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dynamic-route_and_schedule-planning_for_buses's Introduction

Dynamic route and schedule planning for buses in Eastern Taiwan

本專案以花東地區為主,以建立一個動態班表與路徑規劃的方法為目標。相較於現在固定的班表與路線,我們希望透過透過結合 google trends 服務對應之景點關鍵字搜尋量預測隔月景點人流量,藉此我們可以透過前個月的搜尋量一定程度的去。景點對應的人流資料是使用觀光局統計資料庫的每月人流資料,。以此流量與 google map 上熱門景點資訊,可以分攤景點每月人流,藉此做後續的動態班表與路線規劃。

Project Pipeline

Folder schema

root
 |-- data 
 |-- data_processing
        |-- data
                |-- raw
                |-- process
                |-- final
        |-- sub_project
        |-- tool
        |- 0_get_touristflow_and_scenic-spots-info.ipynb
        |- 1_crawl_popular-time_from_google.ipynb
        |- 2_google_trend_data_select_by_deferred.ipynb
        |- 3_crawl_driving-distance(time)_between_two-points.ipynb

 |-- doc
 |-- DSRP
 |-- img
 |-- output
 |-- scripts
 |- main.py
  • data: 底下包含動態路經與班表規劃所需的資料,是在 data_processing 整理好的。
  • data_processing: 存放資料蒐集與前處理的資料夾, jupyter notebook 為前處理與資料蒐集的步驟,由開頭的數字可以知道前後順序。
    • data: 資料夾是專門存放資料處理時所產生的資料,因牽扯到許多不同的資料處理步驟,我們將資料分成 原始資料(raw)中繼資料(process)最終資料(final) 三種資料,底下資料也可以根據開頭數字找到對應的 jupyter notebook。
    • sub_project: 使用到的子專案。
    • tool: 使用到其他工具。
  • doc: 參考資料。
  • DSRP: 本專案提出的主要方法,可以動態規劃路徑與班次,並且視覺化結果。
  • img: github 上需要用到的圖片。
  • output: 主要輸出的資料,包含路線、班表與視覺化結果。
  • scripts: 一些自動化流程,主要使用 shell 格式。

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