2024-04-13 08:20:53 +02:00
{
"cells": [
{
"cell_type": "markdown",
"id": "virtual-accreditation",
"metadata": {},
"source": [
"\n",
"<div class=\"alert alert-block alert-info\">\n",
"<h1> Komputerowe wspomaganie tłumaczenia </h1>\n",
"<h2> 12. <i>Key logging</i> [laboratoria]</h2> \n",
"<h3>Rafał Jaworski (2021)</h3>\n",
"</div>\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"id": "featured-afghanistan",
"metadata": {},
"source": [
"Badania nad komputerowym wspomaganiem tłumaczenia często prowadzone są przy użyciu metodologii testowania interfejsów użytkownika - UI/UX testing. Program typu CAT traktuje się wówczas jak każdy inny program komputerowy i przeprowadza testy wydajności i użyteczności."
]
},
{
"cell_type": "markdown",
"id": "severe-protein",
"metadata": {},
"source": [
"Testy takie prowadzone są zawsze na użytkownikach końcowych, w tym przypadku - na tłumaczach. Podstawowym celem testów jest próba zaobserwowania faktycznego sposobu pracy tłumacza - które funkcje programu są przez niego wykorzystywane najczęściej, jakich innych narzędzi poza CAT-em używa on do swojej pracy, które funkcje programu działają zgodnie, a które niezgodnie z intuicją użytkownika oraz wiele innych czynników. Aby wszystkie te analizy były możliwe, konieczne jest zgromadzenie jak największej ilości danych dotyczących przebiegu testu."
]
},
{
"cell_type": "markdown",
"id": "constant-underground",
"metadata": {},
"source": [
"Testy są przede wszystkim nagrywane. Nagrywany jest zarówno ekran komputera (screen capture), jak i sam użytkownik pracujący przy komputerze. To jednak nie wszystko - często stosuje się specjalne techniki eye-trackingu, które są w stanie określić, w który punk ekranu użytkownik aktualnie patrzy. Dane pozyskane w ten sposób używane są do analizy czasu znalezienia przez użytkownika potrzebnej mu funkcji oraz zidentyfikowania miejsc, gdzie tej funkcji poszukiwał. Można również wyznaczyć obszary ekranu, które często skupiają uwagę użytkownika. "
]
},
{
"cell_type": "markdown",
"id": "analyzed-lodging",
"metadata": {},
"source": [
"Dodatkowo stosuje się jeszcze jedną technikę, która jest szczególnie przydatna z punktu widzenia analizy procesu tłumaczenia. Wykonuje się pełny key logging, tj. zapisuje się każde uderzenie użytkownika w dowolny klawisz na klawiaturze wraz z precyzyjnym czasem tego uderzenia. Dane pozyskane w ten sposób pozwalają na przeprowadzenie szeregu interesujących analiz."
]
},
{
"cell_type": "markdown",
"id": "incredible-stress",
"metadata": {},
"source": [
"Zapoznajmy się najpierw z programem typu key logger:"
]
},
{
"cell_type": "markdown",
"id": "arctic-horror",
"metadata": {},
"source": [
"`sudo pip3 install keyboard`"
]
},
{
"cell_type": "code",
2024-05-28 21:18:57 +02:00
"execution_count": 1,
"id": "6f21555b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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"Collecting pyobjc-framework-GameplayKit==10.3\n",
" Downloading pyobjc_framework_GameplayKit-10.3-cp36-abi3-macosx_11_0_universal2.whl (13 kB)\n",
"Collecting pyobjc-framework-Intents==10.3\n",
" Downloading pyobjc_framework_Intents-10.3-cp36-abi3-macosx_11_0_universal2.whl (32 kB)\n",
"Collecting pyobjc-framework-MediaPlayer==10.3\n",
" Downloading pyobjc_framework_MediaPlayer-10.3-py2.py3-none-any.whl (6.5 kB)\n",
"Collecting pyobjc-framework-SafariServices==10.3\n",
" Downloading pyobjc_framework_SafariServices-10.3-cp36-abi3-macosx_11_0_universal2.whl (7.4 kB)\n",
"Collecting pyobjc-framework-ColorSync==10.3\n",
" Downloading pyobjc_framework_ColorSync-10.3-py2.py3-none-any.whl (5.6 kB)\n",
"Collecting pyobjc-framework-CoreML==10.3\n",
" Downloading pyobjc_framework_CoreML-10.3-cp36-abi3-macosx_11_0_universal2.whl (11 kB)\n",
"Collecting pyobjc-framework-CoreSpotlight==10.3\n",
" Downloading pyobjc_framework_CoreSpotlight-10.3-cp36-abi3-macosx_11_0_universal2.whl (10 kB)\n",
"Collecting pyobjc-framework-ExternalAccessory==10.3\n",
" Downloading pyobjc_framework_ExternalAccessory-10.3-cp36-abi3-macosx_11_0_universal2.whl (9.3 kB)\n",
"Collecting pyobjc-framework-MetalPerformanceShaders==10.3\n",
" Downloading pyobjc_framework_MetalPerformanceShaders-10.3-cp36-abi3-macosx_11_0_universal2.whl (33 kB)\n",
"Collecting pyobjc-framework-Vision==10.3\n",
" Downloading pyobjc_framework_Vision-10.3-cp36-abi3-macosx_11_0_universal2.whl (17 kB)\n",
"Collecting pyobjc-framework-AdSupport==10.3\n",
" Downloading pyobjc_framework_AdSupport-10.3-py2.py3-none-any.whl (3.0 kB)\n",
"Collecting pyobjc-framework-BusinessChat==10.3\n",
" Downloading pyobjc_framework_BusinessChat-10.3-py2.py3-none-any.whl (3.1 kB)\n",
"Collecting pyobjc-framework-NaturalLanguage==10.3\n",
" Downloading pyobjc_framework_NaturalLanguage-10.3-py2.py3-none-any.whl (4.9 kB)\n",
"Collecting pyobjc-framework-Network==10.3\n",
" Downloading pyobjc_framework_Network-10.3-cp36-abi3-macosx_11_0_universal2.whl (14 kB)\n",
"Collecting pyobjc-framework-UserNotifications==10.3\n",
" Downloading pyobjc_framework_UserNotifications-10.3-cp36-abi3-macosx_11_0_universal2.whl (10 kB)\n",
"Collecting pyobjc-framework-VideoSubscriberAccount==10.3\n",
" Downloading pyobjc_framework_VideoSubscriberAccount-10.3-py2.py3-none-any.whl (4.3 kB)\n",
"Collecting pyobjc-framework-AuthenticationServices==10.3\n",
" Downloading pyobjc_framework_AuthenticationServices-10.3-cp36-abi3-macosx_11_0_universal2.whl (19 kB)\n",
"Collecting pyobjc-framework-AutomaticAssessmentConfiguration==10.3\n",
" Downloading pyobjc_framework_AutomaticAssessmentConfiguration-10.3-cp36-abi3-macosx_11_0_universal2.whl (8.9 kB)\n",
"Collecting pyobjc-framework-CoreHaptics==10.3\n",
" Downloading pyobjc_framework_CoreHaptics-10.3-py2.py3-none-any.whl (5.0 kB)\n",
"Collecting pyobjc-framework-CoreMotion==10.3\n",
" Downloading pyobjc_framework_CoreMotion-10.3-cp311-cp311-macosx_10_9_universal2.whl (9.8 kB)\n",
"Collecting pyobjc-framework-DeviceCheck==10.3\n",
" Downloading pyobjc_framework_DeviceCheck-10.3-py2.py3-none-any.whl (3.3 kB)\n",
"Collecting pyobjc-framework-ExecutionPolicy==10.3\n",
" Downloading pyobjc_framework_ExecutionPolicy-10.3-py2.py3-none-any.whl (3.3 kB)\n",
"Collecting pyobjc-framework-FileProvider==10.3\n",
" Downloading pyobjc_framework_FileProvider-10.3-cp311-cp311-macosx_10_9_universal2.whl (18 kB)\n",
"Collecting pyobjc-framework-FileProviderUI==10.3\n",
" Downloading pyobjc_framework_FileProviderUI-10.3-py2.py3-none-any.whl (3.3 kB)\n",
"Collecting pyobjc-framework-LinkPresentation==10.3\n",
" Downloading pyobjc_framework_LinkPresentation-10.3-py2.py3-none-any.whl (3.4 kB)\n",
"Collecting pyobjc-framework-OSLog==10.3\n",
" Downloading pyobjc_framework_OSLog-10.3-cp36-abi3-macosx_11_0_universal2.whl (8.0 kB)\n",
"Collecting pyobjc-framework-PencilKit==10.3\n",
" Downloading pyobjc_framework_PencilKit-10.3-py2.py3-none-any.whl (3.6 kB)\n",
"Collecting pyobjc-framework-PushKit==10.3\n",
" Downloading pyobjc_framework_PushKit-10.3-cp36-abi3-macosx_11_0_universal2.whl (8.6 kB)\n",
"Collecting pyobjc-framework-QuickLookThumbnailing==10.3\n",
" Downloading pyobjc_framework_QuickLookThumbnailing-10.3-py2.py3-none-any.whl (3.8 kB)\n",
"Collecting pyobjc-framework-Speech==10.3\n",
" Downloading pyobjc_framework_Speech-10.3-cp36-abi3-macosx_11_0_universal2.whl (9.5 kB)\n",
"Collecting pyobjc-framework-SoundAnalysis==10.3\n",
" Downloading pyobjc_framework_SoundAnalysis-10.3-py2.py3-none-any.whl (3.8 kB)\n",
"Collecting pyobjc-framework-SystemExtensions==10.3\n",
" Downloading pyobjc_framework_SystemExtensions-10.3-cp36-abi3-macosx_11_0_universal2.whl (9.1 kB)\n",
"Collecting pyobjc-framework-Accessibility==10.3\n",
" Downloading pyobjc_framework_Accessibility-10.3-cp36-abi3-macosx_11_0_universal2.whl (10 kB)\n",
"Collecting pyobjc-framework-AdServices==10.3\n",
" Downloading pyobjc_framework_AdServices-10.3-py2.py3-none-any.whl (3.1 kB)\n",
"Collecting pyobjc-framework-AppTrackingTransparency==10.3\n",
" Downloading pyobjc_framework_AppTrackingTransparency-10.3-py2.py3-none-any.whl (3.4 kB)\n",
"Collecting pyobjc-framework-CallKit==10.3\n",
" Downloading pyobjc_framework_CallKit-10.3-py2.py3-none-any.whl (4.9 kB)\n",
"Collecting pyobjc-framework-ClassKit==10.3\n",
" Downloading pyobjc_framework_ClassKit-10.3-cp36-abi3-macosx_11_0_universal2.whl (8.7 kB)\n",
"Collecting pyobjc-framework-KernelManagement==10.3\n",
" Downloading pyobjc_framework_KernelManagement-10.3-py2.py3-none-any.whl (3.3 kB)\n",
"Collecting pyobjc-framework-MetalPerformanceShadersGraph==10.3\n",
" Downloading pyobjc_framework_MetalPerformanceShadersGraph-10.3-py2.py3-none-any.whl (6.0 kB)\n",
"Collecting pyobjc-framework-MLCompute==10.3\n",
" Downloading pyobjc_framework_MLCompute-10.3-py2.py3-none-any.whl (6.4 kB)\n",
"Collecting pyobjc-framework-PassKit==10.3\n",
" Downloading pyobjc_framework_PassKit-10.3-cp36-abi3-macosx_11_0_universal2.whl (13 kB)\n",
"Collecting pyobjc-framework-ReplayKit==10.3\n",
" Downloading pyobjc_framework_ReplayKit-10.3-cp36-abi3-macosx_11_0_universal2.whl (10 kB)\n",
"Collecting pyobjc-framework-ScreenTime==10.3\n",
" Downloading pyobjc_framework_ScreenTime-10.3-py2.py3-none-any.whl (3.4 kB)\n",
"Collecting pyobjc-framework-UniformTypeIdentifiers==10.3\n",
" Downloading pyobjc_framework_UniformTypeIdentifiers-10.3-py2.py3-none-any.whl (4.4 kB)\n",
"Collecting pyobjc-framework-UserNotificationsUI==10.3\n",
" Downloading pyobjc_framework_UserNotificationsUI-10.3-py2.py3-none-any.whl (3.5 kB)\n",
"Collecting pyobjc-framework-Virtualization==10.3\n",
" Downloading pyobjc_framework_Virtualization-10.3-cp36-abi3-macosx_11_0_universal2.whl (12 kB)\n",
"Collecting pyobjc-framework-DataDetection==10.3\n",
" Downloading pyobjc_framework_DataDetection-10.3-py2.py3-none-any.whl (3.1 kB)\n",
"Collecting pyobjc-framework-IntentsUI==10.3\n",
" Downloading pyobjc_framework_IntentsUI-10.3-cp311-cp311-macosx_10_9_universal2.whl (9.6 kB)\n",
"Collecting pyobjc-framework-LocalAuthenticationEmbeddedUI==10.3\n",
" Downloading pyobjc_framework_LocalAuthenticationEmbeddedUI-10.3-py2.py3-none-any.whl (3.5 kB)\n",
"Collecting pyobjc-framework-MailKit==10.3\n",
" Downloading pyobjc_framework_MailKit-10.3-py2.py3-none-any.whl (4.5 kB)\n",
"Collecting pyobjc-framework-MetricKit==10.3\n",
" Downloading pyobjc_framework_MetricKit-10.3-cp311-cp311-macosx_10_9_universal2.whl (8.1 kB)\n",
"Collecting pyobjc-framework-PHASE==10.3\n",
" Downloading pyobjc_framework_PHASE-10.3-py2.py3-none-any.whl (6.2 kB)\n",
"Collecting pyobjc-framework-ShazamKit==10.3\n",
" Downloading pyobjc_framework_ShazamKit-10.3-cp311-cp311-macosx_10_9_universal2.whl (8.6 kB)\n",
"Collecting pyobjc-framework-ScreenCaptureKit==10.3\n",
" Downloading pyobjc_framework_ScreenCaptureKit-10.3-cp311-cp311-macosx_10_9_universal2.whl (11 kB)\n",
"Collecting pyobjc-framework-AVRouting==10.3\n",
" Downloading pyobjc_framework_AVRouting-10.3-cp36-abi3-macosx_11_0_universal2.whl (8.6 kB)\n",
"Collecting pyobjc-framework-BackgroundAssets==10.3\n",
" Downloading pyobjc_framework_BackgroundAssets-10.3-cp36-abi3-macosx_11_0_universal2.whl (10 kB)\n",
"Collecting pyobjc-framework-ExtensionKit==10.3\n",
" Downloading pyobjc_framework_ExtensionKit-10.3-cp36-abi3-macosx_11_0_universal2.whl (8.3 kB)\n",
"Collecting pyobjc-framework-HealthKit==10.3\n",
" Downloading pyobjc_framework_HealthKit-10.3-cp36-abi3-macosx_11_0_universal2.whl (19 kB)\n",
"Collecting pyobjc-framework-MetalFX==10.3\n",
" Downloading pyobjc_framework_MetalFX-10.3-cp36-abi3-macosx_11_0_universal2.whl (10 kB)\n",
"Collecting pyobjc-framework-SafetyKit==10.3\n",
" Downloading pyobjc_framework_SafetyKit-10.3-cp36-abi3-macosx_11_0_universal2.whl (8.3 kB)\n",
"Collecting pyobjc-framework-SharedWithYouCore==10.3\n",
" Downloading pyobjc_framework_SharedWithYouCore-10.3-cp36-abi3-macosx_11_0_universal2.whl (8.9 kB)\n",
"Collecting pyobjc-framework-SharedWithYou==10.3\n",
" Downloading pyobjc_framework_SharedWithYou-10.3-cp36-abi3-macosx_11_0_universal2.whl (9.1 kB)\n",
"Collecting pyobjc-framework-ThreadNetwork==10.3\n",
" Downloading pyobjc_framework_ThreadNetwork-10.3-py2.py3-none-any.whl (3.4 kB)\n",
"Collecting pyobjc-framework-Cinematic==10.3\n",
" Downloading pyobjc_framework_Cinematic-10.3-py2.py3-none-any.whl (4.2 kB)\n",
"Collecting pyobjc-framework-SensitiveContentAnalysis==10.3\n",
" Downloading pyobjc_framework_SensitiveContentAnalysis-10.3-py2.py3-none-any.whl (3.4 kB)\n",
"Collecting pyobjc-framework-Symbols==10.3\n",
" Downloading pyobjc_framework_Symbols-10.3-py2.py3-none-any.whl (2.9 kB)\n",
"Collecting pyobjc-framework-CalendarStore==10.3\n",
" Downloading pyobjc_framework_CalendarStore-10.3-py2.py3-none-any.whl (4.8 kB)\n",
"Collecting pyobjc-framework-Collaboration==10.3\n",
" Downloading pyobjc_framework_Collaboration-10.3-py2.py3-none-any.whl (4.5 kB)\n",
"Collecting pyobjc-framework-DictionaryServices==10.3\n",
" Downloading pyobjc_framework_DictionaryServices-10.3-py2.py3-none-any.whl (3.5 kB)\n",
"Collecting pyobjc-framework-FSEvents==10.3\n",
" Downloading pyobjc_framework_FSEvents-10.3-cp36-abi3-macosx_11_0_universal2.whl (12 kB)\n",
"Collecting pyobjc-framework-InputMethodKit==10.3\n",
" Downloading pyobjc_framework_InputMethodKit-10.3-cp36-abi3-macosx_11_0_universal2.whl (9.8 kB)\n",
"Collecting pyobjc-framework-InstantMessage==10.3\n",
" Downloading pyobjc_framework_InstantMessage-10.3-py2.py3-none-any.whl (5.0 kB)\n",
"Collecting pyobjc-framework-ScriptingBridge==10.3\n",
" Downloading pyobjc_framework_ScriptingBridge-10.3-cp36-abi3-macosx_11_0_universal2.whl (8.5 kB)\n",
"Installing collected packages: pyobjc-core, pyobjc-framework-Cocoa, pyobjc-framework-WebKit, pyobjc-framework-Virtualization, pyobjc-framework-VideoSubscriberAccount, pyobjc-framework-UserNotifications, pyobjc-framework-UniformTypeIdentifiers, pyobjc-framework-ThreadNetwork, pyobjc-framework-SystemExtensions, pyobjc-framework-SystemConfiguration, pyobjc-framework-Symbols, pyobjc-framework-StoreKit, pyobjc-framework-Speech, pyobjc-framework-SoundAnalysis, pyobjc-framework-Social, pyobjc-framework-ShazamKit, pyobjc-framework-SharedWithYouCore, pyobjc-framework-ServiceManagement, pyobjc-framework-Security, pyobjc-framework-ScriptingBridge, pyobjc-framework-ScreenTime, pyobjc-framework-ScreenSaver, pyobjc-framework-SafariServices, pyobjc-framework-ReplayKit, pyobjc-framework-Quartz, pyobjc-framework-PushKit, pyobjc-framework-PreferencePanes, pyobjc-framework-PhotosUI, pyobjc-framework-Photos, pyobjc-framework-PencilKit, pyobjc-framework-PassKit, pyobjc-framework-OSAKit, pyobjc-framework-OpenDirectory, pyobjc-framework-NotificationCenter, pyobjc-framework-NetworkExtension, pyobjc-framework-Network, pyobjc-framework-NetFS, pyobjc-framework-NaturalLanguage, pyobjc-framework-MultipeerConnectivity, pyobjc-framework-MLCompute, pyobjc-framework-MetricKit, pyobjc-framework-Metal, pyobjc-framework-MediaToolbox, pyobjc-framework-MediaAccessibility, pyobjc-framework-MailKit, pyobjc-framework-libxpc, pyobjc-framework-libdispatch, pyobjc-framework-LatentSemanticMapping, pyobjc-framework-KernelManagement, pyobjc-framework-iTunesLibrary, pyobjc-framework-IOSurface, pyobjc-framework-IOBluetooth, pyobjc-framework-Intents, pyobjc-framework-InstallerPlugins, pyobjc-framework-InputMethodKit, pyobjc-framework-ImageCaptureCore, pyobjc-framework-HealthKit, pyobjc-framework-GameController, pyobjc-framework-GameCenter, pyobjc-framework-FSEvents, pyobjc-framework-FinderSync, pyobjc-framework-FileProvider, pyobjc-framework-ExternalAccessory, pyobjc-framework-ExtensionKit, pyobjc-framework-ExecutionPolicy, pyobjc-framework-ExceptionHandling, pyobjc-framework-EventKit, pyobjc-framework-DVDPlayback, pyobjc-framework-DiskArbitration, pyobjc-framework-DiscRecording, pyobjc-framework-DeviceCheck, pyobjc-framework-DataDetection, pyobjc-framework-CryptoTokenKit, pyobjc-framework-CoreWLAN, pyobjc-framework-CoreSpotlight, pyobjc-framework-CoreMotion, pyobjc-framework-CoreML, pyobjc-framework-CoreMIDI, pyobjc-framework-CoreMediaIO, pyobjc-framework-CoreMedia, pyobjc-framework-CoreLocation, pyobjc-framework-CoreHaptics, pyobjc-framework-CoreData, pyobjc-framework-CoreBluetooth, pyobjc-framework-CoreAudio, pyobjc-framework-Contacts, pyobjc-framework-ColorSync, pyobjc-framework-Collaboration, pyobjc-framework-ClassKit, pyobjc-framework-CFNetwork, pyobjc-framework-CallKit, pyobjc-framework-CalendarStore, pyobjc-framework-BusinessChat, pyobjc-framework-BackgroundAssets, pyobjc-framework-AVRouting, pyobjc-framework-Automator, pyobjc-framework-AutomaticAssessmentConfiguration, pyobjc-framework-AuthenticationServices, pyobjc-framework-AudioVideoBridging, pyobjc-framework-AppTrackingTransparency, pyobjc-framework-AppleScriptObjC, pyobjc-framework-AppleScriptKit, pyobjc-framework-AdSupport, pyobjc-framework-AdServices, pyobjc-framework-AddressBook, pyobjc-framework-Accounts, pyobjc-framework-Vision, pyobjc-framework-VideoToolbox, pyobjc-framework-UserNotificationsUI, pyobjc-framework-SyncServices, pyobjc-framework-SpriteKit, pyobjc-framework-SharedWithYou, pyobjc-framework-SensitiveContentAnalysis, pyobjc-framework-SecurityInterface, pyobjc-framework-SecurityFoundation, pyobjc-framework-ScreenCaptureKit, pyobjc-framework-SceneKit, pyobjc-framework-SafetyKit, pyobjc-framework-QuickLookThumbnailing, pyobjc-framework-OSLog, pyobjc-framework-ModelIO, pyobjc-framework-MetalPerformanceShaders, pyobjc-framework-MetalKit, pyobjc-framework-MetalFX, pyobjc-framework-MediaLibrary, pyobjc-framework-MapKit, pyobjc-framework-LocalAuthentication, pyobjc-framework-LinkPresentation, pyobjc-framework-IOBluetoothUI, pyobjc-framework-IntentsUI, pyobjc-framework-InstantMessage, pyobjc
"Successfully installed keyboard-0.13.5 pyobjc-10.3 pyobjc-core-10.3 pyobjc-framework-AVFoundation-10.3 pyobjc-framework-AVKit-10.3 pyobjc-framework-AVRouting-10.3 pyobjc-framework-Accessibility-10.3 pyobjc-framework-Accounts-10.3 pyobjc-framework-AdServices-10.3 pyobjc-framework-AdSupport-10.3 pyobjc-framework-AddressBook-10.3 pyobjc-framework-AppTrackingTransparency-10.3 pyobjc-framework-AppleScriptKit-10.3 pyobjc-framework-AppleScriptObjC-10.3 pyobjc-framework-ApplicationServices-10.3 pyobjc-framework-AudioVideoBridging-10.3 pyobjc-framework-AuthenticationServices-10.3 pyobjc-framework-AutomaticAssessmentConfiguration-10.3 pyobjc-framework-Automator-10.3 pyobjc-framework-BackgroundAssets-10.3 pyobjc-framework-BusinessChat-10.3 pyobjc-framework-CFNetwork-10.3 pyobjc-framework-CalendarStore-10.3 pyobjc-framework-CallKit-10.3 pyobjc-framework-Cinematic-10.3 pyobjc-framework-ClassKit-10.3 pyobjc-framework-CloudKit-10.3 pyobjc-framework-Cocoa-10.3 pyobjc-framework-Collaboration-10.3 pyobjc-framework-ColorSync-10.3 pyobjc-framework-Contacts-10.3 pyobjc-framework-ContactsUI-10.3 pyobjc-framework-CoreAudio-10.3 pyobjc-framework-CoreAudioKit-10.3 pyobjc-framework-CoreBluetooth-10.3 pyobjc-framework-CoreData-10.3 pyobjc-framework-CoreHaptics-10.3 pyobjc-framework-CoreLocation-10.3 pyobjc-framework-CoreMIDI-10.3 pyobjc-framework-CoreML-10.3 pyobjc-framework-CoreMedia-10.3 pyobjc-framework-CoreMediaIO-10.3 pyobjc-framework-CoreMotion-10.3 pyobjc-framework-CoreServices-10.3 pyobjc-framework-CoreSpotlight-10.3 pyobjc-framework-CoreText-10.3 pyobjc-framework-CoreWLAN-10.3 pyobjc-framework-CryptoTokenKit-10.3 pyobjc-framework-DVDPlayback-10.3 pyobjc-framework-DataDetection-10.3 pyobjc-framework-DeviceCheck-10.3 pyobjc-framework-DictionaryServices-10.3 pyobjc-framework-DiscRecording-10.3 pyobjc-framework-DiscRecordingUI-10.3 pyobjc-framework-DiskArbitration-10.3 pyobjc-framework-EventKit-10.3 pyobjc-framework-ExceptionHandling-10.3 pyobjc-framework-ExecutionPolicy-10.3 pyobjc-framework-ExtensionKit-10.3 pyobjc-framework-ExternalAccessory-10.3 pyobjc-framework-FSEvents-10.3 pyobjc-framework-FileProvider-10.3 pyobjc-framework-FileProviderUI-10.3 pyobjc-framework-FinderSync-10.3 pyobjc-framework-GameCenter-10.3 pyobjc-framework-GameController-10.3 pyobjc-framework-GameKit-10.3 pyobjc-framework-GameplayKit-10.3 pyobjc-framework-HealthKit-10.3 pyobjc-framework-IOBluetooth-10.3 pyobjc-framework-IOBluetoothUI-10.3 pyobjc-framework-IOSurface-10.3 pyobjc-framework-ImageCaptureCore-10.3 pyobjc-framework-InputMethodKit-10.3 pyobjc-framework-InstallerPlugins-10.3 pyobjc-framework-InstantMessage-10.3 pyobjc-framework-Intents-10.3 pyobjc-framework-IntentsUI-10.3 pyobjc-framework-KernelManagement-10.3 pyobjc-framework-LatentSemanticMapping-10.3 pyobjc-framework-LaunchServices-10.3 pyobjc-framework-LinkPresentation-10.3 pyobjc-framework-LocalAuthentication-10.3 pyobjc-framework-LocalAuthenticationEmbeddedUI-10.3 pyobjc-framework-MLCompute-10.3 pyobjc-framework-MailKit-10.3 pyobjc-framework-MapKit-10.3 pyobjc-framework-MediaAccessibility-10.3 pyobjc-framework-MediaLibrary-10.3 pyobjc-framework-MediaPlayer-10.3 pyobjc-framework-MediaToolbox-10.3 pyobjc-framework-Metal-10.3 pyobjc-framework-MetalFX-10.3 pyobjc-framework-MetalKit-10.3 pyobjc-framework-MetalPerformanceShaders-10.3 pyobjc-framework-MetalPerformanceShadersGraph-10.3 pyobjc-framework-MetricKit-10.3 pyobjc-framework-ModelIO-10.3 pyobjc-framework-MultipeerConnectivity-10.3 pyobjc-framework-NaturalLanguage-10.3 pyobjc-framework-NetFS-10.3 pyobjc-framework-Network-10.3 pyobjc-framework-NetworkExtension-10.3 pyobjc-framework-NotificationCenter-10.3 pyobjc-framework-OSAKit-10.3 pyobjc-framework-OSLog-10.3 pyobjc-framework-OpenDirectory-10.3 pyobjc-framework-PHASE-10.3 pyobjc-framework-PassKit-10.3 pyobjc-framework-PencilKit-10.3 pyobjc-framework-Photos-10.3 pyobjc-framework-PhotosUI-10.3 pyobjc-framework-PreferencePanes-10.3 pyobjc-framework-PushKit-10.3 pyobjc-framework-Quartz-10.3 pyobjc-framework-QuickLookThumbnailing-10.3 pyobjc-framework-ReplayKit-10.3 pyobjc-framework-SafariServices-1
"\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.3\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.0\u001b[0m\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
]
}
],
"source": [
"!pip install keyboard"
]
},
{
"cell_type": "code",
"execution_count": 2,
2024-04-13 08:20:53 +02:00
"id": "broken-workstation",
"metadata": {},
2024-05-28 21:18:57 +02:00
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Exception in thread Thread-4 (listen):\n",
"Traceback (most recent call last):\n",
" File \"/Users/potoato/.pyenv/versions/3.11.0/lib/python3.11/threading.py\", line 1038, in _bootstrap_inner\n",
" self.run()\n",
" File \"/Users/potoato/.pyenv/versions/3.11.0/lib/python3.11/site-packages/ipykernel/ipkernel.py\", line 766, in run_closure\n",
" _threading_Thread_run(self)\n",
" File \"/Users/potoato/.pyenv/versions/3.11.0/lib/python3.11/threading.py\", line 975, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/Users/potoato/.pyenv/versions/3.11.0/lib/python3.11/site-packages/keyboard/__init__.py\", line 294, in listen\n",
" _os_keyboard.listen(self.direct_callback)\n",
" File \"/Users/potoato/.pyenv/versions/3.11.0/lib/python3.11/site-packages/keyboard/_darwinkeyboard.py\", line 430, in listen\n",
" raise OSError(\"Error 13 - Must be run as administrator\")\n",
"OSError: Error 13 - Must be run as administrator\n"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[2], line 8\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(event)\n\u001b[1;32m 7\u001b[0m keyboard\u001b[38;5;241m.\u001b[39mon_release(callback\u001b[38;5;241m=\u001b[39mreport_key)\n\u001b[0;32m----> 8\u001b[0m \u001b[43mkeyboard\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/.pyenv/versions/3.11.0/lib/python3.11/site-packages/keyboard/__init__.py:886\u001b[0m, in \u001b[0;36mwait\u001b[0;34m(hotkey, suppress, trigger_on_release)\u001b[0m\n\u001b[1;32m 884\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 885\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 886\u001b[0m \u001b[43m_time\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msleep\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m1e6\u001b[39;49m\u001b[43m)\u001b[49m\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
2024-04-13 08:20:53 +02:00
"source": [
"import keyboard\n",
"\n",
"\n",
"def report_key(event):\n",
" print(event)\n",
"\n",
"keyboard.on_release(callback=report_key)\n",
"keyboard.wait()"
]
},
{
"cell_type": "markdown",
"id": "polish-census",
"metadata": {},
"source": [
"UWAGA! Aby uruchomić powyższy kod na Linuxie konieczne są uprawnienia administratora (pytanie poza konkursem - dlaczego?)"
]
},
{
"cell_type": "markdown",
"id": "incoming-hands",
"metadata": {},
"source": [
"### Ćwiczenie 1: Wykorzystując powyższy kod napisz keylogger, który zapisuje wszystkie uderzenia w klawisze do pliku. Format pliku jest dowolny, każdy wpis musi zawierać precyzyjną godzinę uderzenia oraz uderzony klawisz. Uruchom program i przepisz paragraf dowolnie wybranego tekstu."
]
},
2024-05-28 21:18:57 +02:00
{
"cell_type": "code",
"execution_count": null,
"id": "548e415e",
"metadata": {},
"outputs": [],
"source": [
"import keyboard\n",
"import time\n",
"\n",
"def log_keystroke(event):\n",
" with open(\"keystroke_log.txt\", \"a\") as log_file:\n",
" log_time = time.strftime(\"%Y-%m-%d %H:%M:%S\", time.localtime())\n",
" log_file.write(f\"{log_time} - {event.name}\\n\")\n",
"\n",
"keyboard.on_press(log_keystroke)\n",
"keyboard.wait()"
]
},
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{
"cell_type": "markdown",
"id": "valuable-bearing",
"metadata": {},
"source": [
"Celem powyższego ćwiczenia jest pozyskanie danych testowych. Dalsze analizy będziemy prowadzili już bez key loggera, starając się korzystać jedynie z danych zapisanych w pliku. Oczywiście, jeśli zajdzie taka konieczność, można w każdej chwili wygenerować sobie nowy plik."
]
},
{
"cell_type": "markdown",
"id": "boxed-maple",
"metadata": {},
"source": [
"### Ćwiczenie 2: Napisz program, który wyliczy średnią prędkość pisania. Wykryj, kiedy użytkownik zaczął pisać. Nie bierz pod uwagę przerw dłuższych niż 5 sekund. Podaj prędkość pisania w znakach na minutę oraz słowach na minutę."
]
},
{
"cell_type": "code",
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"execution_count": 3,
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"id": "possible-holder",
"metadata": {},
2024-05-28 21:18:57 +02:00
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Zacznij pisać. Gdy skończysz naciśnij 'esc'...\n"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[3], line 46\u001b[0m\n\u001b[1;32m 44\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;18m__name__\u001b[39m \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__main__\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 45\u001b[0m calc \u001b[38;5;241m=\u001b[39m TypingSpeedCalculator()\n\u001b[0;32m---> 46\u001b[0m \u001b[43mcalc\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstart\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 48\u001b[0m \u001b[38;5;66;03m# nie byłem wstanie uruchomić skryptu w pliku .ipynb\u001b[39;00m\n",
"Cell \u001b[0;32mIn[3], line 39\u001b[0m, in \u001b[0;36mTypingSpeedCalculator.start\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 37\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mZacznij pisać. Gdy skończysz naciśnij \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mesc\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m...\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 38\u001b[0m keyboard\u001b[38;5;241m.\u001b[39mon_press(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mon_key_press)\n\u001b[0;32m---> 39\u001b[0m \u001b[43mkeyboard\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mesc\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 41\u001b[0m cpm, wpm \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcalculate_speed()\n\u001b[1;32m 42\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNapisałeś: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcpm\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m na minutę, czyli \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mwpm\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m słów na sekundę!\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
"File \u001b[0;32m~/.pyenv/versions/3.11.0/lib/python3.11/site-packages/keyboard/__init__.py:882\u001b[0m, in \u001b[0;36mwait\u001b[0;34m(hotkey, suppress, trigger_on_release)\u001b[0m\n\u001b[1;32m 880\u001b[0m lock \u001b[38;5;241m=\u001b[39m _Event()\n\u001b[1;32m 881\u001b[0m remove \u001b[38;5;241m=\u001b[39m add_hotkey(hotkey, \u001b[38;5;28;01mlambda\u001b[39;00m: lock\u001b[38;5;241m.\u001b[39mset(), suppress\u001b[38;5;241m=\u001b[39msuppress, trigger_on_release\u001b[38;5;241m=\u001b[39mtrigger_on_release)\n\u001b[0;32m--> 882\u001b[0m \u001b[43mlock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 883\u001b[0m remove_hotkey(remove)\n\u001b[1;32m 884\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
"File \u001b[0;32m~/.pyenv/versions/3.11.0/lib/python3.11/site-packages/keyboard/__init__.py:117\u001b[0m, in \u001b[0;36m_Event.wait\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwait\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 116\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 117\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[43m_UninterruptibleEvent\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0.5\u001b[39;49m\u001b[43m)\u001b[49m:\n\u001b[1;32m 118\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n",
"File \u001b[0;32m~/.pyenv/versions/3.11.0/lib/python3.11/threading.py:622\u001b[0m, in \u001b[0;36mEvent.wait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 620\u001b[0m signaled \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_flag\n\u001b[1;32m 621\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m signaled:\n\u001b[0;32m--> 622\u001b[0m signaled \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cond\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 623\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m signaled\n",
"File \u001b[0;32m~/.pyenv/versions/3.11.0/lib/python3.11/threading.py:324\u001b[0m, in \u001b[0;36mCondition.wait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 322\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 323\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 324\u001b[0m gotit \u001b[38;5;241m=\u001b[39m \u001b[43mwaiter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43macquire\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 325\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 326\u001b[0m gotit \u001b[38;5;241m=\u001b[39m waiter\u001b[38;5;241m.\u001b[39macquire(\u001b[38;5;28;01mFalse\u001b[39;00m)\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
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"source": [
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"import keyboard\n",
"import time\n",
"\n",
"class TypingSpeedCalculator:\n",
" def __init__(self):\n",
" self.start_time = None\n",
" self.end_time = None\n",
" self.total_chars = 0\n",
" self.typing_events = []\n",
"\n",
" def on_key_press(self, event):\n",
" current_time = time.time()\n",
" if not self.typing_events:\n",
" self.start_time = current_time\n",
" print(\"Rozpoczęto odliczanie...\")\n",
"\n",
" if self.typing_events and (current_time - self.typing_events[-1][1] > 5):\n",
" self.start_time = current_time\n",
" self.total_chars = 0\n",
" print(\"Pauza...\")\n",
"\n",
" self.typing_events.append((event.name, current_time))\n",
" self.total_chars += 1\n",
"\n",
" def calculate_speed(self):\n",
" if not self.typing_events:\n",
" return 0, 0\n",
" \n",
" self.end_time = time.time()\n",
" total_time_minutes = (self.end_time - self.start_time) / 60\n",
" total_words = self.total_chars / 6\n",
" cpm = self.total_chars / total_time_minutes\n",
" wpm = total_words / total_time_minutes\n",
" return round(cpm, 2), round(wpm, 2)\n",
"\n",
" def start(self):\n",
" print(\"Zacznij pisać. Gdy skończysz naciśnij 'esc'...\")\n",
" keyboard.on_press(self.on_key_press)\n",
" keyboard.wait('esc')\n",
"\n",
" cpm, wpm = self.calculate_speed()\n",
" print(f\"Napisałeś: {cpm} na minutę, czyli {wpm} słów na sekundę!\")\n",
"\n",
"if __name__ == \"__main__\":\n",
" calc = TypingSpeedCalculator()\n",
" calc.start()\n",
"\n",
"# nie byłem wstanie uruchomić skryptu w pliku .ipynb"
2024-04-13 08:20:53 +02:00
]
},
{
"cell_type": "markdown",
"id": "ceramic-birth",
"metadata": {},
"source": [
"Wróćmy teraz do procesu tłumaczenia. Analiza uderzeń klawiszy wykonanych podczas tłumaczenia pozwala wykryć dłuższe pauzy. Pauzy te najczęściej wskazują miejsca, w których tłumacz musi się głębiej zastanowić nad tłumaczeniem danego słowa lub frazy. Przerwę tę wykorzystuje na przykład na sprawdzenie tłumaczenia lub definicji w słowniku, przeglądanie wyników z pamięci tłumaczeń lub korzystanie z innych pomocy (eye-tracking mógłby w tym przypadku rozstrzygnąć, czym w istocie zajmuje się w tym momencie tłuamcz). Jest też możliwe, że tłumacz poświęca pauzę na tzw. cognitive pause-and-unload - rodzaj zamyślenia, pozwalający oczyścić myśli. Z punktu widzenia projektowania systemu wspomagającego tłumaczenie niezwykle istotna jest informacja, nad czym tłumacz musi się dłużej zastanowić. Minimalizacja liczby i czasu trwania takich przerw jest szansą na usprawnienie procesu tłumaczenia."
]
},
{
"cell_type": "markdown",
"id": "great-cable",
"metadata": {},
"source": [
"### Ćwiczenie 3: Napisz program do wykrywania przerw w pisaniu. Raportuj długość oraz miejsce wystąpienia przerwy podając 20-znakowy kontekst z każdej strony. Wykryj każdą przerwę dłuższą niż 3 sekundy, posortuj wyniki malejąco po długości przerwy."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "close-riverside",
"metadata": {},
"outputs": [],
"source": [
2024-05-28 21:18:57 +02:00
"import keyboard\n",
"import time\n",
"\n",
"class TypingBreakDetector:\n",
" def __init__(self):\n",
" self.last_time = None\n",
" self.typing_data = []\n",
" self.breaks = []\n",
"\n",
" def on_key_press(self, event):\n",
" current_time = time.time()\n",
" character = event.name\n",
"\n",
" if self.last_time:\n",
" break_length = current_time - self.last_time\n",
" if break_length > 3:\n",
" context_before = ''.join([ch[0] for ch in self.typing_data][-20:])\n",
" self.breaks.append((break_length, len(self.typing_data), context_before))\n",
"\n",
" self.typing_data.append((character, current_time))\n",
" self.last_time = current_time\n",
"\n",
" def report_breaks(self):\n",
" self.breaks.sort(reverse=True, key=lambda x: x[0])\n",
"\n",
" for length, position, context_before in self.breaks:\n",
" context_after_index = position + 20\n",
" context_after = ''.join([ch[0] for ch in self.typing_data[position:context_after_index]])\n",
" print(f\"Przerwa: {length:.2f} sekund\")\n",
" print(f\"Tekst przed: '{context_before}' [przerwa] po '{context_after}'\")\n",
" print(\"\")\n",
"\n",
" def start(self):\n",
" print(\"Rozpoczęto detekcję przerw w pisaniu. Pisz cokolwiek i zatrzymaj się, aby zobaczyć wyniki.\")\n",
" keyboard.on_press(self.on_key_press)\n",
" keyboard.wait('esc')\n",
"\n",
"if __name__ == \"__main__\":\n",
" detector = TypingBreakDetector()\n",
" detector.start()\n",
" detector.report_breaks()\n"
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]
}
],
"metadata": {
"author": "Rafał Jaworski",
"email": "rjawor@amu.edu.pl",
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
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"lang": "pl",
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"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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"version": "3.11.0"
},
"subtitle": "12. Key logging",
"title": "Komputerowe wspomaganie tłumaczenia",
"year": "2021"
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},
"nbformat": 4,
"nbformat_minor": 5
}
