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Wholesale customers Data Set
Download: Data Folder, Data Set Description
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
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Data Set Characteristics: |
Multivariate |
Number of Instances: |
440 |
Area: |
Business |
Attribute Characteristics: |
Integer |
Number of Attributes: |
8 |
Date Donated |
2014-03-31 |
Associated Tasks: |
Classification, Clustering |
Missing Values? |
N/A |
Number of Web Hits: |
321513 |
Source:
Margarida G. M. S. Cardoso, margarida.cardoso '@' iscte.pt, ISCTE-IUL, Lisbon, Portugal
Data Set Information:
Provide all relevant information about your data set.
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 – Lisnon, Oporto 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 – 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 José Amorim, Ana Sousa Ferreira (2012). Enhancing the selection of a model-based clustering with external qualitative variables. RESEARCH REPORT N° 8124, October 2012, Project-Team SELECT. INRIA Saclay - Île-de-France, Projet select, Université Paris-Sud 11
Citation Request:
The data set is originated from a larger database referred on:
Abreu, N. (2011). Analise do perfil do cliente Recheio e desenvolvimento de um sistema promocional. Mestrado em Marketing, ISCTE-IUL, Lisbon
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