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Android Malware Dataset with VirusTotal Labels - MaRDI portal

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Android Malware Dataset with VirusTotal Labels (Q6708428)

From MaRDI portal





Dataset published at Zenodo repository.
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English
Android Malware Dataset with VirusTotal Labels
Dataset published at Zenodo repository.

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    This dataset contains labels of 2.47 million Android apk hashes extracted from VirusTotal reports. The dataset was used in the experiments of our publication titled An Analysis of Android Malware Classification ServicesThe csv of the labels that was extracted from the VirusTotal reports is provided inlabeling_dataset.csv.gz. A cell's value of-1is used whenever there was no result from theengine for the given apk file hash value. The column names are provided incols_labeling_dataset.csv. Note -1is astringand not aninteger If you use information from this repo, please cite our paper Rashed M, Suarez-Tangil G. An Analysis of Android Malware Classification Services. Sensors. 2021; 21(16):5671.https://doi.org/10.3390/s21165671 BibTeX @Article{s21165671,AUTHOR = {Rashed, Mohammed and Suarez-Tangil, Guillermo},TITLE = {An Analysis of Android Malware Classification Services},JOURNAL = {Sensors},VOLUME = {21},YEAR = {2021},NUMBER = {16},ARTICLE-NUMBER = {5671},URL = {https://www.mdpi.com/1424-8220/21/16/5671},\ISSN = {1424-8220},DOI = {10.3390/s21165671}} Required Software gzip Debian-based Linux: you may install it using the following commandapt-get install gzip MacOS:gzipis pre-installed Windows: you may downloadgzipfromhttp://gnuwin32.sourceforge.net/packages/gzip.htm How to use the file? There are two ways to use the file: Extract the gzip file and then you will have a csv output file. For that you need to install gzip and then extracting .csv.gz. The user may use the commandgunzip labelingDataset.csv.gz Extract information from the zipped file directly (following the same logic ofAndroZoo's csv):To extract the first column and save to a file calledlist_of_selected_sha256, run the following command:zcat labelingDataset.csv.gz | cut -d',' -f1 list_of_selected_sha256To obtain rows of apk hashes that were first seen after the 1st of May, 2016, run this command:zcat labeling_dataset.csv.gz | grep -v ',snaggamea' | awk -F, '{if ( $2 = "2016-05" ) {print} }'
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    24 August 2021
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    Android_Malware_Labels_Dataset
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    Identifiers

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