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German Credit Data Set Arff Working Average ratng: 8,0/10 7448votes UCI Machine Learning Repository: Statlog (German Credit Data) Data Set Repository Web Statlog (German Credit Data) Data Set Download:, Abstract: This dataset classifies people described by a set of attributes as good or bad credit risks. Comes in two formats (one all numeric). Also comes with a cost matrix Data Set Characteristics: Multivariate Number of Instances: 1000 Area: Financial Attribute Characteristics: Categorical, Integer Number of Attributes: 20 Date Donated 1994-11-17 Associated Tasks: Classification Missing Values?

N/A Number of Web Hits: 335771 Source: Professor Dr. Hans Hofmann Institut f'ur Statistik und 'Okonometrie Universit'at Hamburg FB Wirtschaftswissenschaften Von-Melle-Park 5 2000 Hamburg 13 Data Set Information: Two datasets are provided.

The original dataset, in the form provided by Prof. There may be several options for tools available for a data set.

The German Credit Data contains data on 20 variables and the classification whether. Hofmann, contains categorical/symbolic attributes and is in the file 'german.data'. For algorithms that need numerical attributes, Strathclyde University produced the file 'german.data-numeric'. This file has been edited and several indicator variables added to make it suitable for algorithms which cannot cope with categorical variables. Several attributes that are ordered categorical (such as attribute 17) have been coded as integer. This was the form used by StatLog.

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This dataset requires use of a cost matrix (see below). 1 2 ---------------------------- 1 0 1 ----------------------- 2 5 0 (1 = Good, 2 = Bad) The rows represent the actual classification and the columns the predicted classification. It is worse to class a customer as good when they are bad (5), than it is to class a customer as bad when they are good (1). Principi Di Economia Politico Cozzi Zamagni Pdf. Attribute Information: Attribute 1: (qualitative) Status of existing checking account A11.

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