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SignMNIST

SignMNIST

active ARFF None Visibility: public Uploaded 09-02-2023 by Andrei Simion-Constantinescu
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The original MNIST image dataset of handwritten digits is a popular benchmark for image-based machine learning methods but researchers have renewed efforts to update it and develop drop-in replacements that are more challenging for computer vision and original for real-world applications. The dataset format is patterned to match closely with the classic MNIST. Each training and test case represents a label (0-25) as a one-to-one map for each alphabetic letter A-Z (and no cases for 9=J or 25=Z because of gesture motions). The training data (27,455 cases) and test data (7172 cases) are approximately half the size of the standard MNIST but otherwise similar with a header row of label, pixel1, pixel2 ... pixel784 which represent a single 28x28 pixel image with grayscale values between 0-255. The train and test data have been concatenated and can be retrieved by selecting the first 27,455 rows for train and the last 7172 for test.

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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
pixel218numeric255 unique values
0 missing
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0 missing
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0 missing
pixel219numeric251 unique values
0 missing
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0 missing
pixel731numeric256 unique values
0 missing
pixel220numeric248 unique values
0 missing
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0 missing
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0 missing
pixel221numeric253 unique values
0 missing
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0 missing
pixel733numeric256 unique values
0 missing
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0 missing
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0 missing
pixel734numeric256 unique values
0 missing
pixel223numeric256 unique values
0 missing
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0 missing
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0 missing
pixel224numeric254 unique values
0 missing
pixel480numeric256 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
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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
pixel236numeric254 unique values
0 missing
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0 missing
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0 missing
pixel237numeric255 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
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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
pixel253numeric254 unique values
0 missing
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0 missing
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0 missing
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19 properties

34627
Number of instances (rows) of the dataset.
785
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.
785
Number of numeric attributes.
0
Number of nominal attributes.
0
Percentage of instances having missing values.
-7.48
Average class difference between consecutive instances.
0
Percentage of missing values.
0.02
Number of attributes divided by the number of instances.
100
Percentage of numeric attributes.
Percentage of instances belonging to the most frequent class.
0
Percentage of nominal attributes.
Number of instances belonging to the most frequent class.
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.

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