Monique  Larson

Monique Larson

1598473020

Predicting a Hotel Booking Demand

Here in this article, I want to write about how to build a prediction model using Python with Jupyter Notebook. The data that I am using for this experiment is the Hotel Booking Demand dataset from Kaggle.

In this article, I will only show you the modeling stage, with just the Logistic Regression model, but you can access the full document, including the Data Cleaning, Preprocessing, and Exploratory Data Analysis on my Github.

Without further ado, let’s do it.

Importing Libraries

Importing the Libraries

Loading the Dataset

Loading the Dataset

And here is how the dataset looks.

Image for post

Dataset

It has 32 columns, and the full version of it is:

['hotel', 'is_canceled', 'lead_time', 'arrival_date_year',
       'arrival_date_month', 'arrival_date_week_number',
       'arrival_date_day_of_month', 'stays_in_weekend_nights',
       'stays_in_week_nights', 'adults', 'children', 'babies', 'meal',
       'country', 'market_segment', 'distribution_channel',
       'is_repeated_guest', 'previous_cancellations',
       'previous_bookings_not_canceled', 'reserved_room_type',
       'assigned_room_type', 'booking_changes', 'deposit_type', 'agent',
       'company', 'days_in_waiting_list', 'customer_type', 'adr',
       'required_car_parking_spaces', 'total_of_special_requests',
       'reservation_status', 'reservation_status_date']

#predictions #hotel #data #data-science #machine-learning

What is GEEK

Buddha Community

Predicting a Hotel Booking Demand
Jones Brianna

Jones Brianna

1612588350

Hotel Booking App Development

https://www.mobiwebtech.com/create-online-hotel-booking-app-like-oyo-rooms-airbnb/https://www.mobiwebtech.com/create-online-hotel-booking-app-like-oyo-rooms-airbnb/

If you are interested in creating a Hotel booking app like Oyo Rooms, Mobiweb Technologies is the perfect partner for you in this technological world. Our developers have a huge experience in providing mobile app development solutions. Contact us by visiting our official website.

#hotel booking app development #hotel booking app developer #hotel booking app like oyo #hotel booking software development #create hotel booking app #hotel booking web development

Jones Brianna

Jones Brianna

1607940911

How to Create an Online Hotel Booking App Like OYO Rooms

https://yourstory.com/mystory/how-to-create-an-online-hotel-booking-app-like-oyo

Hotel booking apps like OYO rooms and Trivago made it possible for people to book their favourite hotels at their favourite destination at affordable rates by just sitting at their home. Travel and hospitality industry is growing at a rapid speed, so many big and small players are entering in this industry.

#hotel booking app development #hotel booking app developer #hotel booking app like oyo #hotel booking software development #create hotel booking app

How to Create an Online Hotel Booking App Like OYO Rooms

https://yourstory.com/mystory/how-to-create-an-online-hotel-booking-app-like-oyo

Hotel booking apps like OYO rooms and Trivago made it possible for people to book their favorite hotels at their favorite destination at affordable rates by just sitting at their homes. The travel and hospitality industry is growing at a rapid speed, so many big and small players are entering this industry.

#hotel booking app development #hotel booking app developer #hotel booking app like oyo #create hotel booking app

Monique  Larson

Monique Larson

1598473020

Predicting a Hotel Booking Demand

Here in this article, I want to write about how to build a prediction model using Python with Jupyter Notebook. The data that I am using for this experiment is the Hotel Booking Demand dataset from Kaggle.

In this article, I will only show you the modeling stage, with just the Logistic Regression model, but you can access the full document, including the Data Cleaning, Preprocessing, and Exploratory Data Analysis on my Github.

Without further ado, let’s do it.

Importing Libraries

Importing the Libraries

Loading the Dataset

Loading the Dataset

And here is how the dataset looks.

Image for post

Dataset

It has 32 columns, and the full version of it is:

['hotel', 'is_canceled', 'lead_time', 'arrival_date_year',
       'arrival_date_month', 'arrival_date_week_number',
       'arrival_date_day_of_month', 'stays_in_weekend_nights',
       'stays_in_week_nights', 'adults', 'children', 'babies', 'meal',
       'country', 'market_segment', 'distribution_channel',
       'is_repeated_guest', 'previous_cancellations',
       'previous_bookings_not_canceled', 'reserved_room_type',
       'assigned_room_type', 'booking_changes', 'deposit_type', 'agent',
       'company', 'days_in_waiting_list', 'customer_type', 'adr',
       'required_car_parking_spaces', 'total_of_special_requests',
       'reservation_status', 'reservation_status_date']

#predictions #hotel #data #data-science #machine-learning

dia adalyn

1608030628

Leverage your hospitality business by building a OYO clone app

OYO Rooms is India’s largest budget hotel brand in the hospitality industry. Lack of budget accommodation is still a significant challenge for travelers. They hesitate to stay because of the lack of proper infrastructure and the quality of the service offered at most unbranded budget hotels. To solve all the issues that travelers often face, OYO Rooms clonecome to the rescue, providing a budget-friendly space with neat infrastructure offering a consistent experience to the customers.

How Does OYO Work?

OYO works with hotels to sign-up on their platform and improves the customer experience; on the other side, it entices travelers. They prefer to stay at OYO Rooms rather than an unknown hotel, leading to increased demand for the partnered hotels on the OYO platform. OYO Rooms generate revenue by taking a percentage commission on the bookings made on the OYO platform.

In the digitally driven world, the mobile app is used for all services that have created a massive impact in on-demand applications. The traditional way of hotel booking has not been preferred anymore.

These days, people prefer to get things done instantly. It is made possible via an app. Even with booking hotels, customers prefer safe and simple access over the complicated booking process by calling the hotel or agent. That is the reason why people prefer to use an app like OYO. The OYO clone app is built that paves the way for customers to book hotels from anywhere, anytime. Because of its quality of service and budget-friendly hotels given for customers, they have started believing in booking online via the OYO app.

Here, we will see the features to include in the OYO Rooms like app

Read More : https://www.appdupe.com/blog/leverage-your-hospitality-business-with-an-app-like-oyo/

#oyo rooms booking script #hotel booking script #hotel booking app development #hotel booking app like oyo #oyo rooms like app