useragent-classifier 0.8.4

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Useragent_classifier

Installation

pip install useragent_classifier

Basic Usage

Text

useragent_classifier -f /tmp/mylist_of_User_agent.csv

Where mylist_of_User_agent.csv file is in the following format, one user agent by row, with no header

Mozilla/5.0 (Windows NT 6.1; WOW64; Trident/7.0; rv:11.0) like Gecko
Mozilla/5.0 (Windows NT 6.1; WOW64; rv:40.0) Gecko/20100101 Firefox/40.0
Opera/6.11 (Linux 2.4.18-bf2.4 i686; U) [en]

It will produce a two files:

• a file with cluster number attributed to each User agent
• a file usefull to explain cluster with the most important word or set of word in this cluster

Graphical analysis of cluster

useragent_classifier -f /tmp/mylist_of_User_agent.csv --graphical-explanation

Launch a graphical analysis of cluster on local host on port 8050

Usage in python program

df = pd.DataFrame([
    "Mozilla/5.0 (Macintosh; U; Intel Mac OS X; en) AppleWebKit/522.11.1 (KHTML, like Gecko) Safari/419.3"
    "Mozilla/5.0 (Macintosh; U; Intel Mac OS X; en) AppleWebKit/521.32.1 (KHTML, like Gecko) Safari/521.32.1"
    "Mozilla/5.0 (Macintosh; U; Intel Mac OS X; en) AppleWebKit (KHTML, like Gecko)"
    "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_3; es-es) AppleWebKit/531.22.7 (KHTML, like Gecko)"
    "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_6; en-us) AppleWebKit/528.16 (KHTML, like Gecko)"
    "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_5; it-it) AppleWebKit/525.18 (KHTML, like Gecko)"
])
df.columns = ["ua"] # a column 'ua' is mandatory for the usage in python script

# 2 or 3 clusters, clusters explanation based on a maximum of 10 words or group of words
classifier = UserAgentClassifier(n_clusters=[2, 3], n_top_words=10) 
cluster = classifier.get_cluster(df)

feature_importances = classifier._features_importances

More advanced Usage

To display the help

useragent_classifier --help