modify: 删除隐私文件
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vendored
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sample/
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strategy_evaluation_results.csv
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run_metadata.json
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*.log
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simulation.html
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47
CHANGELOG.md
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CHANGELOG.md
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# Changelog
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## [1.1.0] - 2025-08-28
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### Added
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- Integrated GPT-based analysis for comprehensive traffic safety insights
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- Added automated report generation with AI-powered recommendations
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- Implemented natural language query processing for data exploration
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- Added export functionality for analysis reports (PDF/CSV formats)
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- Included sentiment analysis for accident description texts
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### Enhanced
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- Improved data visualization with interactive charts and heatmaps
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- Optimized prediction algorithms with enhanced machine learning models
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- Expanded dataset with additional traffic parameters and weather conditions
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- Upgraded user interface with responsive design and dark mode support
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### Fixed
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- Resolved session state KeyError in multi-tab navigation
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- Fixed data persistence issues between application refreshes
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- Corrected timestamp parsing errors in accident data import
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- Addressed memory leaks in large dataset processing
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### Documentation
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- Updated README with new GPT analysis features and usage examples
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- Added API documentation for extended functionality
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- Included sample datasets and tutorial guides
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## [1.0.0] - 2025-08-19
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### Added
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- Initial release of TrafficSafeAnalyzer
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- Streamlit app with tabs for data analysis, prediction, and strategy evaluation
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### Fixed
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- Resolved session state KeyError
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## [1.0.0] - 2025-08-19
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### Added
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- Initial release of TrafficSafeAnalyzer.
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- Streamlit app with tabs for data analysis, prediction, and strategy evaluation.
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### Fixed
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- Resolved session state KeyError.
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19
LICENSE
19
LICENSE
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Copyright (c) 2025 TongNian
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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148
readme.md
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readme.md
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# TrafficSafeAnalyzer
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一个基于 Streamlit 的交通安全分析系统,支持事故数据分析、预测模型、异常检测和策略评估。
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## 功能
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- 加载和清洗事故与策略数据(Excel 格式)
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- 使用 ARIMA、KNN、GLM、SVR 等模型预测事故趋势
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- 检测异常事故点
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- 评估交通策略效果并提供推荐
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## 安装步骤
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### 前提条件
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- Python 3.8+
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- Git
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- 可选:Docker(用于容器化部署)
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### 安装
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1. 克隆仓库:
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```bash
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git clone https://github.com/tongnian0613/TrafficSafeAnalyzer.git
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cd TrafficSafeAnalyzer
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```
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2. 创建虚拟环境(推荐):
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```bash
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conda create -n trafficsa python=3.12 -y
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conda activate trafficsa
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pip install -r requirements.txt
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streamlit run app.py
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```
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3. 安装依赖:
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(1) 基本安装(必需依赖)
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```bash
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pip install streamlit pandas numpy matplotlib plotly scikit-learn statsmodels scipy
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```
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(2) 完整安装(包含所有可选依赖)
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```bash
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pip install -r requirements.txt
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```
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(3) 或者手动安装可选依赖
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```bash
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pip install streamlit-autorefresh openpyxl xlrd cryptography
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```
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(4) 运行应用:
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```bash
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streamlit run app.py
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```
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## 依赖项
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列于 `requirements.txt`:
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```txt
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streamlit>=1.20.0
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pandas>=1.3.0
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numpy>=1.21.0
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matplotlib>=3.4.0
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plotly>=5.0.0
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scikit-learn>=1.0.0
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statsmodels>=0.13.0
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scipy>=1.7.0
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streamlit-autorefresh>=0.1.5
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python-dateutil>=2.8.2
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pytz>=2021.3
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openpyxl>=3.0.9
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xlrd>=2.0.1
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cryptography>=3.4.7
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openai>=2.0.0
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```
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## 配置参数
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- **数据文件**:上传事故数据(`accident_file`)和策略数据(`strategy_file`),格式为 Excel
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- **环境变量**(可选):
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- `LOG_LEVEL=DEBUG`:启用详细日志
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- 示例:`export LOG_LEVEL=DEBUG`(Linux/macOS)或 `set LOG_LEVEL=DEBUG`(Windows)
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## 输入输出格式
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### 输入
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- **事故数据 Excel**:需包含 `事故时间`、`所在街道`、`事故类型` 列
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- **策略数据 Excel**:需包含 `发布时间`、`交通策略类型` 列
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### 输出
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- **预测结果**:CSV 文件(例如 `arima_forecast.csv`)
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- **图表**:HTML 文件(例如 `overview_series.html`)
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- **策略推荐**:文本文件(`recommendation.txt`)
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## 调用示例
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运行 Streamlit 应用:
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```bash
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streamlit run app.py
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```
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访问 http://localhost:8501,上传数据文件并交互分析。
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## 常见问题排查
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**问题**:`ModuleNotFoundError: No module named 'streamlit'`
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**解决**:运行 `pip install -r requirements.txt` 或检查 Python 环境
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**问题**:数据加载失败
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**解决**:确保 Excel 文件格式正确,检查列名是否匹配
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**问题**:`NameError: name 'strategy_metrics' is not defined`
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**解决**:确保 `strategy_metrics` 函数定义在 `app.py` 中,且位于 `run_streamlit_app` 函数内
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## 日志分析
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- **日志文件**:`logs/app.log`(需在代码中配置 logging 模块)
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- **查看日志**:`tail -f logs/app.log`
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- **常见错误**:
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- `ValueError`:检查输入数据格式
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- `ConnectionError`:验证网络连接或文件路径
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## 升级说明
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- **当前版本**:v1.0.0
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- **升级步骤**:
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1. 备份数据和配置文件
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2. 拉取最新代码:`git pull origin main`
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3. 更新依赖:`pip install -r requirements.txt --upgrade`
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4. 重启应用:`streamlit run app.py`
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参考 `CHANGELOG.md` 查看版本变更详情。
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## 许可证
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MIT License - 详见 LICENSE 文件。
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[](https://github.com/tongnian0613/TrafficSafeAnalyzer/LICENSE)
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[](https://travis-ci.org/tongnian0613/repo)
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建议在全市区域长期实施策略类型 交通管制措施
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# Core dependencies
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streamlit>=1.20.0
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pandas>=1.3.0
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numpy>=1.21.0
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matplotlib>=3.4.0
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plotly>=5.0.0
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scikit-learn>=1.0.0
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statsmodels>=0.13.0
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# Scientific computing (optional but recommended)
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scipy>=1.7.0
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# Streamlit extensions (optional)
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streamlit-autorefresh>=0.1.5
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# Additional utilities
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python-dateutil>=2.8.2
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pytz>=2021.3
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# For data processing
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openpyxl>=3.0.9 # For Excel file support
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xlrd>=2.0.1 # For older Excel files
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# Security/authentication
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cryptography>=3.4.7
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# OpenAI
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openai
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# Note: hashlib and json are part of Python standard library
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# Note: os and datetime are part of Python standard library
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{
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"region": "全市",
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"date_range": [
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"2022-01-01",
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"2022-12-31"
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],
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"strategy_filter": [],
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"rows": 365,
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"min_date": "2022-01-01",
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"max_date": "2022-12-31"
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}
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,effect_strength,adaptability,count_effective,severity_effective,safety_state,F1,F2,intervention_date
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交通信息预警,-8.965321179202334,-0.7855379968058066,True,False,三级,0.2463091369521552,-1.0318471337579618,2022-01-13
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交通整治活动,-2.65100612878524,-1.667254385637472,True,False,三级,0.08411173458110731,-1.7513661202185793,2022-01-11
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交通管制措施,-10.70286313762653,0.19010392243197832,True,False,三级,0.2989387495766646,-0.1088348271446863,2022-01-20
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政策制度实施,-2.6771799687750018,-5.1316650216481605,True,False,三级,0.07856225107911223,-5.2102272727272725,2022-01-06
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