Yoga Retreat Worldwide

Avatar
Posted on Sep 10, 2019

Background

This project is aimed at Scraping Data from randomly selected website and conduct basic analysis on it from business point of view.

  • Chosen website is:  https://www.bookyogaretreats.com/
  • Theme: yoga
  • Retreats
  • Vacation
  • Worldwide
  • 7447 retreats

Question: 

Provide some insights for sb who is planning on setting up a yoga retreat.

Website Struc

ture

Website Structure

7447 listings
12 listings/page
621 pages

Scraping Tool: Scrapy

The collected data consists 7447 observations with 17 features each.

DEA

Language Distribution:

89% of the retreats use English as Instruction Language

Popularity by Country

 

  1. India:  19% 
  2. Indonesia: 11% 
  3. Spain: 9%
  4. Thailand: 6%
  5. Portugal: 6%
  6. USA: 5% Italy:
  7. 5% Costa Rica: 4%

Participants Review Rating Distribution

Popularity by Country

Global general performance is quite good. •5.5:  27% •4.5:  39% •4.0:  28% •3.5:   9% •91% of ratings are 4 and 4 above •No  lower than 3.5 ratings.

Participants Review Rating by Country

•Ireland: No.1(10) •Peru: No.2 (77) •USA: No. 4, ranks 6th on retreat counts (399) •India: No. 14, ranks 1st on retreat counts(1387) •Spain: No.12,  ranks 3rd on retreat counts

Skill Levels


•All level: 58%
•Beginner and Intermedia: 23%
•Beginner: 11%
•Intermediate and Advanced: 3%

Yoga Style Popularity

Popularity of  Lengths of the stay



2~8 days length are the most adopted program

Possible answers for the new yoga retreat business:

  1. Instruction:  English
  2. Skill level:  all level
  3. Yoga style:  consider the Vinyasa, Astanga etc.
  4. Length of program:  5-8 days
  5. Location: along the coastal line
  6. Third party – expert tip

 

Palm Beach/Miami, Florida,  America Should be my first choice.

Improvement:

Use Selenium  to scrap and retain:

  1. Price
  2. Customer Reviews (detail)
  3. Traveller (single or family)

With the detail reviews, we can use NLP to receive more information on feedback. Also, we can discover more travel pattern which will help on the new business set up.

 

 

Palm Beach/Miami, Florida,  America Should be my first choice.

About Author

Avatar

Lan Mond

Recently certified as Data Scientist and Masters in Electrical Engineering alongside with rich international business experience in helping companies to gather and analyze data to make more informed decisions regionally and globally to achieve their business goals while...
View all posts by Lan Mond >

Leave a Comment

No comments found.

View Posts by Categories


Our Recent Popular Posts


View Posts by Tags

2019 airbnb alumni Alumni Interview Alumni Reviews Alumni Spotlight alumni story Alumnus API Application artist aws beautiful soup Best Bootcamp Best Data Science 2019 Best Data Science Bootcamp Best Data Science Bootcamp 2020 Best Ranked Big Data Book Launch Book-Signing bootcamp Bootcamp Alumni Bootcamp Prep Bundles California Cancer Research capstone Career Career Day citibike clustering Coding Course Demo Course Report D3.js data Data Analyst data science Data Science Academy Data Science Bootcamp Data science jobs Data Science Reviews Data Scientist Data Scientist Jobs data visualization Deep Learning Demo Day Discount dplyr employer networking feature engineering Finance Financial Data Science Flask gbm Get Hired ggplot2 googleVis Hadoop higgs boson Hiring hiring partner events Hiring Partners Industry Experts Job Job Placement Jobs Jon Krohn JP Morgan Chase Kaggle Kickstarter lasso regression Lead Data Scienctist Lead Data Scientist leaflet linear regression Logistic Regression machine learning Maps matplotlib Medical Research meetup Networking neural network Neural networks New Courses nlp NYC NYC Data Science nyc data science academy NYC Open Data NYCDSA NYCDSA Alumni Online Open Data painter pandas Part-time Portfolio Development prediction Prework Programming PwC python python machine learning python scrapy python web scraping python webscraping Python Workshop R R language R Programming R Shiny r studio R Visualization R Workshop R-bloggers random forest Ranking recommendation recommendation system regression Remote remote data science bootcamp Scrapy scrapy visualization seaborn Selenium sentiment analysis Shiny Shiny Dashboard Spark Special Special Summer Sports statistics streaming Student Interview Student Showcase SVM Switchup Tableau team TensorFlow Testimonial tf-idf Top Data Science Bootcamp twitter visualization web scraping Weekend Course What to expect word cloud word2vec XGBoost yelp