abundance_every_year_market_notes

[Brand Name] Market Commentary Writing

Task Objective

This Skill is used to: write market commentary articles in the "[Brand Name]" brand style based on real A-share market data
Capabilities include: overall market analysis, sector performance interpretation, capital flow tracking, technical analysis, and fundamental analysis
Trigger conditions: the user requests writing market commentary, analyzing market conditions, or interpreting the day's market

Prerequisites

Dependency description: the dependency packages and versions required by the scripts
```
akshare>=1.18.0
pandas>=1.3.0
requests>=2.22.0
chinese-calendar>=1.0.0
```

Multi-Data Source Fallback Mechanism ⭐ New

This skill supports multiple data source fallback. When the primary data source fails, it automatically switches to a backup data source:

Data Type	Primary Data Source	Backup Data Source
Real-time Quotes	East Money (em)	Sina Finance
Industry Sectors	East Money (em)	-
Concept Sectors	East Money (em)	-
Northbound Capital	Capital Flow Summary	Shanghai-Hong Kong-Shenzhen Stock Connect History
Individual Stock History	East Money (em)	Tencent Finance (tx)
Hot News	Cailian Press Mainline News	East Money News / CCTV Finance

Data Source Record: The returned data includes the _source field, which records the name of the data source from which the data was successfully obtained

Hot Financial News Collection ⭐ New

This skill supports collecting hot news from multiple financial news sources to provide news-side support for market analysis:

News Sources: Cailian Press Mainline News, East Money Stock News, CCTV Finance News
Collection Count: Up to 20 hot news items
News Content: Includes complete information such as title, summary, source, and link

Usage：

from scripts.fetch_market_data import MultiSourceDataFetcher

fetcher = MultiSourceDataFetcher()
# 获取热门财经资讯（最多20条）
news_list = fetcher.get_hot_news(max_count=20)

for news in news_list:
    print(f"标题: {news['title']}")
    print(f"摘要: {news['summary'][:100]}...")
    print(f"来源: {news['source']}")

Operation Steps

Standard Process

Obtain Market Data

Call scripts/fetch_market_data.py to obtain A-share market data for a specified date
Multi-Data Source Fallback: When the primary data source fails, automatically switch to a backup data source
Supports obtaining the previous trading day's data by default
Data includes: Shanghai Composite Index, Shenzhen Component Index, ChiNext Index, northbound capital, sector data, advance/decline statistics, hot news, etc.
Output format: JSON file or dictionary
The returned data includes the _source field, identifying the data source (such as "East Money", "Sina Finance")

Usage Example：

from scripts.fetch_market_data import MultiSourceDataFetcher

# 初始化数据获取器
fetcher = MultiSourceDataFetcher(max_retries=2)

# 获取指数行情
index_data = fetcher.get_index_quotes()
print(f"数据来源: {index_data.get('_source')}")

# 获取行业板块
industry_df = fetcher.get_industry_board(top_n=10)

# 获取北向资金
north_df = fetcher.get_north_money()

# 获取热门财经资讯（最多20条）⭐ 新增
news_list = fetcher.get_hot_news(max_count=20)
for news in news_list:
    print(f"[{news['source']}] {news['title']}")

Data Analysis
- Optionally call scripts/analysis_tool.py to perform statistical analysis on market data
- Analysis content includes: index gains and losses, capital flows, sector performance, market sentiment, etc.
- Provides data support for writing commentary
Write Market Commentary (First Draft)
- Strictly follow the "[Brand Name]" creative style, refer to references/创作风格.md the style guide in
- Must include the complete title format：
  - Main title: [Brand Name · Pre-Market Outlook] {Core Viewpoint Title} (Pre-Market Article)
  - Main title: [Brand Name · Market Commentary] {Core Viewpoint Title} (Closing Commentary Article)
  - Subtitle: ——This column is the pre-market commentary/closing commentary of the viewpoints of "[Author Name]"
- Adopt a fixed 6-paragraph structure: Market Overview → Event Analysis → External Impact → Technical Analysis → Capital Flows → Trading Recommendations
- Data usage requirements (core principles)：
  - Must be written based on accurate data obtained: Use only valid data obtained in the preceding steps
  - Empty data handling: For missing data (None, null), 0 data (obviously abnormal 0 values), avoid involving that part of the content when writing the commentary
  - Northbound capital data limitation：
    - The script uses the East Money API to obtain northbound capital data
    - Important limitation: This API only supports obtaining current-day data and cannot query northbound capital for historical dates
    - For non-current dates, the script will return null, 0 values, or mark it as unavailable
    - Handling rules (must be strictly followed)：
      - If the northbound capital data is null, 0, or marked as unavailable,directly ignore content related to northbound capital
      - Do not write analysis involving northbound capital, and do not mention "northbound capital" or "northbound capital flows"
      - Do not fabricate northbound capital data, and do not use 0 values for analysis
      - Other capital flow data (such as overall market capital flows) may be used as a reference if the data is available
      - If other capital flow data is also unavailable, simplify the capital flow paragraph or merge it into another paragraph
  - Must use specific numerical values (accurate to two decimal places)
  - Must include data comparisons (increase/decrease amounts, percentage changes, period-on-period changes, etc.)
  - Must indicate the data source (such as "according to East Money data")
  - Must include the three major indices: Shanghai Composite Index, Shenzhen Component Index, ChiNext Index
- Must use distinctive metaphors: "capital" (capital flows), "big capital" (big capital), "steady sectors" (steady sectors)
- Must use fixed expressions: "in terms of trading approach", "subscribe to the 【Abundance Every Year 'Fish'】 stock pool to unlock more content"
- Length requirement: Overall 1000-1200 words, each paragraph about 150-200 words, paragraphs 2 and 5 may be expanded to 250-300 words depending on the importance of the content
- The agent writes the commentary content according to the style guide based on market data and analysis results
- Ensure the content is professional, objective, and complies with compliance requirements and style standards
Copy polishing (according to micro-style characteristics)
- Polishing goal: Strictly according to references/创作风格_微观特征.md Polish according to the micro-style features in, ensuring the authentic cross-text writing style of "[品牌名称]" is reflected
- Polishing Principles (Must Be Strictly Followed)：
  - Do not change the core viewpoints: retain the core viewpoints and judgment logic of the first draft; polishing only optimizes the language expression
  - Do not change the paragraph structure: retain the 6-paragraph structure and paragraph content framework of the first draft, only fine-tune the wording
  - Do not change the data content: retain all data information in the first draft; polishing only optimizes the way the data is expressed
  - Only optimize the language expression: change colloquial expressions into professional expressions, optimize sentence patterns and rhythm, and enhance professionalism
  - Strengthen micro-style features: sentence patterns, vocabulary, signature expressions, emotional tone, rhetorical devices, rhythm control
- Polishing Checklist (Must Be Checked and Revised Item by Item)：
  
  Sentence Pattern Feature Check：
  - Change colloquial expressions into professional expressions: for example, "涨了"→"微涨", "跌了"→"下跌", "有动作"→"呈现...动作"
  - Ensure the use of data-guided expressions: add "根据东方财富数据显示"
  - Use conditional judgment sentences to show caution: for example, "若...则...", "若没有增量资金，指数就很难走出趋势性行情"
  Core Vocabulary Check：
  - Use professional terminology: 缩量、震荡、轮动、催化、避险、分化
  - Use neutral and cautious words: 大概率、或、建议、规避、预期、倾向于
  - Ensure the use of distinctive metaphors: 资金（资金流向）、大资金（大资金）、稳健板块（稳健板块）
  - Remove absolute expressions: 暴涨、暴跌、肯定、绝对、必然
  Signature Expression Check：
  - Ensure the use of "走势结构上" to introduce the technical analysis paragraph
  - Ensure the use of "操作思路上" to introduce the operational recommendation paragraph
  - Ensure the use of "签约【年年有'鱼'】股票池解锁更多内容" as the fixed call
  - Add "资金方面" as the opening of the capital flow paragraph
  Emotion and Tone Check：
  - Ensure low emotional intensity: remain calm and rational, and avoid emotional language
  - Ensure neutral and relatively steady: avoid optimistic or pessimistic extremes
  - Indirectly convey a cautious sentiment through data and analysis
  Rhetorical Device Check：
  - Ensure the use of metaphors: 资金、大资金、稳健板块
  - Use parallelism appropriately: for example, "一是不...二是不...三是不...", "一是...二是...三是..."
  Rhythm Control Check：
  - Use short sentences: ensure sentences are concise and syllables are compact
  - Use commas to divide clauses: create analytical pauses
  - Moderately fast rhythm: avoid overly long sentences and maintain fluency
  Language Standard Check：
  - Formality level 4 (professional but easy to understand): avoid being too colloquial, and also avoid being too academic
  - Remove absolute vocabulary: 暴涨、暴跌、肯定、绝对
  - Ensure data support: every viewpoint is supported by data
- Micro-feature reinforcement：
  - Paragraph length: each paragraph about 150-200 characters, information-dense and substantial
  - Transition style: use phrases for natural transitions (such as "at the recent event level," "in terms of related markets," "in terms of trend structure," "in terms of operational approach")
  - Hierarchy pattern: the first sentence of each paragraph states the sub-theme, followed by detailed elaboration, ensuring the paragraph content is full
  - Narrative perspective: third-person omniscient perspective, objectively stating the market
  - Time sequence: organize along the timeline of yesterday -> today -> future
  - Logical pattern: causal logic dominates (such as "because PPI rebounded, therefore bullish for nonferrous metals")
  - Depth of thought: 4 (moderate depth, balancing professionalism and readability)
  - Steady rhythm: each paragraph addresses one sub-problem, with rich content layers
- Specific polishing operations：
  - Step 1: Read the draft content
  - Step 2: Check the above checklist paragraph by paragraph
  - Step 3: Revise item by item the parts that do not meet the requirements (only revise wording, without changing viewpoints or structure)
  - Step 4: After polishing is complete, compare the differences before and after polishing
  - Step 5: Ensure the polished text has obvious improvements, but the core viewpoints and structure remain unchanged
- Polishing prohibitions：
  - It is prohibited to change the core viewpoints and judgment logic
  - It is prohibited to change the 6-paragraph structure and paragraph content framework
  - It is prohibited to delete or modify data information
  - It is prohibited to add new viewpoints or analytical content
  - It is prohibited to significantly reorganize the paragraph order or adjust the paragraph content framework
  - It is prohibited to delete important analytical content
- Permitted polishing actions：
  - Change colloquial expressions to professional expressions (such as "went up" -> "rose slightly")
  - Optimize sentence structure and rhythm (such as using comma-separated clauses and short sentences)
  - Enhance the professionalism of data expression (such as "according to data from East Money")
  - Adjust emotional tone (such as reducing emotional intensity and maintaining a neutral and relatively steady tone)
  - Strengthen signature expressions (such as "in terms of trend structure," "in terms of operational approach," "in terms of funds")
  - Optimize word choice (such as using professional terminology, neutral and cautious words, and distinctive metaphors)
- Output requirements (must be strictly followed)：
  - Only output the polished commentary draft (final draft): the final draft polished according to micro-style features
  - Final draft content requirements：
    1. Must include a 6-paragraph structure
    2. Must include a complete title format (main title + subtitle)
    3. Must include data source attribution
    4. Must include a risk disclaimer
    5. Must include the fixed call "Sign up for [Abundance Every Year] stock pool to unlock more content"
  - Do not output the pre-polishing draft: the draft is only an intermediate product of the polishing process and does not need to be output
  - Polishing principles: ensure the polished final draft meets the micro-style feature requirements
- Polishing principles：
  - Strictly follow the micro-level stylistic features in references/创作风格_微观特征.md
  - Do not change the core viewpoints or structure; only optimize language expression and style consistency
  - Do not change the 6-paragraph structure or the paragraph content framework; only fine-tune the wording
  - Do not change the data content; only optimize the way the data is presented
  - Strengthen the data-driven and cautious tone, and avoid emotional language
  - Retain distinctive metaphors such as "资金" to enhance vividness
  - Ensure the polished text is clearly different from the pre-polished text, while keeping the core viewpoints and structure consistent
Save the MD commentary article (required)
- After polishing is complete, the polished final draft must be saved as a Markdown file, as a complete plain-text commentary archive
- Save path: save in the same directory as the HTML file (recommended output/ or a user-specified directory)
- File naming rules：market_article_YYYYMMDD.md, for example market_article_20260317.md
- File content requirements (must include all of the following elements)：
  - Complete title format (main title + subtitle)
  - 6-paragraph body content (market overview, event analysis, external influences, technical analysis, capital flow, trading recommendations)
  - Signed with the fixed call sign of the [年年有'鱼'] stock pool
  - Risk disclosure statement
  - End-of-document metadata (data source, date of writing)
- File format example：
```
# 【[品牌名称]·盘前展望】{核心观点标题}
——本栏目为"[作者名称]"观点早评

{第1段：市场概述正文}

{第2段：事件分析正文}

{第3段：外围影响正文}

{第4段：技术分析正文}

{第5段：资金流向正文}

{第6段：操作建议正文}

签约【年年有'鱼'】股票池解锁更多内容

---
> 风险提示：本收评仅供参考，不构成投资建议。投资者据此操作，风险自担。观点仅供参考，不参与任何形式分享证券投资收益或分担证券投资损失。
> [品牌宣言]。市场有风险，投资需谨慎。

数据来源：东方财富、新浪财经、akshare | 撰写日期：YYYY-MM-DD
```
- This step is required; only after the MD file is saved can the next step of HTML poster generation proceed
Generate HTML poster (required)
- After polishing is complete, the polished final draft must be used to intelligently generate a visualized HTML poster
- Reference HTML template: read references/html海报模板.html to understand the HTML poster template's page structure and design style
- Intelligently generate the HTML poster：
  - Use the large model to intelligently rewrite the HTML poster based on the polished final draft
  - Intelligently arrange the text content and decide how to distribute the 6-paragraph structured text content to various positions on the HTML page
  - Intelligently adjust the layout and adjust paragraph order and presentation methods according to content importance
  - Intelligently select appropriate data visualization methods (cards, lists, tables, etc.)
  - Retain the visual design style of the HTML template (color scheme, fonts, layout, etc.)
  - Ensure the HTML file can be opened and viewed directly in a browser
- ⚠️ Key layout constraints (must be followed to prevent sidebar occlusion)：
  - The right sidebar (aside) usually contains three cards: "Market Overview", "Yesterday's Leading Industries", and "Key Points for This Issue"
  - sticky positioning can only be added to the direct parent container of the "Market Overview" card, and cannot be added to the entire aside or a parent div that contains multiple cards
  - Correct approach:<div class="sticky top-4"><div class="bg-white ...">市场速览内容</div></div>; after the sticky container is closed, the remaining cards (leading industries, key points for this issue) are arranged outside the sticky container in normal document flow
  - Incorrect usage:<div class="bg-white ... sticky top-4"> or adding sticky to the outer div that also contains multiple cards—this will cause "Leading Sectors" and "Key Points of the Period" to be blocked by "Market Overview" and impossible to view
- HTML Poster Content Requirements：
  - Complete title format (main title + subtitle)
  - Current date information (year, month, day, weekday, lunar calendar)
  - Core viewpoint title and description
  - Complete content in a 6-part structure (market overview, event analysis, external influences, technical analysis, capital flows, trading suggestions)
  - Visual display of data (data cards, lists, etc.)
  - Risk disclosure statement
  - "Sign up for [Abundance Every Year 'Fish'] stock pool to unlock more content" fixed call-to-action
- Output Requirements：
  - Must generate an HTML poster file
  - The HTML file can be opened and viewed directly in a browser
  - The HTML file contains the complete article content and visual design
  - The HTML file retains the template's visual design style

Compliance Requirements (Must Be Followed)

Risk Disclosure Statement: All commentary must include the disclaimer "This closing commentary is for reference only and does not constitute investment advice. Investors who act on it do so at their own risk."
Data Source Attribution: All data must indicate the source (East Money)
Does Not Constitute Investment Advice: Avoid absolute language such as "recommend buying" or "must buy the dip"; use neutral expressions such as "pay attention to" or "worth watching"
Avoid Predictive Descriptions: Do not use predictive language such as "will surely surge" or "certain to fall"; use probabilistic expressions such as "is expected to" or "may"
Professional Expression: Avoid emotional or inflammatory language; remain objective, rational, and professional

Resource Index

Required scripts:
- scripts/fetch_market_data.py - Obtain A-share market data (indices, capital, sectors, advance/decline statistics)
- scripts/analysis_tool.py - Analyze market data and generate basic information for commentary
- scripts/data_cache.py - Data cache manager
Domain References:
- references/创作风格.md - Investment advisor commentary creation style guide (format and structure guide)
- references/创作风格_微观特征.md - Micro-style feature guide (sentence patterns, vocabulary, rhetoric, rhythm, etc.)
- references/html海报模板.html - Visual poster HTML template (for reference on page structure and design style)
- references/step1.md - Instructions for obtaining broad market data
- references/step2.md - Instructions for obtaining sector data
- references/step3.md - Data analysis and interpretation guidance
- references/step4.md - Market outlook and investment advice guidance

Notes

Four-Step Creation Process (Must Be Strictly Followed)：
- Step 1: Write the first draft (refer to the format and structure requirements in references/创作风格.md)
- Step 2: Polish the copy (strictly polish according to the micro-style features in references/创作风格_微观特征.md)
- Output only the polished final draft: Do not output the first draft before polishing
- Step 3: Save the MD commentary article: Save the polished final draft as a Markdown file (market_article_YYYYMMDD.md). This step must be completed before generating the HTML
- Step 4: Generate the HTML poster: Use the polished final draft to generate a visualized HTML poster file (market_report_YYYYMMDD.html）
Polishing boundaries (core principles)：
- Prohibited polishing actions：
  - Changing core viewpoints and judgment logic is prohibited
  - Changing the 6-paragraph structure and paragraph content framework is prohibited
  - Deleting or modifying data information is prohibited
  - Adding new viewpoints or analytical content is prohibited
  - Substantially reorganizing paragraph order or adjusting the paragraph content framework is prohibited
- Permitted polishing actions：
  - Change colloquial expressions into professional expressions (e.g., "went up" → "edged up")
  - Optimize sentence structure and rhythm (e.g., use commas to separate clauses, short sentences)
  - Enhance the professionalism of data presentation (e.g., "according to data from East Money")
  - Adjust emotional tone (e.g., reduce emotional intensity, maintain a neutral and relatively steady tone)
  - Strengthen signature expressions (e.g., "in terms of trend structure", "in terms of operational approach", "on the funding side")
  - Optimize word choice (e.g., use professional terminology, neutral and cautious words, distinctive metaphors)
Tense determination (core)：
- Determine the tense based on the comparison between the writing date and the data date, not based on the article type
- Writing date = data date → "today's A-share market"
- Writing date > data date (1 day apart) → "yesterday's A-share market"
- The user explicitly requests a specific time range → use the expression requested by the user (this week/this month/recently, etc.)
- The article type (pre-market outlook/market commentary) only affects the timing of publication and focus, and does not affect the tense expression
Title format: Must use the complete title format, including the main title and subtitle
Style priority：
- Initial draft writing: Must strictly follow the references/创作风格.md 6-paragraph structure and language style
- Copy polishing: Must strictly polish according to the references/创作风格_微观特征.md micro-level style features
- Polishing focus: sentence features, core vocabulary, signature expressions, emotion and tone, rhetorical devices, rhythm control
Data requirements (core principles)：
- Must write based on the accurate data obtained: Only use the valid data obtained in the preceding steps
- Empty data handling: For missing data (None, null) and 0 data (obviously abnormal 0 values), avoid involving that part of the content when writing the commentary
- Northbound capital data restriction (must be strictly observed)：
  - Northbound capital data is obtained using the East Money API
  - Important restriction: This API only supports obtaining data for the current day, and cannot query Northbound capital for historical dates
  - For non-current-day dates, the script will return null, 0 values, or mark it as unavailable
  - Handling rules：
    - If the Northbound capital data is null, 0, or marked as unavailable,Directly ignore content related to Northbound Capital
    - Do not write analysis involving Northbound Capital, and do not mention "Northbound Capital" or "Northbound Capital flows"
    - Do not fabricate Northbound Capital data, and do not use a value of 0 for analysis
    - Other capital flow data (such as overall market capital flows) may be used as a reference if the data is available
    - If other capital flow data is also unavailable, the capital flow paragraph may be simplified or merged into another paragraph
- Specific numerical values must be used (accurate to two decimal places)
- Must include the three major indices: Shanghai Composite Index, Shenzhen Component Index, and ChiNext Index
- Must include data comparisons (increase/decrease amounts, percentage changes, period-over-period changes, etc.)
- Must indicate the data source (e.g., "according to data from East Money")
Characteristic metaphors: Must use characteristic metaphors such as "capital" (capital), "big capital" (big capital), and "stable sectors" (stable sectors)
Fixed expressions: Must use "In terms of operational approach" as the beginning of the operational advice paragraph, and "Sign up for [More Fish Every Year] stock pool to unlock more content" as the ending
Language standards: Use neutral and cautious wording ("or", "suggest", "high probability"), and avoid absolute expressions ("surge", "plunge", "certainly", "absolutely")
Length control: Overall 1000-1200 words; paragraphs 2 and 5 may be appropriately expanded based on data availability
Clear logic: data -> reasons -> impact -> conclusion; the logical chain must be complete
Only read other reference documents when needed to keep the context concise
When using the script, ensure the input parameters are correct (date format: YYYY-MM-DD)
Make full use of the agent's language understanding and generation capabilities to write commentary content
Strictly comply with compliance red lines to ensure the professionalism and compliance of the commentary content
Execution points (must be remembered)：
1. When Northbound Capital is null/0/unavailable: directly ignore it and do not write any related content
2. Only output the polished final draft: do not output the unpolished first draft
3. Polishing only optimizes wording: do not change the core viewpoints, do not change the paragraph structure, and do not change the data content
4. Must save the MD commentary article: save the polished final draft as market_article_YYYYMMDD.md file,this step must be completed before generating the HTML
5. Must generate an HTML poster: use the polished final draft to generate the visualized HTML poster file market_report_YYYYMMDD.html

Usage examples

Example 1: Write a pre-market outlook

# Step 1: 获取市场数据（默认上一个交易日）
python scripts/fetch_market_data.py

# Step 2: 智能体按照"[品牌名称]"创作风格撰写市场评论初稿
# - 标题：【[品牌名称]·盘前展望】{核心观点标题}
# - 副标题：——本栏目为"[作者名称]"观点早评
# - 严格遵循6段式结构
# - 使用"资金""大资金""稳健板块"等特色比喻
# - 保持中性谨慎的语言风格

# Step 3: 智能体按照微观风格特征对初稿进行润色
# - 参考 assets/创作风格.txt 中的微观特征
# - 检查句式特征、核心词汇、标志性表达、情感语气、修辞手法、节奏控制
# - 强化数据驱动和谨慎基调
# - 输出润色前的初稿和润色后的终稿

Example 2: Write a closing commentary

# Step 1: 获取指定日期的市场数据
python scripts/fetch_market_data.py 2026-02-10

# Step 2: 智能体按照"[品牌名称]"创作风格撰写收评初稿
# - 标题：【[品牌名称]·市场评论】{核心观点标题}
# - 副标题：——本栏目为"[作者名称]"观点收评
# - 严格遵循6段式结构
# - 使用"资金""大资金""稳健板块"等特色比喻
# - 保持中性谨慎的语言风格

# Step 3: 智能体按照微观风格特征对初稿进行润色
# - 参考 assets/创作风格.txt 中的微观特征
# - 检查句式特征、核心词汇、标志性表达、情感语气、修辞手法、节奏控制
# - 强化数据驱动和谨慎基调
# - 输出润色前的初稿和润色后的终稿

Title format examples

Pre-market outlook title：

【[品牌名称]·盘前展望】节前收官在即，资金高低切换待春归
——本栏目为"[作者名称]"观点早评

Closing commentary title：

【[品牌名称]·市场评论】节前市场的变与不变
——本栏目为"[作者名称]"观点收评

[Brand Name] style example excerpt (based on a real case, including a before-and-after polish comparison)

Before polishing (first draft)：

第1段 - 市场概述
昨天市场延续了节前的特征，上证指数涨了0.09%，实现了七连阳，深证成指和创业板指分别跌了0.35%和1.08%。成交额跌破2万亿元，只有1.98万亿元，缩量了1200多亿元，市场整体呈现出缩量的特点。

After polishing (final draft)(conforming to micro-style characteristics):

昨日市场延续节前特征，上证指数微涨0.09%实现七连阳，而深证成指与创业板指分别下跌0.35%和1.08%，两市成交额年内首次跌破2万亿元至1.98万亿元，缩量超1200亿元，呈现清晰的缩量格局。

Polishing key points：

Sentence optimization: Use precise descriptions such as "slightly rose" and "fell respectively", avoiding colloquial expressions like "went up" and "went down"
Data guidance: Accurate to two decimal places, using quantitative descriptions such as "first time this year" and "exceeded"
Rhythm control: Create analytical pauses through comma-separated clauses, at a medium-to-fast pace

Paragraph 5 - Capital Flows (Before Polishing)：

资金方面，昨天有高低切换的动作，银行、石油这些周期资源板块表现活跃，而前期热门的科技成长板块像AI应用、半导体则被获利了结。北向资金连续三天流出，大概20-30亿元，节前杠杆资金对高位题材股也不太感兴趣，整体呈现防御性调仓。

Paragraph 5 - Capital Flows (After Polishing)(Matches micro-style characteristics):

资金方面，昨日资金有高低切换动作，周期资源"资金"如银行、石油逆势活跃，而前期热门的科技成长"资金"如AI应用、半导体则遭遇获利了结；大资金动态上，根据Wind数据显示，北向资金连续三日净流出约20-30亿元，节前杠杆资金对高位题材股也失去了进攻热情，整体呈现防御性调仓。

Polishing Key Points：

Signature metaphor: Use signature metaphors such as "capital" and "large capital"
Data guidance: Add data-guided expressions such as "according to Wind data"
Signature expression: "In terms of capital" as the paragraph opening
Sentence optimization: Use precise descriptions such as "active against the trend" and "lost enthusiasm for offense"

Paragraph 6 - Trading Strategy (Before Polishing)：

操作建议方面，考虑到市场处于节前缩量震荡期，建议采取高抛低吸的策略，不要追涨杀跌。仓位控制在5-7成左右，保留现金以应对假期的不确定性。如果持有的股票业绩扎实、走势没破位，可以继续持有；如果是持币的投资者，不必在节前大幅加仓，可以等节后信号明确再说。

Paragraph 6 - Trading Strategy (After Polishing)(Matches micro-style characteristics):

操作思路上，鉴于市场处于节前缩量震荡期，建议采取高抛低吸的区间策略，避免追涨杀跌。仓位管理上维持5-7成，保留充足现金以应对假期不确定性；持股者若标的业绩扎实、走势未破位可持股待涨，持币者不必急于在节前大幅加仓，可等待节后明确信号。