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Update classification.py

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  1. classification.py +89 -1
classification.py CHANGED
@@ -4,7 +4,95 @@ from sentence_transformers import SentenceTransformer, util
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  import numpy as np
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  import torch
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- ### Functions needed for Classfication
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  def addCategories(df,df_all):
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  categories = df.to_dict("records")
 
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  import numpy as np
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  import torch
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+
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+ # Categories
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+ categories = [
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+ {
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+ "topic": "Confidentiality and Privacy Protection",
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+ "description": "This topic covers the protection of confidentiality, privacy, and integrity in security systems. It also includes authentication and authorization processes.",
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+ "experts": ["Mireille"]
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+ },
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+ {
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+ "topic": "Distributed Trust and End-User Trust Models",
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+ "description": "This topic focuses on distributed trust models and how end-users establish trust in secure systems.",
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+ "experts": ["Mireille", "Khawla"]
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+ },
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+ {
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+ "topic": "Secure Element and Key Provisioning",
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+ "description": "This topic involves the secure element in systems and the process of key provisioning.",
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+ "experts": ["Mireille"]
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+ },
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+ {
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+ "topic": "Residential Gateway Security",
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+ "description": "This topic covers the security aspects of Residential Gateways.",
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+ "experts": ["Mireille"]
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+ },
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+ {
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+ "topic": "Standalone Non-Public Network (SNPN) Inter-Connection and Cybersecurity",
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+ "description": "This topic focuses on the inter-connection of Standalone Non-Public Networks and related cyber-security topics.",
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+ "experts": ["Khawla"]
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+ },
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+ {
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+ "topic": "Distributed Ledger and Blockchain in SNPN",
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+ "description": "This topic covers the use of distributed ledger technology and blockchain in securing Standalone Non-Public Networks.",
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+ "experts": ["Khawla"]
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+ },
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+ {
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+ "topic": "Distributed Networks and Communication",
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+ "description": "This topic involves distributed networks such as mesh networks, ad-hoc networks, and multi-hop networks, and their cyber-security aspects.",
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+ "experts": ["Guillaume"]
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+ },
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+ {
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+ "topic": "Swarm of Drones and Unmanned Aerial Vehicles Network Infrastructure",
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+ "description": "This topic covers the network infrastructure deployed by Swarm of Drones and Unmanned Aerial Vehicles.",
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+ "experts": ["Guillaume"]
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+ },
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+ {
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+ "topic": "USIM and Over-the-Air Services",
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+ "description": "This topic involves USIM and related over-the-air services such as Steering of Roaming, roaming services, network selection, and UE configuration.",
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+ "experts": ["Vincent"]
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+ },
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+ {
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+ "topic": "Eco-Design and Societal Impact of Technology",
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+ "description": "This topic covers eco-design concepts, including energy saving, energy efficiency, carbon emissions, and the societal impact of technology.",
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+ "experts": ["Pierre"]
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+ },
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+ {
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+ "topic": "Service Requirements of New Services",
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+ "description": "This topic involves defining service requirements for new services, detecting low signals of new trends and technologies, and assessing their impact on USIM services or over-the-air services.",
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+ "experts": ["Ly-Thanh"]
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+ },
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+ {
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+ "topic": "Satellite and Non Terrestrial Networks",
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+ "description": "This topic covers satellite networks, Non Terrestrial Networks, Private Networks, IoT, Inter Satellite communication, and Radio Access Network.",
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+ "experts": ["Nicolas"]
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+ },
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+ {
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+ "topic": "Public Safety and Emergency Communication",
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+ "description": "This topic involves Public Safety Communication, Military Communication, Emergency Calls, Emergency Services, Disaster Communication Access, and other related areas.",
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+ "experts": ["Dorin"]
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+ },
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+ {
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+ "topic": "Identifying the Human User of a Subscription",
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+ "description": "This topic involves methods and processes for identifying the human user associated with a subscription.",
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+ "experts": ["Kumar"] # Les experts pour cette catégorie ne sont pas spécifiés
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+ },
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+ {
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+ "topic": "Authentication and Authorization of Users and Restrictions on Users",
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+ "description": "This topic covers authentication and authorization processes, as well as restrictions imposed on users.",
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+ "experts": ["Kumar"] # Les experts pour cette catégorie ne sont pas spécifiés
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+ },
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+ {
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+ "topic": "Exposure of User Identity Profile Information",
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+ "description": "This topic involves the exposure of user identity profile information and its security implications.",
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+ "experts": ["Kumar"] # Les experts pour cette catégorie ne sont pas spécifiés
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+ },
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+ {
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+ "topic": "Identifying non-3GPP Devices Connecting behind a UE or 5G-RG",
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+ "description": "This topic involves identifying non-3GPP devices connecting behind a UE (User Equipment) or 5G-RG (5G Residential Gateway).",
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+ "experts": ["Kumar"] # Les experts pour cette catégorie ne sont pas spécifiés
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+ }
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+ ]
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  def addCategories(df,df_all):
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  categories = df.to_dict("records")