Center for Machine Learning and Intelligent Systems
About  Citation Policy  Donate a Data Set  Contact


Repository Web            Google
View ALL Data Sets

Demand Forecasting for a store Data Set
Download: Data Folder, Data Set Description

Abstract: Contains data for a store from week 1 to week 146.

Data Set Characteristics:  

Multivariate

Number of Instances:

28764

Area:

N/A

Attribute Characteristics:

Integer

Number of Attributes:

8

Date Donated

2019-05-14

Associated Tasks:

Regression

Missing Values?

N/A

Number of Web Hits:

321


Source:

Vicky Malhotra
MIT, Boston


Data Set Information:

Your client is a meal delivery company which operates in multiple cities. They have various fulfillment centers in these cities for dispatching meal orders to their customers. The client wants you to help these centers with demand forecasting for upcoming weeks so that these centers will plan the stock of raw materials accordingly.

The replenishment of majority of raw materials is done on weekly basis and since the raw material is perishable, the procurement planning is of utmost importance. Secondly, staffing of the centers is also one area wherein accurate demand forecasts are really helpful. Given the following information, the task is to predict the demand for the next 10 weeks (Weeks: 146-155) for the center-meal combinations in the test set:

Historical data of demand for a product-center combination (Weeks: 1 to 145)
Product(Meal) features such as category, sub-category, current price and discount
Information for fulfillment center like center area, city information etc.


Attribute Information:

Weekly Demand data (train.csv): Contains the historical demand data for all centers, test.csv contains all the following features except the target variable


Variable Definition
id Unique ID
week Week No
center_id Unique ID for fulfillment center
meal_id Unique ID for Meal
checkout_price Final price including discount, taxes & delivery charges
base_price Base price of the meal
emailer_for_promotion Emailer sent for promotion of meal
homepage_featured Meal featured at homepage
num_orders (Target) Orders Count


fulfilment_center_info.csv: Contains information for each fulfilment center


Variable Definition
center_id Unique ID for fulfillment center
city_code Unique code for city
region_code Unique code for region
center_type Anonymized center type
op_area Area of operation (in km^2)


meal_info.csv: Contains information for each meal being served


Variable Definition
meal_id Unique ID for the meal
category Type of meal (beverages/snacks/soups….)
cuisine Meal cuisine (Indian/Italian/…)


Relevant Papers:

N/A



Citation Request:

Please refer to the Machine Learning Repository's citation policy


Supported By:

 In Collaboration With:

About  ||  Citation Policy  ||  Donation Policy  ||  Contact  ||  CML