CONTENTS
Certificate of original authorship i
Certificate of Dissertation Advisor’s consent iii
Acknowledgments v
Abstract vii
List of Figures ix
List of Tables xi
1 Introduction 1
1.1 Background 1
1.2 Need for Study 1
1.3 Aim 1
1.4 Objectives 2
1.5 Discrete Choice Modelling 2
1.6 Transportation Modes 2
2 Literature Review 3
3 Study Area 7
4 Methodology 9
4.1 Data Used/ Collection 10
4.1.1 Data Cleaning 11
4.2 Software Used 11
4.2.1 About Biogeme 12
4.3 About Modelling 13
4.3.1 Types of Modelling 13
4.4 Types of Variables 14
4.4.1 Dependent Variable 14
4.4.2 Explanatory Variable: 14
4.5 Mapping OViN Dataset 15
4.6 Data Analysis 16
4.6.1 Determining Variables of Influence 17
4.6.2 Spatial Distribution of Transportation Mode Choice 18
4.7 GIS Based Transportation Mode Choice Dashboard 19
4.7.1 Publishing GIS Shapefiles on ArcGIS Online: 19
4.7.2 Creating a Web Map 20
4.7.3 Building a Dashboard 21
4.8 Data Modelling 21
5 Analysis 25
5.1 Model-I 25
5.2 Model-II 27
5.3 Model-III 29
5.4 Model-IV: 32
5.5 Model-V: 36
5.6 Model-VI 39
5.7 Model-VII: 43
5.8 Model-VIII: With Condition for Availability of Bicycle 46
5.9 Model-IX: 50
6 Results 55
6.1 Model Results 55
6.2 GIS Based Transportation Mode Choice Dashboard 57
7 Conclusion 59
8 Future Research 61
References 63