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kahunalu/airbnbprediction
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Air BnB Project Description What are we trying to accomplish? Based on data available through Air BnB predict which country a new user's first booking destination will be What data is available? List of users: demographics web session records some summary statistics Training data: User data User's first booking destiniation There are 12 possible outcomes of the destination country: 'US', 'FR', 'CA', 'GB', 'ES', 'IT', 'PT', 'NL', 'DE', 'AU', 'NDF' (no destination found, implying they did not book), and 'other'. File descriptions train_users.csv - the training set of users test_users.csv - the test set of users id: user id date_account_created: the date of account creation timestamp_first_active: timestamp of the first activity, note that it can be earlier than date_account_created or date_first_booking because a user can search before signing up date_first_booking: date of first booking gender age signup_method signup_flow: the page a user came to signup up from language: international language preference affiliate_channel: what kind of paid marketing affiliate_provider: where the marketing is e.g. google, craigslist, other first_affiliate_tracked: whats the first marketing the user interacted with before the signing up signup_app first_device_type first_browser country_destination: this is the target variable you are to predict sessions.csv - web sessions log for users user_id: to be joined with the column 'id' in users table action action_type action_detail device_type secs_elapsed countries.csv - summary statistics of destination countries in this dataset and their locations age_gender_bkts.csv - summary statistics of users' age group, gender, country of destination sample_submission.csv - correct format for submitting your predictions
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Is it possible to predict where a new user will make their first booking? This project is designed to answer just that.
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