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license: cc-by-4.0 |
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# Glass Identification Dataset |
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## Overview |
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This dataset contains tabular data for classifying different types of glass based on their chemical properties. Each sample is stored in a separate text file, with features space-separated on a single line. The dataset is structured to be compatible with Lumina AI's Random Contrast Learning (RCL) algorithm via the PrismRCL application or API. |
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## Dataset Structure |
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The dataset is organized into the following structure: |
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Glass-Identification/ |
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train_data/ |
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class_1/ |
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sample_0.txt |
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sample_1.txt |
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... |
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class_2/ |
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sample_0.txt |
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sample_1.txt |
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... |
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test_data/ |
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class_1/ |
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sample_0.txt |
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sample_1.txt |
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... |
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class_2/ |
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sample_0.txt |
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sample_1.txt |
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... |
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**Note**: All text file names must be unique across all class folders. |
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## Features |
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- **Tabular Data**: Each text file contains space-separated values representing the features of a sample. |
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- **Classes**: There are multiple classes, each represented by a separate folder based on the type of glass. |
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## Usage (pre-split; optimal parameters) |
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Here is an example of how to load the dataset using PrismRCL: |
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```bash |
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C:\PrismRCL\PrismRCL.exe chisquared rclticks=18 boxdown=1 channelpick=5 data=C:\path\to\Glass-Identification\train_data testdata=C:\path\to\Glass-Identification\test_data savemodel=C:\path\to\models\mymodel.classify log=C:\path\to\log_files stopwhendone |
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``` |
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Explanation of Command: |
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- `C:\PrismRCL\PrismRCL.exe`: Path to the PrismRCL executable for classification |
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- `chisquared`: Specifies Chi-squared as the training evaluation method |
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- `rclticks=18`: Sets the number of RCL iterations during training to 18 |
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- `boxdown=1`: Configuration parameter for training behavior |
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- `channelpick=5`: RCL training parameter |
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- `data=C:\path\to\Glass-Identification\train_data`: Path to the training data for Glass Identification classification |
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- `testdata=C:\path\to\Glass-Identification\test_data`: Path to the testing data for evaluation |
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- `savemodel=C:\path\to\models\mymodel.classify`: Path to save the resulting trained model |
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- `log=C:\path\to\log_files`: Directory path for storing log files of the training process |
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- `stopwhendone`: Instructs PrismRCL to end the session once training is complete |
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## License |
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This dataset is licensed under the Creative Commons Attribution 4.0 International License. See the LICENSE file for more details. |
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## Original Source |
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This dataset was originally sourced from the [UCI Machine Learning Repository](https://archive.ics.uci.edu/dataset/42/glass+identification). Please cite the original source if you use this dataset in your research or applications. |
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## Additional Information |
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The data values have been prepared to ensure compatibility with PrismRCL. No normalization is required as of version 2.4.0. |
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