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Is the Vacation Rental Industry Overstated?

April 26, 2019

Feature Type Highest-Scoring Match Score Lowest-Scoring Match Score
Description Levenshtein Ratio +2.359 +2.337
Calendar Percent Match +1.663 -1.773
Title Term Frequency - Inverse Document Frequency +1.271 +0.195
Difference in # Images +0.633 -0.377
Rental Type Match +0.348 +0.351
Overall Score: 3.944 0.036
Overall Probability: 98% 50%
Feature Type Score
Calendar Percent Match +2.095
Distance +1.293
Rental Type Match +0.694
# Bedrooms Match +0.423
# Reservations to # Reviews +0.395
Difference in Historical Reservations +0.343
Calendar Cosine Similarity +0.262
Title Term Frequency - Inverse Document Frequency +0.226
Percentage of Calendar Overlap +0.150
Difference in Bathrooms +0.127
Average Nightly Rate Difference +0.011
Both Instant-Bookable -0.030
Difference in # Images -0.045
Model Bias -0.069
Description Term Frequency - Inverse Document Frequency -0.440
Difference in # Accommodates -1.093
Title Levenshtein Ratio -1.436
Description Levenshtein Ratio -1.517
Overall Score: 1.391
Overall Probability: 80%

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