TY  - BOOK
AU  - Gadde, Harish (PG190355)
AU  - Rawal, Darshana  (Guide)   
TI  - Developing a web application to understand the tourist dynamics using social media data (Softcopy is also available) 
U1  - MG TH-0215 
PY  - 2021///
N1  - 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
2	RESEARCH PROPOSAL	4
2.1	Aim	4
2.2	Objectives	4
2.3	Data Used	4
3	Literature Review	5
3.1	What is Crowdsourced Data?	5
3.1.1	Available Data Sources	5
3.1.2	Comparison Between Data Providers	6
3.2	Who is a Tourist?	7
3.2.1	Differentiate Tourist and Resident in The Crowdsourced Data. ..7
3.3	Demographic and Socioeconomic Biases of Crowdsourced Data	8
4	Methodology	10
4.1	Comparing Data Sources	10
4.1.1	Standard Access API	11
4.1.2	Academic Research API	12
4.1.3	Application Development	13
4.2	Data Acquisition	17
4.3	Data Processing	17
 
4.3.1	Sentiment Analysis	19
4.4	Spatial Analysis	20
5	Study Area	22
5.1	Selection Criteria	22
6	Data Extraction and Processing	26
6.1	Data Acquisition	26
6.2	Data Cleaning	27
7	Results and Discussions	28
7.1.1	Goa	28
7.1.2	Miami	32
7.2	Observations	35
7.3	Dashboard For Monitoring	35
7.4	Applications	36
7.5	Conclusion	37
7.6	Limitations	37
References	xxxix
Appendix 1: Code Used To Building Application For Downloading Tweets   xli 
Appendix 2: Geocoding Location Attribute To Get Coordinates	44

ER  -