Cisco Secure Workload Networks of Computing Hosts
Donated on 5/15/2022
This dataset contains 22 disjoint graphs where the edges are collected over several consecutive hours, across different days, reflecting communications (TCP and UDP) of various distributed applications in different enterprises, useful for developing graph algorithms, data mining and discovery of function and structure, unsupervised and possibly supervised machine learning (including graph clustering and community discovery). Ground truth grouping information is provided for two of the graphs (grouping of the nodes, based on function or role of the host). Please see the README file.
Dataset Characteristics
Sequential, Text, Other
Subject Area
Computer Science
Associated Tasks
Clustering, Other
Feature Type
-
# Instances
1000000
# Features
-
Dataset Information
For what purpose was the dataset created?
Intelligent Summaries of Computer Networks, for instance in a datacenter.
Who funded the creation of the dataset?
Cisco
What do the instances in this dataset represent?
Directed edges, communications (TCP and UDP), among hosts (IPs).
Are there recommended data splits?
No
Was there any data preprocessing performed?
Please see the README.
Additional Information
Please see the README and the referenced paper in the README and cited next (available at omadani.net).
Has Missing Values?
No
Introductory Paper
By Omid Madani, Sai Ankith Averineni, S. Gandham. 2022
Published in IWSPA@CODASPY
Dataset Files
| File | Size |
|---|---|
| Cisco_22_networks/dir_20_graphs/dir_day1/out1_2.txt.gz | 7.4 MB |
| Cisco_22_networks/dir_20_graphs/dir_day1/out1_3.txt.gz | 7.2 MB |
| Cisco_22_networks/dir_20_graphs/dir_day1/out1_6.txt.gz | 7.2 MB |
| Cisco_22_networks/dir_20_graphs/dir_day1/out1_4.txt.gz | 7.1 MB |
| Cisco_22_networks/dir_20_graphs/dir_day1/out1_1.txt.gz | 6.7 MB |
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Reviews
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pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset cisco_secure_workload_networks_of_computing_hosts = fetch_ucirepo(id=735) # data (as pandas dataframes) X = cisco_secure_workload_networks_of_computing_hosts.data.features y = cisco_secure_workload_networks_of_computing_hosts.data.targets # metadata print(cisco_secure_workload_networks_of_computing_hosts.metadata) # variable information print(cisco_secure_workload_networks_of_computing_hosts.variables)
Madani, O. (2022). Cisco Secure Workload Networks of Computing Hosts [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C51K7Q.
Creators
Omid Madani
omidmadani@yahoo.com
Cisco
DOI
License
This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.