Code corresponding to the paper:
Cheng, Y.*, He, C.*, Hegarty, M., & Chrastil, E. R. (2022). Who believes they are good navigators? A machine learning pipeline highlights the impact of gender, commuting time, and education. Machine Learning with Applications, 100419. * denotes equal authorship
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Section 3.1, Figure 2. Data Preprocessing & Filtering
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Section 3.1, Figure 3. Percentages and histograms of all self-reported variables
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Section 3.2.1, Figure 4. Correlation Analysis
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Section 3.2.2 Factor Analysis
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Section 3.2.3, Figure 5, Figure 6, Figure 7. Clustering
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Section 3.2.3, Clustering - Chi-square Test of Independence
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Section 3.3. Ordinal Logistic Regression
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Section 3.4, Figure 8, Random Forest Regression