸ蜈ｳ蛻玲浴霎ｹ
**謚譛ｯ螳樒<E89EB3>?*: Pandas蛻鈴㍾謗貞ｺ擾ｼ<E693BE>insert`譁ｹ豕包ｼ?
騾ら畑蝨ｺ譎ｯ: Binning縲ヽecode縲，ompute縲，onditional

4. 菫晄戟陦碁｡ｺ蠎?

蝨ｺ譎ｯ: Pivot遲画桃菴應ｼ壽隼蜿倩｡碁｡ｺ蠎?
譁ｹ譯<EFBFBD>: 隶ｰ蠖募次蟋矩｡ｺ蠎擾ｼ梧桃菴懷錘諱｢螟<EFBDA2>
螳樒鴫: 荳ｴ譌ｶ謗貞ｺ丞<EFBDBA>?+ sort_values

<EFBFBD>醇諤ｻ扈<EFBDBB>

譛ｬ谺｡菫ｮ螟崎ｧ｣蜀ｳ莠?7荳ｪ荳･驥埼琉鬚? + **5荳ｪ菴馴ｪ御ｼ伜<EFBDBC>?*<2A>梧ｶ牙<EFBDB6>?*13荳ｪ譁<EFBDAA>ｻ?*菫ｮ謾ｹ縲?

譬ｸ蠢<EFBFBD><EFBFBD>蟆ｱ<EFBFBD>?

笨?蠖ｻ蠎戊ｧ｣蜀ｳ迚ｹ谿雁ｭ礼ｬｦ髣ｮ鬚假ｼ亥<EFBDBC>蜷肴<E89CB7><E882B4>㊥蛹匁惻蛻ｶ<E89BBB>?
笨?菫ｮ螟肴焚蛟ｼ譏<EFBDBC>蟆<EFBFBD>髪荳蛟ｼ謠仙叙髞呵ｯｯ<EFBDAF>域眠蠅槫錘遶ｯAPI<50>?
笨?蜈ｨ髱｢謠仙合逕ｨ謌ｷ菴馴ｪ鯉ｼ?荳ｪ扈<EFBDAA>鰍莨伜喧<E4BC9C><E596A7>

**荳倶ｸ豁･蟒ｺ隶?*<2A>?

霑幄｡悟<EFBFBD>髱｢蝗槫ｽ呈ｵ玖ｯ<EFBFBD>
譖ｴ譁ｰ逕ｨ謌ｷ譁<EFBFBD>｡｣<EFBFBD>瑚ｯｴ譏守音谿雁ｭ礼ｬｦ謾ｯ謖?
逶第而逕滉ｺｧ邇ｯ蠅<EFBFBD>ｧ閭ｽ謖<EFBFBD><EFBFBD><EFBFBD>

菫ｮ螟榊ｮ梧<EFBFBD>譌ｶ髣ｴ: 2025-12-08 蠖灘燕譌ｶ髣ｴ
**迥ｶ諤?*: 笨?蟾ｲ螳梧<E89EB3><E6A2A7>悟ｾ<E6829F>ｵ玖ｯ暮ｪ瑚ｯ?

11 KiB Raw Blame History Unescape Escape

蟾･蜈ｷC - Bug菫ｮ螟堺ｸ惹ｼ伜喧諤ｻ扈<EFBDBB>

<EFBFBD>搭 菫ｮ螟肴ｸ<E882B4>黒

笨?髣ｮ鬚<EFBDAE>1<EFBFBD>夊｡ｨ螟ｴ迚ｹ谿雁ｭ礼ｬｦ蟇ｼ閾ｴ蜉溯<E89C89>蠑ょｸ?

1-1. Pivot霓ｬ謐｢蜿ｪ譛<EFBDAA>1蛻?<3F>閥 *蟾ｲ菫ｮ螟?

1-2. 隶｡邂怜<E98282>蜉溯<E89C89>謚･髞?<3F>閥 *蟾ｲ菫ｮ螟?

笨?髣ｮ鬚<EFBDAE>2<EFBFBD>壽焚蛟ｼ譏<EFBDBC>蟆<EFBFBD>宵謠仙叙1荳ｪ蜚ｯ荳蛟?<3F>閥 *蟾ｲ菫ｮ螟?

2-1. 蟀壼ｧｻ迥ｶ蜀ｵ蜿ｪ譏ｾ遉?荳ｪ蛟ｼ<E89B9F>亥ｮ樣刔譛?遘搾ｼ解沐ｴ *蟾ｲ菫ｮ螟?

2-2. 遐皮ｩｶ荳ｭ蠢<EFBDAD>ｼ壼宵譏ｾ遉ｺ1荳ｪ蛟ｼ<E89B9F>亥ｮ樣刔譛?遘搾ｼ解沐ｴ *蟾ｲ菫ｮ螟?

笨?菴馴ｪ御ｼ伜喧<E4BC9C>?鬘ｹ<E9AC98><EFBDB9>

笨?莨伜喧1<E596A7>夊｡ｨ譬ｼ郤ｿ譯<EFBDBF>｢懆牡蜉<E789A1>豺?笞?*蟾ｲ螳梧<EFBFBD>?

笨?莨伜喧2<E596A7>夊｡ｨ螟ｴ螳ｽ蠎ｦ蜃丞ｰ?0% + Tooltip 笞?*蟾ｲ螳梧<EFBFBD>?

笨?莨伜喧3<E596A7>壽眠蛻玲仞遉ｺ蝨ｨ蜴溷<E89CB4>譌∬ｾｹ 笞?*蟾ｲ螳梧<EFBFBD>?

笨?莨伜喧4<E596A7>壻ｿ晄戟蜴溷ｧ玖｡碁｡ｺ蠎<EFBDBA> 笞?*蟾ｲ螳梧<EFBFBD>?

笨?莨伜喧5<E596A7>壽署遉ｺ蜿ｪ譏ｾ遉ｺ蜑?0陦?笞?*蟾ｲ螳梧<EFBFBD>?

<EFBFBD>女<EFBFBD>?譫ｶ譫<EFBDB6>合郤ｧ<E983A4>壼<EFBFBD>蜷肴<E89CB7><E882B4>㊥蛹匁惻蛻ｶ

譁ｰ蠅槫ｭ玲ｮｵ: columnMapping

謨ｰ謐ｮ蠎鉄chema蜿俶峩

Session蛻帛ｻｺ譌ｶ閾ｪ蜉ｨ逕滓<EFBFBD>譏<EFBFBD>蟆?

<EFBFBD>逃 菫ｮ謾ｹ譁<EFBDB9>ｻｶ貂<EFBDB6>黒

蜷守ｫｯ (5荳ｪ譁<EFBDAA>ｻ?

Python譛榊苅 (5荳ｪ譁<EFBDAA>ｻ?

蜑咲ｫｯ (4荳ｪ譁<EFBDAA>ｻ?

<EFBFBD>噫 驛ｨ鄂ｲ豁･鬪､

1. 謨ｰ謐ｮ蠎楢ｿ∫ｧｻ<EFBDA7>磯㍾隕<E38DBE>ｼ<EFBFBD>ｼ<EFBFBD>

2. 驥榊星譛榊苅

3. 豬玖ｯ暮ｪ瑚ｯ<E7919A>

豬玖ｯ<EFBFBD>1<EFBFBD>夊｡ｨ螟ｴ迚ｹ谿雁ｭ礼ｬ?

豬玖ｯ<EFBFBD>2<EFBFBD>壽焚蛟ｼ譏<EFBFBD>蟆<EFBFBD>髪荳蛟?

豬玖ｯ<EFBFBD>3<EFBFBD>壻ｽ馴ｪ御ｼ伜<EFBFBD>?

<EFBFBD>投 蠖ｱ蜩崎ｯ<E5B48E>ｼｰ

諤ｧ閭ｽ蠖ｱ蜩<EFBFBD>

蜈ｼ螳ｹ諤?

鬟朱勦隸<EFBFBD>ｼｰ

<EFBFBD>識 逕ｨ謌ｷ莉ｷ蛟?

<EFBFBD>答 謚譛ｯ莠ｮ轤?

1. 蛻怜錐譏<E98C90>蟆<EFBFBD>惻蛻ｶ

2. 蜷守ｫｯ蜚ｯ荳蛟ｼ謠仙<E8ACA0>?

3. 譎ｺ閭ｽ蛻鈴㍾謗貞ｺ<E8B29E>

4. 菫晄戟陦碁｡ｺ蠎?

<EFBFBD>醇 諤ｻ扈<EFBDBB>

11 KiB

Raw Blame History

<EFBFBD>搭菫ｮ螟肴ｸ<E882B4>黒

1-1. Pivot霓ｬ謐｢蜿ｪ譛<EFBDAA>1蛻?<3F>閥 **蟾ｲ菫ｮ螟?*

1-2. 隶｡邂怜<E98282>蜉溯<E89C89>謚･髞?<3F>閥 **蟾ｲ菫ｮ螟?*

笨?髣ｮ鬚<EFBDAE>2<EFBFBD>壽焚蛟ｼ譏<EFBDBC>蟆<EFBFBD>宵謠仙叙1荳ｪ蜚ｯ荳蛟?<3F>閥 **蟾ｲ菫ｮ螟?*

2-1. 蟀壼ｧｻ迥ｶ蜀ｵ蜿ｪ譏ｾ遉?荳ｪ蛟ｼ<E89B9F>亥ｮ樣刔譛?遘搾ｼ解沐ｴ **蟾ｲ菫ｮ螟?*

2-2. 遐皮ｩｶ荳ｭ蠢<EFBDAD>ｼ壼宵譏ｾ遉ｺ1荳ｪ蛟ｼ<E89B9F>亥ｮ樣刔譛?遘搾ｼ解沐ｴ **蟾ｲ菫ｮ螟?*

笨?莨伜喧1<E596A7>夊｡ｨ譬ｼ郤ｿ譯<EFBDBF>｢懆牡蜉<E789A1>豺?笞?**蟾ｲ螳梧<EFBFBD>?*

笨?莨伜喧2<E596A7>夊｡ｨ螟ｴ螳ｽ蠎ｦ蜃丞ｰ?0% + Tooltip 笞?**蟾ｲ螳梧<EFBFBD>?*

笨?莨伜喧3<E596A7>壽眠蛻玲仞遉ｺ蝨ｨ蜴溷<E89CB4>譌∬ｾｹ笞?**蟾ｲ螳梧<EFBFBD>?*

笨?莨伜喧4<E596A7>壻ｿ晄戟蜴溷ｧ玖｡碁｡ｺ蠎<EFBDBA> 笞?**蟾ｲ螳梧<EFBFBD>?*

笨?莨伜喧5<E596A7>壽署遉ｺ蜿ｪ譏ｾ遉ｺ蜑?0陦?笞?**蟾ｲ螳梧<EFBFBD>?*

譁ｰ蠅槫ｭ玲ｮｵ: `columnMapping`

<EFBFBD>逃菫ｮ謾ｹ譁<EFBDB9>ｻｶ貂<EFBDB6>黒

<EFBFBD>噫驛ｨ鄂ｲ豁･鬪､

豬玖ｯ<EFBFBD>2<EFBFBD>壽焚蛟ｼ譏<EFBFBD>蟆<EFBFBD>髪荳蛟?

<EFBFBD>投蠖ｱ蜩崎ｯ<E5B48E>ｼｰ

<EFBFBD>識逕ｨ謌ｷ莉ｷ蛟?

<EFBFBD>答謚譛ｯ莠ｮ轤?

2. 蜷守ｫｯ蜚ｯ荳蛟ｼ謠仙<E8ACA0>?

<EFBFBD>醇諤ｻ扈<EFBDBB>