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Introduction to data analysis
Ashok Govindarajan
(Technologist, Zilogic
Systems)
23/07/23 Technology sharing series 1
Contents
23/07/23 Technology sharing series 2
• What is data analysis?
• Why data analysis?
• Common loggers and analysers used in
networking context
• General classification of data analysis
• Python pre-req/lbraries
• Network/Packet log analysis
What is data analysis?
23/07/23 Technology sharing series 3
• It is the process of inspecting, cleaning,
transforming and modeling data with the goal of
●
Discovering useful information
●
Spotting trends, patterns
●
Aiding decision making
●
Some common examples are : Weather
forecasting, Stock market predictions,
Election forecasting, Betting in sports
Why data analysis?
23/07/23 Technology sharing series 4
• System operation
• System performance
• Identifying issues, debugging
• Maintenance of systems and associated
decision making is a key factor for doing
data analysis – Logs are one of the inputs
for data analysis
• By system here, in this context, we are referring
to either a wired or a wireless network
Common logs and tools for network analysis
23/07/23 Technology sharing series 5
• Tcpdump
• Wireshark
• Python – can be used for both tcpdump and
wireshark
• tcpdump is a data-network packet analyzer
computer program that runs under a command
line interface. It allows the user to display
TCP/IP and other packets being transmitted or
received over a network to which the computer is
attached; Primarily used for simple scan of
network logs
Common logs and tools for network analysis
23/07/23 Technology sharing series 6
• Wireshark is a network packet analyzer. A
network packet analyzer that presents captured
packet data in as much detail as possible in GUI.
• A network packet analyzer as a measuring device
for examining what’s happening inside a network
cable, just like an electrician uses a voltmeter for
examining what’s happening inside an electric
cable
• In the past, such tools were either very
expensive, proprietary, or both. However, with
the advent of Wireshark, that has changed.
Wireshark is available for free, is open source,
and is one of the best packet analyzers available
Python libraries/pre-req
23/07/23 Technology sharing series 7
• Numpy
• Scipy
• Matplotlib
• Pandas
• Scapy
Data analysis classification
23/07/23 Technology sharing series 8
• Descriptive
• Exploratory
• Inferential
• Predictive
• Causal
• Mechanistic

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Intro_to_data_analysis_sample_slides.pdf

  • 1. Introduction to data analysis Ashok Govindarajan (Technologist, Zilogic Systems) 23/07/23 Technology sharing series 1
  • 2. Contents 23/07/23 Technology sharing series 2 • What is data analysis? • Why data analysis? • Common loggers and analysers used in networking context • General classification of data analysis • Python pre-req/lbraries • Network/Packet log analysis
  • 3. What is data analysis? 23/07/23 Technology sharing series 3 • It is the process of inspecting, cleaning, transforming and modeling data with the goal of ● Discovering useful information ● Spotting trends, patterns ● Aiding decision making ● Some common examples are : Weather forecasting, Stock market predictions, Election forecasting, Betting in sports
  • 4. Why data analysis? 23/07/23 Technology sharing series 4 • System operation • System performance • Identifying issues, debugging • Maintenance of systems and associated decision making is a key factor for doing data analysis – Logs are one of the inputs for data analysis • By system here, in this context, we are referring to either a wired or a wireless network
  • 5. Common logs and tools for network analysis 23/07/23 Technology sharing series 5 • Tcpdump • Wireshark • Python – can be used for both tcpdump and wireshark • tcpdump is a data-network packet analyzer computer program that runs under a command line interface. It allows the user to display TCP/IP and other packets being transmitted or received over a network to which the computer is attached; Primarily used for simple scan of network logs
  • 6. Common logs and tools for network analysis 23/07/23 Technology sharing series 6 • Wireshark is a network packet analyzer. A network packet analyzer that presents captured packet data in as much detail as possible in GUI. • A network packet analyzer as a measuring device for examining what’s happening inside a network cable, just like an electrician uses a voltmeter for examining what’s happening inside an electric cable • In the past, such tools were either very expensive, proprietary, or both. However, with the advent of Wireshark, that has changed. Wireshark is available for free, is open source, and is one of the best packet analyzers available
  • 7. Python libraries/pre-req 23/07/23 Technology sharing series 7 • Numpy • Scipy • Matplotlib • Pandas • Scapy
  • 8. Data analysis classification 23/07/23 Technology sharing series 8 • Descriptive • Exploratory • Inferential • Predictive • Causal • Mechanistic