wholesale-customers

OpenML dataset with id 1511

Author name not available (Why is that?)

Full work available at URL: https://api.openml.org/data/v1/download/1681131/wholesale-customers.arff

Upload date: 26 May 2015

Dataset Characteristics

Number of classes: 2
Number of features: 9 (numeric: 7, symbolic: 2 and in total binary: 1 )
Number of instances: 440
Number of instances with missing values: 0
Number of missing values: 0

Description

Author: Margarida G. M. S. Cardoso Source: UCI Please cite: Abreu, N. (2011). Analise do perfil do cliente Recheio e desenvolvimento de um sistema promocional. Mestrado em Marketing, ISCTE-IUL, Lisbon.

Title:

Wholesale customers Data Set

Abstract:

The data set refers to clients of a wholesale distributor. It includes the annual spending in monetary units (m.u.) on diverse product categories

Source:

Margarida G. M. S. Cardoso, margarida.cardoso '@' iscte.pt, ISCTE-IUL, Lisbon, Portugal

Attribute Information:

1) FRESH: annual spending (m.u.) on fresh products (Continuous); 2) MILK: annual spending (m.u.) on milk products (Continuous); 3) GROCERY: annual spending (m.u.)on grocery products (Continuous); 4) FROZEN: annual spending (m.u.)on frozen products (Continuous) 5) DETERGENTS_PAPER: annual spending (m.u.) on detergents and paper products (Continuous) 6) DELICATESSEN: annual spending (m.u.)on and delicatessen products (Continuous); 7) CHANNEL: customers' Channel - Horeca (Hotel/Restaurant/Café) or Retail channel (Nominal) 8) REGION: customers' Region - Lisbon, Porto or Other (Nominal)

Descriptive Statistics:

(Minimum, Maximum, Mean, Std. Deviation) FRESH ( 3, 112151, 12000.30, 12647.329) MILK (55, 73498, 5796.27, 7380.377) GROCERY (3, 92780, 7951.28, 9503.163) FROZEN (25, 60869, 3071.93, 4854.673) DETERGENTS_PAPER (3, 40827, 2881.49, 4767.854) DELICATESSEN (3, 47943, 1524.87, 2820.106)

REGION Frequency Lisbon 77 Oporto 47 Other Region 316 Total 440

CHANNEL Frequency Horeca 298 Retail 142 Total 440

Relevant Papers:

Cardoso, Margarida G.M.S. (2013). Logical discriminant models â€“ Chapter 8 in Quantitative Modeling in Marketing and Management Edited by Luiz Moutinho and Kun-Huang Huarng. World Scientific. p. 223-253. ISBN 978-9814407717

Jean-Patrick Baudry, Margarida Cardoso, Gilles Celeux, Maria JosÃ© Amorim, Ana Sousa Ferreira (2012). Enhancing the selection of a model-based clustering with external qualitative variables. RESEARCH REPORT NÂ° 8124, October 2012, Project-Team SELECT. INRIA Saclay - ÃŽle-de-France, Projet select, UniversitÃ© Paris-Sud 11

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