Data
Santander_transaction_value

Santander_transaction_value

active ARFF Publicly available Visibility: public Uploaded 30-06-2020 by Marcos de Paula Bueno
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According to Epsilon research, 80% of customers are more likely to do business with you if you provide personalized service. Banking is no exception. The digitalization of everyday lives means that customers expect services to be delivered in a personalized and timely manner... and often before they've even realized they need the service. In their 3rd Kaggle competition, Santander Group aims to go a step beyond recognizing that there is a need to provide a customer a financial service and intends to determine the amount or value of the customer's transaction. This means anticipating customer needs in a more concrete, but also simple and personal way. With so many choices for financial services, this need is greater now than ever before. In this competition, Santander Group is asking Kagglers to help them identify the value of transactions for each potential customer. This is a first step that Santander needs to nail in order to personalize their services at scale. You are provided with an anonymized dataset containing numeric feature variables, the numeric target column, and a string ID column. The task is to predict the value of target column.

4992 features

target (target)numeric1413 unique values
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ID (row identifier)string4459 unique values
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
38f49406enumeric122 unique values
0 missing
157d8e6e5numeric32 unique values
0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
1e6306c7cnumeric298 unique values
0 missing
5cec9a2fcnumeric122 unique values
0 missing
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0 missing
17a6e2978numeric27 unique values
0 missing
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0 missing
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0 missing
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0 missing
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0 missing
455b1d1aenumeric6 unique values
0 missing
923a0c4bcnumeric20 unique values
0 missing
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0 missing
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0 missing
cdf5a5db0numeric26 unique values
0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
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0 missing
0e3ef9e8fnumeric192 unique values
0 missing
60e45b5eenumeric83 unique values
0 missing
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0 missing
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0 missing
59cafde1fnumeric99 unique values
0 missing
45226872anumeric103 unique values
0 missing
2e3c96323numeric208 unique values
0 missing
15177ef79numeric4 unique values
0 missing
6a9e2b09dnumeric23 unique values
0 missing
b4cd81ecdnumeric8 unique values
0 missing

19 properties

4459
Number of instances (rows) of the dataset.
4992
Number of attributes (columns) of the dataset.
0
Number of distinct values of the target attribute (if it is nominal).
0
Number of missing values in the dataset.
0
Number of instances with at least one value missing.
4992
Number of numeric attributes.
0
Number of nominal attributes.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the least frequent class.
0
Number of binary attributes.
0
Percentage of binary attributes.
0
Percentage of instances having missing values.
0
Percentage of missing values.
-7708860.01
Average class difference between consecutive instances.
100
Percentage of numeric attributes.
1.12
Number of attributes divided by the number of instances.
0
Percentage of nominal attributes.
Percentage of instances belonging to the most frequent class.
Number of instances belonging to the most frequent class.

7 tasks

0 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: root_mean_squared_error - target_feature: target
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
0 runs - estimation_procedure: 50 times Clustering
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