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+Data Science Dojo
+Copyright (c) 2016 - 2019
+
+---
+
+**Level:** Intermediate
+**Recommended Use:** Classification/Clustering
+**Domain:** Business/Retail
+
+## Wholesale Customers Data Set
+
+### Discover patterns from spending data at wholesale
+
+
+---
+
+---
+
+This *intermediate* level data set has 440 rows and 8 columns.
+The data set refers to clients of a wholesale distributor. It includes the annual spending in monetary units (m.u.) on diverse product categories.
+This data set is recommended for learning and practicing your skills in **exploratory data analysis**, **data visualization**, **classification modelling** and **clustering**.
+Feel free to explore the data set with multiple **supervised** and **unsupervised** learning techniques. The Following data dictionary gives more details on this data set:
+
+---
+
+### Data Dictionary
+
+| Column Position | Atrribute Name | Definition | Data Type | Example | % Null Ratios |
+|------------------- |------------------ |------------------------------------------------------------------------------------------------ |-------------- |-------------------- |--------------- |
+| 1 | Channel | Customers Channel: Horeca (Hotel/Restaurant/Cafe) or Retail channel (1: Horeca, 2: Retail) | Quantitative | 1, 2 | 0 |
+| 2 | Region | Customers Region: Lisnon, Oporto or Other (1: Lisnon, 2: Oporto, 3: Other) | Quantitative | 1, 2, 3 | 0 |
+| 3 | Fresh | Annual spending (monetary units) on fresh products | Quantitative | 18291, 1640, 219 | 0 |
+| 4 | Milk | Annual spending (m.u.) on milk products | Quantitative | 5139, 3259, 829 | 0 |
+| 5 | Grocery | Annual spending (m.u.) on grocery products | Quantitative | 6532, 4042, 3 | 0 |
+| 6 | Frozen | Annual spending (m.u.) on frozen products | Quantitative | 10643, 987, 6312 | 0 |
+| 7 | Detergents_Paper | Annual spending (m.u.) on detergents and paper products | Quantitative | 12034, 116, 3 | 0 |
+| 8 | Delicassen | Annual spending (m.u.) on and delicatessen products | Quantitative | 14472, 772, 120 | 0 |
+
+
+
+### Acknowledgement
+
+
+This data set has been sourced from the Machine Learning Repository of University of California, Irvine [Wholesale Customers Data Set (UC Irvine)](https://archive.ics.uci.edu/ml/datasets/Wholesale+customers).
+The UCI page mentions the following as the original source of the data set:
+*Abreu, N. (2011). Analise do perfil do cliente Recheio e desenvolvimento de um sistema promocional. Mestrado em Marketing, ISCTE-IUL, Lisbon*
\ No newline at end of file
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