Tag: Data Parsing
Browse our comprehensive collection of articles on Data Parsing, covering various techniques, tools, and libraries to efficiently extract, manipulate, and transform data from multiple formats and sources.
Log File Parsing In Python
Here’s a YOUTUBE VIDEO version of this blog post, check it if you’re looking for a quick solution to build your own Log File Parsing Tool in Python. 👇🏻
In this tutorial, you will learn how to open a log file, read a log file, and create a log file parser in Python, essentially building a so-called “Python log reader”.
To open a log file in Python, read a log file, and actually parse a log file or any type of text file in order to extract specific information is not that hard if you know a bit of Python log file parsing and regex pattern match usage.
Python itself is a perfect tool to open a log file for parsing and it does not require any third-party modules. Believe me, the first thing I did was a Google search for a “Python log reader” and “Python file parsing” a couple of years ago when I first started to work on parsing text files in Python. Ever since those days, I’ve learned to work with Python and regex very efficiently, see more details in a recent post I did about how to parse XML SOAP response with Python and regex by clicking here.
In my day job, a while back I was working on testing Skype for Business iOS application as a test engineer and it came to the point where I had to open and manually collect the SfB iOS application log files in order to see all HTTP requests and received HTTP responses.
Ever since then I’ve switched to backend development with Python/Django and also helped people to go into a similar path. See a cut from a recent coaching call here. And more about client testimonials here.
Anyways, in this specific situation, I had to figure out a good way to open iOS log files and parse them to search a log file for properties like:
Usually, properties were buried under a bunch of other not-so-important log file dumps, for example:
INFO UTILITIES /Volumes/ServerHD2/buildagent/workspace/200615/client_ios_sfb/dependencies/client-shared_framework_sfbplatform/src/dev/lyncMobile/platform/tracing/privateIos/CMTrace.mm/173:Version Information 18.104.22.168 2016-12-20 13:16:52.303 SfB[417:1af74bc40] INFO UTILITIES CTimer.cpp:657 TimerMap is created 2016-12-20 13:16:52.342 SfB[417:1af74bc40] INFO UI SFBAppDelegate.mm:69 Application will finish launching with options 2016-12-20 13:16:52.345 SfB[417:1af74bc40] INFO UTILITIES CStorageManager.mm:146 Creating StorageManager 2016-12-20 13:16:52.347 SfB[417:1af74bc40] INFO UTILITIES CStorageManager.mm:187 Initializing StorageManager 2016-12-20 13:16:52.357 SfB[417:1af74bc40] INFO APPLICATION CApplication.cpp:3400 Initialize Internal Begin 2016-12-20 13:16:52.361 SfB[417:1af74bc40] INFO UTILITIES COsInformation.mm:398 User UI language identifier en was mapped to en-US 1033 2016-12-20 13:16:52.362 SfB[417:1af74bc40] INFO UTILITIES COsInformation.mm:106 Device Version Info - Model=iPhone, HardwareModel=iPhone9,3, SystemName=iOS, SystemVersion=10.1 2016-12-20 13:16:52.362 SfB[417:1af74bc40] VERBOSE APPLICATION CApplication.cpp:3415 Initialize Internal -- App State Query Established 2016-12-20 13:16:52.363 SfB[417:1af74bc40] INFO UTILITIES CNetworkMonitor.cpp:70 Successfully started listening to network events 2016-12-20 13:16:52.364 SfB[417:1af74bc40] INFO UTILITIES CNetworkMonitor.cpp:229 Reachabilility Flags IsWWAN(0):Reachable(1):TransientConnection(0):ConnectionRequired(0):ConnectionOnTraffic(0):InterventionRequired(0):ConnectionOnDemand(0):IsLocalAddress(0):IsDirect(0) 2016-12-20 13:16:52.364 SfB[417:1af74bc40] INFO UTILITIES CNetworkMonitor.cpp:198 Updated networkAvailableToConnect(NoNetwork) -> WiFi, isInAirplaneMode(0) -> 0 2016-12-20 13:16:52.364 SfB[417:1af74bc40] INFO UTILITIES CTimer.cpp:227 Created timer instance (0x70286428) for runloop (0x7017e780)
While I was searching for specific properties in those log files, I realized it’s going to be really time-consuming to go through everything manually.
In order to save time, I had to come up with a good way to use Python file parsing, and long behold I managed to write code for a log file parsing Python script.
It’s a very simple way of searching a log file with Python.
If you want to test the following Python log parsing script with a similar text file, you have to download Skype for Business iOS log file here:Continue reading