Lab Assignment 4: Network Model Analysis v2

Created by: EPA1352 Group 3

Name	Student Number
Yaren Aslan	5257514
Ludovica Bindi	5469856
Alexandre Curley	5500125
Aspasia Panagiotidou	5631211
Dorukhan Yesilli	5539501

Introduction

This project concerns a Simple Transport Model for Bangladesh. Currently, xxx roads are being simulated.

• More information about the model is available on model/README.md in the model directory.
• Input data and scenario settings can be explored on data/README.md in the data directory.
• Simulation outputs are available in the experiment directory. The output is explained in more detail on experiment/README.md
• Image and video outputs from the runs are presented in the img directory.

How to Use

To run the simulation experiments and generate output data, run model_run.

If you wish to visualize the simulation, run model_viz.

model_video saves a video recording of the simulation.

To take a closer look at the BangladeshModel and other structural components such as links and bridges as well as the DataContainer, model and component scripts can be explored respectively.

Input data can be found in the data directory. User can inspect and change the delay-distribution and scenario-settings using csv files.

Currently, roads csv is being used when structural components are being created. It is possible to change the location of the file to be used on model.

There are two notebooks included in the project. One is used to format the input data (data_cleaning), the other is used to visualize simulation outputs (data_visualization).

Files

EPA1352-G03-A3
│   README.md                       # this markdown document 
│
└───report
│   │   report.pdf                  # report of our analysis
│
└───notebook
│   │   centrality_metrics_analysis.ipynb # Betweenness centrality etc. analysis
│   │   cleaning_data.ipynb         # data cleaning file, uses BMMS_overview.xlsx & _roads3.csv
│   │   data_visualization.ipynb    # visualization file for output
│   │   Traffic data.ipynb          # Traffic data utilized to find generation probabilities for sim.
│   │   README.md                   # markdown for notebook folder
│   
└───model
│   └───ContinuousSpace             # directory containing files needed for visualization
│   │   components.py               # definition of classes of structural components and DataContainer
│   │   network_creation.py         # definition of the function which creates corresponding NetworkX model
│   │   model.py                    # definition of BangladeshModel class
│   │   model_run.py                # script to run the model for output generation
│   │   model_run_scenarios.py      # mainly used script to run the model for output generation based on scenarios
│   │   model_viz.py                # script to initiate visualization
│   │   model_viz_key_bridges_on_map.py   # script to initiate visualization including key bridges on map
│
└───img
│   │   N1.png                      # N1 with cleaned data
│   │   N1N2.png                    # N1, N2 and side roads with cleaned data
│   │   Critical and Vulnerable bridges.png     # Picture containing the critical and vulnerable bridges.
│   │   Critical and Vulnerable bridges - with legend.jpg  # Contains legend and the critical & vulnerable bridges.
│   │   distance_matrix example.png # an example png for the distance_matrix
│   
└───experiment
│   │   README.md                   # markdown for experiment folder
│   │   scenario_BCSscore_replication_0_travel_time.csv # Simulation Run Outputs
│   │   scenario_BCSscore_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_replication_0_travel_time.csv 
│   │   scenario_Cyclone_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Earthquake_replication_0_travel_time.csv 
│   │   scenario_Earthquake_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Flood_replication_0_travel_time.csv 
│   │   scenario_Flood_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_replication_0_travel_time.csv 
│   │   scenario_Erosion_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_10.1_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.1 
│   │   scenario_BCSscore_10.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_10.01_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.01 
│   │   scenario_BCSscore_10.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_10.05_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.05 
│   │   scenario_BCSscore_10.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_20.1_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.1 
│   │   scenario_BCSscore_20.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_20.01_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.01 
│   │   scenario_BCSscore_20.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_20.05_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.05 
│   │   scenario_BCSscore_20.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_50.1_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.1 
│   │   scenario_BCSscore_50.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_50.01_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.01 
│   │   scenario_BCSscore_50.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_50.05_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.05 
│   │   scenario_BCSscore_50.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_100.1_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.1 
│   │   scenario_BCSscore_100.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_100.01_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.01 
│   │   scenario_BCSscore_100.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_BCSscore_100.05_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.05 
│   │   scenario_BCSscore_100.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_10.1_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.1 
│   │   scenario_Cyclone_10.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_10.01_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.01 
│   │   scenario_Cyclone_10.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_10.05_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.05 
│   │   scenario_Cyclone_10.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_20.1_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.1 
│   │   scenario_Cyclone_20.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_20.01_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.01 
│   │   scenario_Cyclone_20.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_20.05_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.05 
│   │   scenario_Cyclone_20.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_50.1_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.1 
│   │   scenario_Cyclone_50.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_50.01_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.01 
│   │   scenario_Cyclone_50.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_50.05_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.05 
│   │   scenario_Cyclone_50.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_100.1_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.1 
│   │   scenario_Cyclone_100.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_100.01_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.01 
│   │   scenario_Cyclone_100.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Cyclone_100.05_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.05 
│   │   scenario_Cyclone_100.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_10.1_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.1 
│   │   scenario_Erosion_10.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_10.01_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.01 
│   │   scenario_Erosion_10.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_10.05_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.05 
│   │   scenario_Erosion_10.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_20.1_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.1 
│   │   scenario_Erosion_20.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_20.01_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.01 
│   │   scenario_Erosion_20.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_20.05_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.05 
│   │   scenario_Erosion_20.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_50.1_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.1 
│   │   scenario_Erosion_50.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_50.01_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.01 
│   │   scenario_Erosion_50.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_50.05_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.05 
│   │   scenario_Erosion_50.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_100.1_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.1 
│   │   scenario_Erosion_100.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_100.01_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.01 
│   │   scenario_Erosion_100.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_100.05_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.05 
│   │   scenario_Erosion_100.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_10.1_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.1 
│   │   scenario_Erosion_10.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_10.01_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.01 
│   │   scenario_Erosion_10.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_10.05_replication_0_travel_time.csv # Bridge breaking prob min 1, slope 0.05 
│   │   scenario_Erosion_10.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_20.1_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.1 
│   │   scenario_Erosion_20.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_20.01_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.01 
│   │   scenario_Erosion_20.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_20.05_replication_0_travel_time.csv # Bridge breaking prob min 2, slope 0.05 
│   │   scenario_Erosion_20.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_50.1_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.1 
│   │   scenario_Erosion_50.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_50.01_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.01 
│   │   scenario_Erosion_50.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_50.05_replication_0_travel_time.csv # Bridge breaking prob min 5, slope 0.05 
│   │   scenario_Erosion_50.05_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_100.1_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.1 
│   │   scenario_Erosion_100.1_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_100.01_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.01 
│   │   scenario_Erosion_100.01_replication_0_waiting_time.csv
│   │   ...
│   │   scenario_Erosion_100.05_replication_0_travel_time.csv # Bridge breaking prob min 10, slope 0.05 
│   │   scenario_Erosion_100.05_replication_0_waiting_time.csv
│   │   ...
│   
└───data
│   └───literary sources            # sources of literature
│   └───traffic files               # unpacked traffic files (.htm)
│   │   README.md                   # markdown for data folder
│   │   _roads3.csv                 # roads data
│   │   BMMS_overview.xlsx          # detailed bridge data
│   │   Bridges.xlsx                # detailed bridge data
│   │   bridges-scores.xlsx         # vulnerability scores of bridges
│   │   cleaned_roads.csv           # dataset created from cleaning_data.ipynb
│   │   cleaned_roads_BCSscore.csv  # dataset created from cleaning_data.ipynb
│   │   cleaned_roads_Cyclone.csv   # dataset created from cleaning_data.ipynb
│   │   cleaned_roads_Earthquake.csv # dataset created from cleaning_data.ipynb
│   │   cleaned_roads_Erosion.csv   # dataset created from cleaning_data.ipynb
│   │   cleaned_roads_Flood.csv     # dataset created from cleaning_data.ipynb
│   │   delay-distribution.csv      # based on bridge lengths
│   │   demo-4.csv                  # demo roads data, two straight roads
│   │   demo-4-original.csv         # original demo roads data, two straight roads
│   │   natural_hazards.xlsx        # vulnerability scores per natural hazard
│   │   RMMS.zip                    # original traffic data
│   │   roads_names.txt             # name of roads considered in the model
│   │   scenario-weights.csv        # scenario weights
│   │   top10_criticality.csv       # top 10 criticality road segments
│   │   top10_vulnerability.csv     # top 10 vulnerable road segments
│   │   traffic_probabilities.txt   # vehicle generation probabilities per road
│   │