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f1e80c7 · Aug 26, 2021

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RTO Prediction

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Aug 26, 2021

Definition

RTO (Return to Origin) refers to the non-deliverability of a package and its return to the seller’s address.

Objective

Need to create a predictive model that is capable of to predict whether a shipment will be RTO or not at the time of order placed (before shipped).

Data Dictionary

Dataset columns Description
order_id Unique Id of order
shipment_id Unique Id of shipment
awb_code (Airwaybill) Code that provides detailed information about the shipment
shipment_status Status of the shipment
order_source Source of order
company_id Unique id of the company
channel_base_code Channel code by which order arrived
shipment_total The total cost of shipment
assigned_date_time Date and time at which shipment assigned
awb_shipped_date Date and time at which shipment shipped
awb_delivered_date Date and time at which shipment delivered
awb_rto_initiated_date Date and time at which shipment RTO initiated
awb_rto_delivered_date Date and time at which shipment RTO delivered to their origin.
gender Gender of buyer
cod Prepaid shipment=0
ETD Estimate time of delivery
delivery_postcode Shipment delivery postcode
delivery_city Shipment delivery city
delivery_state Shipment Delivery state
is_rto RTO Flag (Target Column)

Data Cleaning

Model Building