HIB Las Vegas Strip Dataset Analysis Write Up Essay
Description
Task:
Develop a predictive model and analysis write up to predict how many times a review was deemed helpful by other users. (Helpful votes).
Dataset:
LasVegasTripAdvisorReviews-1.xlsx Download LasVegasTripAdvisorReviews-1.xlsx
Dataset Source
http://archive.ics.uci.edu/ml/datasets/Las+Vegas+Strip (Links to an external site.)
Moro, S., Rita, P., & Coelho, J. (2017). Stripping customers’ feedback on hotels through data mining: The case of Las Vegas Strip. Tourism Management Perspectives, 23, 41-52.
Deliverables:
1. Analysis Write Up
Save this as a .pdf file under the following naming convention: FIRSTNAME_LASTNAME_A1_Write_Up.pdf
- Present your best TWO insights (maximum 100 words per insight)
- Make one actionable recommendation based on your analysis and offer recommendations for business implementation (maximum 200 words)
- State your final model’s highest R-Square value, rounded to three decimal places
2. Data Analysis and Code
Save this as a Jupyter Notebook (.ipynb) file under the following naming convention: FIRSTNAME_LASTNAME_A1_Analysis.ipynb
Tell the story of your analysis through:
- exploratory data analysis
- feature treatment and engineering
- utilizing appropriate modeling techniques
3. Final Model
Save this as a Python (.py) script under the following naming convention: FIRSTNAME_LASTNAME_A1_Model.py
Model will be assessed on:
- R-Square value on unseen data (randomly seeded)
- Processing speed (see coding requirements below)
- Appropriateness for the problem at hand
- Being submitted as a .py script (Note: coding files submitted as anything other than a .py script will receive a one-letter grade deduction)
Coding Requirements
Both the analysis code and the final model must meet the following requirements:
- runs from start to finish in under one minute (based on Prof. Chase’s computer)
- be coded in Python or R (R may only be used if it runs within your Python script)
- be well commented
- avoid “data dumping” (i.e. avoid any unnecessary output or graphics)
- run without errors or bugs
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