This is my project about DATA ANALYTICS

1. DATA
ANALYTICS
PROJECT
ANDHIARIZQI MULYAWAN

2. ❖ Data Preparation: Downloading data
❖ Data Understanding: Choosing important data that will be presented
❖ Data Cleaning: Cleaning duplicates and null data, changing data type
❖ Data Analysis: Removing outliers, quartile analysis, box plot
❖ Data Visualization: Running query and visualize
DATA SOURCES
AirBnB Dummy Data,
Provided by RevoU
UNDERSTANDING PROBLEM
● Which most popularborough for rented properties?
● Which most favourite properties?
● Which most expensive properties in area?
TOOLS USED
METHODOLOGY
CASE STUDY

3. DATA UNDERSTANDING
● This data is provide order of AirBnb Room
● This data contain 48.894 rows and 16 columns
● This data contain null rows, that have to
cleaned by choosing right column to cleaned
● This data have unjustified data type that have
to changed

4. DATA CLEANING
Importing library ‘Pandas’ &
uploading csv file
Cleaning duplicates and changing
data type
Choosing ‘host_name’ rows to cleaning null
data and make new format.

5. DATA ANALYSIS
Checking outliers using Box Plot
This data have lots of outliers
Checking data distribution

6. DATA ANALYSIS
Cleaning outliers using quantile
analysis to exclude it out
Result after
cleaning data.

7. DATA PREPARATION
Download the data after cleaning
Result after cleaning

8. DATA
VISUALIZATION

9. Manhattan is so crowded and the most favourite borough to rent
properties, because it becomes the highest rented properties
borough, slightly more than Brooklyn.
Meanwhile, Staten Island is unfavourite, because of low amount
rented properties.

10. Entire home/apt is the most favourite room type, slightly better than Private
Room. People consider Entire home/apt as a best option in rented properties.
Meanwhile, Shared room is the most unfavourite room. Most people don’t
really like to share room each other.

11. ● Manhattan is the most expensive borough to
rented properties from all of room type,
followed by Brooklyn.
● Entire home/apt is the most expensive room
type, followed by Private Room.
People love to rented properties,
especially Entire home/apt in Manhattan,
despite of its expensive price

12. CONCLUSION
● Manhattan is the most popular borough, but also the most expensive
borough to rented properties.
● Entire home/apt is the most favourite properties among tourists.
● AirBnb needs to build not only lower budget, good facilities properties
but also located near city center. Because Manhattan is located in city
center, and have lots of apartment, despite its expensive cost