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Twitter sentiment analysis: An estimation of the trends in tourism after the outbreak of the Covid-19 pandemic Cover

Twitter sentiment analysis: An estimation of the trends in tourism after the outbreak of the Covid-19 pandemic

Open Access
|Nov 2023

Figures & Tables

Figure 1:

International Tourist Arrivals By Region In Q1 2020Source: Report of World Tourism Organization
International Tourist Arrivals By Region In Q1 2020Source: Report of World Tourism Organization

Figure 2:

Equation1–Sigmoid Function
Equation1–Sigmoid Function

Figure 3:

Confusion matrix
Confusion matrix

Figure 4:

ROC Curve
ROC Curve

Figure 5:

Logistic Regression on Python
Logistic Regression on Python

Figure 6:

Confusion matrix on Python
Confusion matrix on Python

Figure 7:

Confusion matrix–accuracy on Python
Confusion matrix–accuracy on Python

Figure 8:

ROC curve on Python
ROC curve on Python

Figure 9:

Surface Diagram of Sentiment Analysis
Surface Diagram of Sentiment Analysis

Sentiment Analysis

Keywordssentimentlikesre-tweetPerformance
Trekking0.520.0697.71High
Beaches0.20.04325.68Moderate
Travel0.340.01439.42Moderate
Wanderlust0.240.811521.9Moderate
Holiday0.30.151455.17Moderate
Travelgram0.550.516.04High
Nature0.5801238.4High
Insta travel0.440.595.83Moderate
Travel life0.431.439.33Moderate
Travel diaries0.440.586.78Moderate
Mountains0.380.043471.22Moderate
Cruise0.250.12822.25Moderate
Birding.320.9966.11Moderate
Museums0.510.036895.4High
Memorials0.270.85965.5Moderate
Nostalgia tourism0.36362.3673.41Low
‘Spiritual’ tourism0.120.125310.9Low (many religious places are closed till date)
Adventure Tour0.541.2677.6High
DOI: https://doi.org/10.2478/ejthr-2023-0004 | Journal eISSN: 2182-4924 | Journal ISSN: 2182-4916
Language: English
Page range: 40 - 48
Submitted on: Jun 6, 2021
Accepted on: Jan 16, 2023
Published on: Nov 18, 2023
Published by: Polytechnic Institute of Leiria
In partnership with: Paradigm Publishing Services
Publication frequency: 2 issues per year

© 2023 Garima Malik, Dharmendra Singh, published by Polytechnic Institute of Leiria
This work is licensed under the Creative Commons Attribution 4.0 License.