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Observation
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DATA ANALYTICS PROJECT
OBJECTIVE:
Clientale:
OYO ROOMS
Task In Hand:
Oyo rooms on the occassion of their aniversary wants to give away a new BEST IN THE LOCATION TAG for the hotels in every location.
They hired us to prepare a final list of these hotels.
DATA CLEANING
- We can see that there are 14180 hotels in the list.
- We can also understand that number of ratings and summary is missing for every 'NEW' Hotel.
- We have replaced evey null value in the number of ratings by 0, to maintain the authenticity in the data.
- We can see that '₹' is causing a problem in the Original_price and Final_price to convert the data type from object to float
- Also '% off' will not let us convert the Offer from object to float.
- 'km' in the Distance will not let us convert Distance into float
- 'NEW' in Rating will not lets us convert the data from object to float for better analyses.
- 'ratings' in Number of Rating will not let us convert the data from object to float.
- Now in the end we drop duplicates.
DATA UNDERSTANDING
CITY
- We can see from the above data that, Delhi has the maximum number of hotels compared to the rest.
- While Chennai has the least number of hotels.
LOCATION
- There are 100 locations.
- Mahipalpur has the most number of hotels.
SUMMARY
- It can be seen that the summary has been divided into 6.
- 4982 hotels from the data fall under 'Very Good'.
- While only 88 hotels are 'Fabulous'.
ORIGINAL_PRICE
- Minimum Original_price for the data is Rs.602
- Maximum Original_price for the data is Rs.32452
- Mean value of Original_price is Rs.2895.7212
- Median value of Original_price is Rs.2299
OFFER
- Minimum Offer for the data is 32%
- Maximum Offer for the data is 71%
- Mean value of Offer is 34.33%
- Median value of Offer is 32%
FINAL_PRICE
- Minimum Final_price for the data is Rs.411
- Maximum Final_price for the data is Rs.20651
- Mean value of Final_price is Rs.1908.409698
- Median value of Final_price is Rs.1506
DISTANCE
- Minimum Distance for the data is 0.0 km
- Maximum Distance for the data is 20 km
- Mean value of Distance is 6.155658 km
- Median value of Distance is 6.2 km
RATING
- Minimum Rating for the data is 0
- Maximum Rating for the data is 5
- Mean value of Rating is 3.67
- Median value of Rating is 4
NUMBER OF RATING
- Minimum Number of Rating for the data is 0 Ratings
- Maximum Number of Rating for the data is 6943 Ratings
- Mean value of Number of Rating is 588.801536 Ratings
- Median value of Number of Rating is 290 Ratings
UNIVARIATE ANALYSIS
CITY
### Observation
- `Delhi` has the highest number of hotels
- `Mumbai` has the least number of hotels
LOCATION
### Observation
- `Mahipalpur` has the highest number of hotels
SUMMARY
### Observations
- Properties which are very good are maximum.
- Properties which are fabulous are least in number
NUMBER OF RATING
### Observations
- Around 9000 properties have number of ratings in the range around 750 ratings.
- OYO Flagship 16092 Jageer Palace is the hotel with highest number of ratings in India.
RATING
### Observations
- 12.41% of the total properties are new or have 0 rating.
- 11.39% of the total properties have a rating of 4.1
- Only 6.93% of the total properties have a rating of 3.6
DISTANCE
### Observations
- More than 2750 properties are at a distance of 7.5km from their designated locations.
- OYO 2407 Hotel Gera's M1 and OYO 33489 Krishna Suites in Delhi are the hotels with least distances.
OFFER
### Observations
- Maximum number of properties have an offer of 32% off.
- OYO 9019 Golden Park in Delhi is the hotel which offers the maximum discount of 71%.
ORIGINAL_PRICE
### Observations
- Maximum number of price can be seen at 3000.
- Existance of outliers can be easily verified with the above graph.
- Palette - Prestige Golfshire Club is the most expensive hotel in India.
- SPOT ON 45777 Triplicane High Rd is the cheapest hotel.
FINAL_PRICE
### Observations
- Maximum number of properties can be seen having the final at around 2000.
- Existance of outliers can be easily verified from the above data.
- Palette - Prestige Golfshire Club is the most expensive hotel in India.
- SPOT ON 45777 Triplicane High Rd is the cheapest hotel.
BIVARIATE ANALYSIS
CITY VS LOCATION
### Observations
- In Hyderabad, Jubilee Hills and Banjara Hills have the maximum number of hotels.
- In Hyderabad, Uppal, Rajiv Gandhi International Airport and Shamshabad have the least number of hotels.
### Observations
- In Bangalore, MG Road has the highest number of hotels.
- In Bangalore, Whitefield has the least number of hotels.
CITY VS SUMMARY
### Observation
- More than 1000 properties are very good in Hyderabad
### Observation
- More than 1200 properties are Very Good in Bangalore.
CITY VS (FINAL_PRICE & ORIGINAL_PRICE)
- Mumbai has the highest Final_price and Original_price.
- Capital O 22737 Chandra Grand Hotel is the most expensive hotel in Hyderabad
- SPOT ON 65122 K - inn SPOT, SPOT ON 45127 Thirumala Lodge SPOT and SPOT ON 48349 Sri Sai Lohith Lodge SPOT are the cheapest hotels in Hyderabad.
- Palette -Prestige Golfshire Club is the most expensive hotel in Bangalore
- SPOT ON 47596 Gayatri Comforts SPOT is the most cheapest hotel in Bangalore
CITY VS OFFERS
# Observations
- Delhi offers the highest offers.
- Hyderabad offers an average of 33.5% off
- Bangalore offers an average of 34.65% off
CITY VS NUMBER_OF_RATING
### Observation
- Hyderabad has the highest number of ratings.
- Number of Ratings for hotels in hyderabad are at a mean of 839.73
- Number of Ratings for hotels in bangalore are at a mean of 610.29
CITY VS RATING
### Observation
- From the bar graph it can be infered that mean of the ratings of hotels is the highest in INDIA.
- In Hyderabad, OYO 14501 Hotel Hill View Guest House Begumpet is the highest rated hotel.
- In Bangalore, OYO 19285 Uv Comforts, Palette - Npg Hotel, OYO 29020 Vm Comfort and OYO 24130 Surya Comforts are rated the highest.
CITY VS DISTANCE
### Observation
- Least distance from the location can be observed in the data from Chennai.
- In Bangalore, Hotels with maximum distance from the specified location are Capital O 49358 Blue Meridian Inn and OYO 40115 J P Palace.
- In Bangalore, Hotels with minimum distance from the specified location are OYO 13594 Mathrushree Residency and OYO 47451 Elegant Indira Nagar
- In Hyderabad, Hotels with maximum distance from the speccified location are in the locations of Shamshabad, LB Nagar and a couple in Rajiv Gandhi International Airport.
- In Hyderabad, Hotels with minimum distance from the specified location are OYO 47332 Hotel Dolphin, OYO 9303 Celebrity Skyhy Rooms, OYO 14731 Hallmark Inn Kukatpally and OYO 2840 Kanha Grand.
MULTIVARIATE ANALYSIS:
HYDERABAD:
BANJARA HILLS:
FABULOUS:
OYO 14501 Hotel Hill View Guest House Begumpet
EXCELLENT:
LEAST FINAL PRICE:
OYO 49253 Raja Residency
HIGHEST NUMBER OF RATING:
OYO Flagship 15391 Mehdipatnam
LEAST DISTANCE:
OYO 14224 Happy Guest house
RATING = 4.8:
LEAST FINAL PRICE:
Capital O 46832 Gaayatri Residency Deluxe
HIGHEST NUMBER OF RATING:
Capital O 9003 Deccan Inn Deluxe
LEAST DISTANCE:
Capital O 45597 Hotel Riya Grand Deluxe
VERY GOOD:
LEAST FINAL PRICE:
OYO 44275 Three Castles Executive
HIGHEST NUMBER OF RATING:
OYO Townhouse 064 Secunderabad
LEAST DISTANCE:
Capital O 44354 Jubilee Banjara Suites
JUBILEE HILLS:
EXCELLENT:
LEAST FINAL PRICE
SPOT ON 37214 Classic Lodge SPOT
HIGHEST NUMBER OF RATING:
OYO 41729 Elite Stay JNTU Kukatpally
LEAST DISTANCE:
Capital O 6422 Luxor Park
RATING = 4.8
LEAST FINAL PRICE
SPOT ON 37214 Classic Lodge SPOT
HIGHEST NUMBER OF RATING:
SPOT ON 37214 Classic Lodge SPOT
LEAST DISTANCE:
Capital O 9003 Deccan Inn Deluxe
VERY GOOD:
LEAST FINAL PRICE
OYO 44275 Three Castles Executive
HIGHEST NUMBER OF RATING:
OYO Townhouse 064 Secunderabad
LEAST DISTANCE:
OYO 47332 Hotel Dolphin
KONDAPUR:
EXCELLENT:
LEAST FINAL PRICE
OYO 22445 Lakshmi Residency
HIGHEST NUMBER OF RATING:
OYO 41729 Elite Stay JNTU Kukatpally
LEAST DISTANCE:
OYO 44149 Globextra
RATING = 4.8
LEAST FINAL PRICE
Capital O 9003 Deccan Inn Deluxe
HIGHEST NUMBER OF RATING:
Capital O 9003 Deccan Inn Deluxe
LEAST DISTANCE:
Capital O 9003 Deccan Inn Deluxe
VERY GOOD:
LEAST FINAL PRICE
OYO 22425 Hotel Honey Cruise
HIGHEST NUMBER OF RATING:
Capital O 12384 Hotel Serene Majestic Deluxe
LEAST DISTANCE:
Capital O 61839 Scrummys Kondapur Deluxe
HITECH CITY:
EXCELLENT:
LEAST FINAL PRICE
OYO 22445 Lakshmi Residency
HIGHEST NUMBER OF RATING:
OYO 41729 Elite Stay JNTU Kukatpally
LEAST DISTANCE:
Collection O 44177 Patrika Nagar
RATING = 4.8
LEAST FINAL PRICE
Capital O 9003 Deccan Inn Deluxe
HIGHEST NUMBER OF RATING:
Capital O 9003 Deccan Inn Deluxe
LEAST DISTANCE:
Capital O 9003 Deccan Inn Deluxe
VERY GOOD:
LEAST FINAL PRICE
OYO 22425 Hotel Honey Cruise
HIGHEST NUMBER OF RATING:
Capital O 37516 Apple Tree Inn
LEAST DISTANCE:
OYO 62254 Premium Stay Hitech City
BEGUMPET:
FABULOUS:
OYO 14501 Hotel Hill View Guest House Begumpet
EXCELLENT:
LEAST FINAL PRICE
OYO 49253 Raja Residency
HIGHEST NUMBER OF RATING:
OYO Flagship 15391 Mehdipatnam
LEAST DISTANCE:
OYO 18454 Hallmark Inn Begumpet
RATING = 4.8
LEAST FINAL PRICE
Capital O 45597 Hotel Riya Grand Deluxe
HIGHEST NUMBER OF RATING:
Capital O 45597 Hotel Riya Grand Deluxe
LEAST DISTANCE:
Capital O 45597 Hotel Riya Grand Deluxe
VERY GOOD:
LEAST FINAL PRICE
OYO 44275 Three Castles Executive
HIGHEST NUMBER OF RATING:
OYO Townhouse 064 Secunderabad
LEAST DISTANCE:
OYO Townhouse 064 Secunderabad
MEHDIPATNAM:
EXCELLENT:
LEAST FINAL PRICE
SPOT ON 37214 Classic Lodge SPOT
HIGHEST NUMBER OF RATING:
OYO Flagship 15391 Mehdipatnam
LEAST DISTANCE:
OYO Flagship 15391 Mehdipatnam
RATING = 4.8
LEAST FINAL PRICE
SPOT ON 37214 Classic Lodge SPOT
HIGHEST NUMBER OF RATING:
SPOT ON 37214 Classic Lodge SPOT
LEAST DISTANCE:
Capital O 45597 Hotel Riya Grand Deluxe
VERY GOOD:
LEAST FINAL PRICE
OYO 44275 Three Castles Executive
HIGHEST NUMBER OF RATING:
OYO Townhouse 064 Secunderabad
LEAST DISTANCE:
OYO 44275 Three Castles Executive
KACHIGUDA RAILWAY STATION:
EXCELLENT:
LEAST FINAL PRICE
SPOT ON 37214 Classic Lodge SPOT
HIGHEST NUMBER OF RATING:
OYO Flagship 15391 Mehdipatnam
LEAST DISTANCE:
OYO 18926 Tourist Krishna Inn
RATING = 4.8
LEAST FINAL PRICE
SPOT ON 37214 Classic Lodge SPOT
HIGHEST NUMBER OF RATING:
SPOT ON 37214 Classic Lodge SPOT
LEAST DISTANCE:
SPOT ON 37214 Classic Lodge SPOT
VERY GOOD:
LEAST FINAL PRICE
OYO 44275 Three Castles Executive
HIGHEST NUMBER OF RATING:
OYO Flagship 16073 Kothapet Ramoji
LEAST DISTANCE:
OYO 16539 Grand Sandarshini Inn
SECUNDERABAD RAILWAY STATION:
FABULOUS:
OYO 14501 Hotel Hill View Guest House Begumpet
EXCELLENT:
LEAST FINAL PRICE
OYO 49253 Raja Residency
HIGHEST NUMBER OF RATING:
OYO Flagship 15391 Mehdipatnam
LEAST DISTANCE:
Capital O 23543 Hotel Vaishnavi
RATING = 4.8
LEAST FINAL PRICE
Capital O 46832 Gaayatri Residency Deluxe
HIGHEST NUMBER OF RATING:
Capital O 45597 Hotel Riya Grand Deluxe
LEAST DISTANCE:
Capital O 45597 Hotel Riya Grand Deluxe
VERY GOOD:
LEAST FINAL PRICE
OYO 44275 Three Castles Executive
HIGHEST NUMBER OF RATING:
OYO Townhouse 064 Secunderabad
LEAST DISTANCE:
OYO Townhouse 064 Secunderabad
JUBILEE HILLS:
EXCELLENT:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
RATING = 4.8
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
VERY GOOD:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
JUBILEE HILLS:
EXCELLENT:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
RATING = 4.8
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
VERY GOOD:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
JUBILEE HILLS:
EXCELLENT:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
RATING = 4.8
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
VERY GOOD:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
JUBILEE HILLS:
EXCELLENT:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
RATING = 4.8
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
VERY GOOD:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
JUBILEE HILLS:
EXCELLENT:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
RATING = 4.8
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
VERY GOOD:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
JUBILEE HILLS:
EXCELLENT:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
RATING = 4.8
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
VERY GOOD:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
JUBILEE HILLS:
EXCELLENT:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
RATING = 4.8
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE:
VERY GOOD:
LEAST FINAL PRICE
HIGHEST NUMBER OF RATING:
LEAST DISTANCE: