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driverAcionsAnalysis

交通运输行为特征分析数据处理部分代码

⚠️ 本项目为大数据概论课程实践项目,代码仅供参考

文件说明

  • deal_data.py——数据预处理
  • deal_index.py——对各项指标进行处理和修正,调用places.json与天气信息整合为一个文件输出
  • china_places.json——**地理位置坐标信息
  • run_map.py——对修正后的轨迹生成html文件绘制轨迹图
  • separate.py——将整合后的数据集进行二七分成训练集合和测试集文件
  • bpnn_forescore.py——BP神经网络计算综合评分

k_means

  • heatmap_gen.py——生成热力图绘制文件
  • kmeans.py——驾驶员行为特征聚类分析
  • simhei.ttf——中文字体文件,防止生成图像中文乱码

csv_data

  • All_in_one.csv——所有信息整合后的数据
  • trainset.csv——生成的训练集文件
  • testset.csv——生成的测试集文件
  • validationset.xlsx——最终三项评分验证表,绘制对比图用

webpage_track

  • img——附件图像
  • html——两辆行为特征明显不规范的车辆轨迹绘制文件

results

用来存放一些生成的图表

⚠️

由于数据处理部分文件过多,可以直接使用csv_data内的文件从神经网络分割数据集部分开始做起。

driver-acions-analysis's People

Contributors

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Forkers

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