Clean Code

2024-03-27 16:24:36 +08:00
parent 64178d7ec1
commit 6c8a7af79d
67 changed files with 0 additions and 4928 deletions
--- a/annotation/.gitignore
+++ b/annotation/.gitignore
@@ -1,172 +0,0 @@
-# Byte-compiled / optimized / DLL files
-__pycache__/
-*.py[cod]
-*$py.class
-
-# C extensions
-*.so
-
-# Distribution / packaging
-.Python
-build/
-develop-eggs/
-dist/
-downloads/
-eggs/
-.eggs/
-lib/
-lib64/
-parts/
-sdist/
-var/
-wheels/
-share/python-wheels/
-*.egg-info/
-.installed.cfg
-*.egg
-MANIFEST
-
-# PyInstaller
-#  Usually these files are written by a python script from a template
-#  before PyInstaller builds the exe, so as to inject date/other infos into it.
-*.manifest
-*.spec
-
-# Installer logs
-pip-log.txt
-pip-delete-this-directory.txt
-
-# Unit test / coverage reports
-htmlcov/
-.tox/
-.nox/
-.coverage
-.coverage.*
-.cache
-nosetests.xml
-coverage.xml
-*.cover
-*.py,cover
-.hypothesis/
-.pytest_cache/
-cover/
-
-# Translations
-*.mo
-*.pot
-
-# Django stuff:
-*.log
-local_settings.py
-db.sqlite3
-db.sqlite3-journal
-
-# Flask stuff:
-instance/
-.webassets-cache
-
-# Scrapy stuff:
-.scrapy
-
-# Sphinx documentation
-docs/_build/
-
-# PyBuilder
-.pybuilder/
-target/
-
-# Jupyter Notebook
-.ipynb_checkpoints
-
-# IPython
-profile_default/
-ipython_config.py
-
-# pyenv
-#   For a library or package, you might want to ignore these files since the code is
-#   intended to run in multiple environments; otherwise, check them in:
-# .python-version
-
-# pipenv
-#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
-#   However, in case of collaboration, if having platform-specific dependencies or dependencies
-#   having no cross-platform support, pipenv may install dependencies that don't work, or not
-#   install all needed dependencies.
-#Pipfile.lock
-
-# poetry
-#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
-#   This is especially recommended for binary packages to ensure reproducibility, and is more
-#   commonly ignored for libraries.
-#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
-#poetry.lock
-
-# pdm
-#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
-#pdm.lock
-#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
-#   in version control.
-#   https://pdm.fming.dev/#use-with-ide
-.pdm.toml
-
-# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
-__pypackages__/
-
-# Celery stuff
-celerybeat-schedule
-celerybeat.pid
-
-# SageMath parsed files
-*.sage.py
-
-# Environments
-.env
-.venv
-env/
-venv/
-ENV/
-env.bak/
-venv.bak/
-
-# Spyder project settings
-.spyderproject
-.spyproject
-
-# Rope project settings
-.ropeproject
-
-# mkdocs documentation
-/site
-
-# mypy
-.mypy_cache/
-.dmypy.json
-dmypy.json
-
-# Pyre type checker
-.pyre/
-
-# pytype static type analyzer
-.pytype/
-
-# Cython debug symbols
-cython_debug/
-
-# PyCharm
-#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
-#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
-#  and can be added to the global gitignore or merged into this file.  For a more nuclear
-#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-#.idea/
-
-# experiments
-experiments/**/*.png
-experiments/**/*.csv
-experiments/**/*.mp4
-experiments/**/*.jsonl
-experiments/**/*.json
-experiments/**/*.md
-experiments/**/*.txt
-
-# macos
-*DS_Store*
--- a/annotation/LICENSE
+++ b/annotation/LICENSE
@@ -1,21 +0,0 @@
-MIT License
-
-Copyright (c) 2023 DuckAI
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in all
-copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
--- a/annotation/OBS_SETUP.md
+++ b/annotation/OBS_SETUP.md
@@ -1,50 +0,0 @@
-# OBS Setup
-
-These are instructions on setting up OBS (Open Broadcaster Software) to record screen activity for creating the multimodal computer dataset.
-
-## Installation
-
-1. Go to the OBS Project website: [https://obsproject.com/](https://obsproject.com/).
-2. Choose the appropriate installer for your operating system.
-3. 
-   ![Operating System Selection](readme_images/Screenshot%202023-06-17%20220155.png)
-
-3. Run the installer from your downloads folder and grant OBS the necessary permissions for installation.
-
-   ![Installer Run](readme_images/Screenshot%202023-06-24%20115916.png)
-
-4. Keep the default settings and proceed through the installation wizard by clicking "Next" and then "Finish."
-
-   ![Installation Wizard](readme_images/Screenshot%202023-06-24%20120133.png)
-
-5. OBS should now be open. If not, search for and open the application.
-
-   ![Open OBS](readme_images/Screenshot%202023-06-17%20221407.png)
-
-## Enabling OBS WebSocket Server
-
-1. Click on "Tools" in the Navigation Bar within OBS, and then select "WebSocket Server Settings." A pop-up window will appear.
-
-   ![WebSocket Server Settings](readme_images/Screenshot%202023-06-17%20221553.png)
-
-2. Check the box next to "Enable WebSocket server" and uncheck the box next to "Enable Authentication." Click "Apply," then "Ok." You should return to the main OBS page.
-Make sure the port is set to 4455.
-   ![Enable WebSocket Server](readme_images/Screenshot%202023-06-24%20120347.png)
-
-## Adding Display Capture and Recording
-
-1. Now, back on the home page of OBS, select "Scene." Under "Sources," click the "+" button and then click "Display Capture." (in MacOS this is MacOS Screen Capture)
-
-   ![Display Capture](readme_images/Screenshot%202023-06-24%20110823.png)
-
-2. Select "Ok."
-
-   ![Confirm Display Capture](readme_images/Screenshot%202023-06-24%20111017.png)
-
-3. Make sure the "Display" is set to your main display, and you should see your screen on the canvas. Select "Ok." _(in MacOS if your screen is black with a red square in the top left try to disable then re-enable OBS Screen Recording permissions, this has worked before)_
-
-   ![Main Display](readme_images/Screenshot%202023-06-24%20112001.png)
-
-4. Now you can close OBS and OBS will opened and controlled automatically when you launch the Computer Tracker App. Also, the Computer Tracker app creates a new OBS profile so you don't have to worry about your previous settings being messed up.
-
-   ![Recording in Progress](readme_images/Screenshot%202023-06-24%20113548.png)
--- a/annotation/README.md
+++ b/annotation/README.md
@@ -1,98 +0,0 @@
-# DuckTrack
-
-This is the repository for the DuckAI DuckTrack app which records all keyboard and mouse input as well as the screen for use in a multimodal computer interaction dataset.
-
-## Installation & Setup
-
-### Download Application
-
-<!-- TODO: add prebuilt applications in github releases -->
-Download the pre-built application for your system [here](https://github.com/TheDuckAI/DuckTrack/releases/).
-
-Make sure you have OBS downloaded with the following configuration:
-1. Have a screen capture source recording your whole main screen.
-2. Enable desktop audio and mute microphone.
-3. Make sure the default websocket is enabled.
-
-More detailed instructions for OBS setup and installation located [here](OBS_SETUP.md).
-
-If you are on MacOS, make sure to enable to the following Privacy & Security permissions before running the app:
-
-1. Accessibility (for playing back actions)
-2. Input Monitoring (for reading keyboard inputs)
-
-Make sure to accept all other security permission dialogues to ensure that the app works properly.
-
-### Build from source
-
-Have Python >=3.11.
-
-Clone this repo and `cd` into it:
-```bash
-$ git clone https://github.com/TheDuckAI/DuckTrack
-$ cd DuckTrack
-```
-
-Install the dependencies for this project:
-```bash
-$ pip install -r requirements.txt
-```
-
-Build the application:
-```bash
-$ python3 build.py
-```
-
-The built application should be located in the generated `dist` directory. After this, follow the remaining relevant setup instructions.
-
-## Running the App
-
-You can run the app like any other desktop app on your computer. If you decided to not download the app or build it from source, just run `python main.py` and it should work the same. You will be interacting with the app through an app tray icon or a small window.
-
-### Recording
-
-From the app tray or GUI, you can start and stop a recording as well as pause and resume a recording. Pausing and resuming is important for when you want to hide sensitive information like credit card of login credentials. You can optionally name your recording and give it a description upon stopping a recording. You can also view your recordings by pressing the "Show Recordings" option.
-
-### Playback
-
-You can playback a recording, i.e. simulate the series of events from the recording, by pressing "Play Latest Recording", which plays the latest created recording, or by pressing "Play Custom Recording", which lets you choose a recording to play. You can easily replay the most recently played recording by pressing "Replay Recording".
-
-To stop the app mid-playback, just press `shift`+`esc` on your keyboard.
-
-### Misc
-
-To quit the app, you just press the "Quit" option.
-
-## Recording Format
-
-Recordings are stored in `Documents/DuckTrack_Recordings`. Each recording is a directory containing:
-
-1. `events.jsonl` file - sequence of all computer actions that happened. A sample event may look like this:
-```json
-{"time_stamp": 1234567.89, "action": "move", "x": 69.0, "y": 420.0}
-```
-1. `metadata.json` - stores metadata about the computer that made the recording
-2. `README.md` - stores the description for the recording
-3. MP4 file - the screen recording from OBS of the recording.
-
-Here is a [sample recording](example) for further reference.
-
-## Technical Overview
-
-<!-- maybe put a nice graphical representation of the app here -->
-
-*TDB*
-
-## Known Bugs
-
- After doing lots of playbacks on macOS, a segfault will occur.
- Mouse movement is not captured when the current application is using raw input, i.e. video games.
- OBS may not open in the background properly on some Linux machines.
-
-## Things To Do
-
- Add logging
- Testing
- CI (with builds and testing)
- Add way to hide/show window from the app tray (and it saves that as a preference?)
- Make saving preferences a thing generally, like with natural scrolling too
--- a/annotation/assets/duck.ico
+++ b/annotation/assets/duck.ico
--- a/annotation/assets/duck.png
+++ b/annotation/assets/duck.png
--- a/annotation/build.py
+++ b/annotation/build.py
@@ -1,27 +0,0 @@
-import shutil
-import sys
-from pathlib import Path
-from platform import system
-from subprocess import CalledProcessError, run
-
-project_dir = Path(".")
-assets_dir = project_dir / "assets"
-main_py = project_dir / "main.py"
-icon_file = assets_dir / ("duck.ico" if system() == "Windows" else "duck.png")
-
-for dir_to_remove in ["dist", "build"]:
-    dir_path = project_dir / dir_to_remove
-    if dir_path.exists():
-        shutil.rmtree(dir_path)
-
-pyinstaller_cmd = [
-    "pyinstaller", "--onefile", "--windowed",
-    f"--add-data={assets_dir}{';' if system() == 'Windows' else ':'}{assets_dir}",
-    f"--name=DuckTrack", f"--icon={icon_file}", str(main_py)
-]
-
-try:
-    run(pyinstaller_cmd, check=True)
-except CalledProcessError as e:
-    print("An error occurred while running PyInstaller:", e)
-    sys.exit(1)
--- a/annotation/ducktrack/init.py
+++ b/annotation/ducktrack/init.py
@@ -1 +0,0 @@
-from .app import MainInterface
--- a/annotation/ducktrack/app.py
+++ b/annotation/ducktrack/app.py
@@ -1,251 +0,0 @@
-import os
-import sys
-from platform import system
-
-from PyQt6.QtCore import QTimer, pyqtSlot
-from PyQt6.QtGui import QAction, QIcon
-from PyQt6.QtWidgets import (QApplication, QCheckBox, QDialog, QFileDialog,
-                             QFormLayout, QLabel, QLineEdit, QMenu,
-                             QMessageBox, QPushButton, QSystemTrayIcon,
-                             QTextEdit, QVBoxLayout, QWidget)
-
-from .obs_client import close_obs, is_obs_running, open_obs
-from .playback import Player, get_latest_recording
-from .recorder import Recorder
-from .util import get_recordings_dir, open_file
-
-
-class TitleDescriptionDialog(QDialog):
-    def __init__(self, parent=None):
-        super().__init__(parent)
-
-        self.setWindowTitle("Recording Details")
-
-        layout = QVBoxLayout(self)
-
-        self.form_layout = QFormLayout()
-
-        self.title_label = QLabel("Title:")
-        self.title_input = QLineEdit(self)
-        self.form_layout.addRow(self.title_label, self.title_input)
-
-        self.description_label = QLabel("Description:")
-        self.description_input = QTextEdit(self)
-        self.form_layout.addRow(self.description_label, self.description_input)
-
-        layout.addLayout(self.form_layout)
-
-        self.submit_button = QPushButton("Save", self)
-        self.submit_button.clicked.connect(self.accept)
-        layout.addWidget(self.submit_button)
-
-    def get_values(self):
-        return self.title_input.text(), self.description_input.toPlainText()
-
-class MainInterface(QWidget):
-    def __init__(self, app: QApplication):
-        super().__init__()
-        self.tray = QSystemTrayIcon(QIcon(resource_path("assets/duck.png")))
-        self.tray.show()
-                
-        self.app = app
-        
-        self.init_tray()
-        self.init_window()
-        
-        if not is_obs_running():
-            self.obs_process = open_obs()
-
-    def init_window(self):
-        self.setWindowTitle("DuckTrack")
-        layout = QVBoxLayout(self)
-        
-        self.toggle_record_button = QPushButton("Start Recording", self)
-        self.toggle_record_button.clicked.connect(self.toggle_record)
-        layout.addWidget(self.toggle_record_button)
-        
-        self.toggle_pause_button = QPushButton("Pause Recording", self)
-        self.toggle_pause_button.clicked.connect(self.toggle_pause)
-        self.toggle_pause_button.setEnabled(False)
-        layout.addWidget(self.toggle_pause_button)
-        
-        self.show_recordings_button = QPushButton("Show Recordings", self)
-        self.show_recordings_button.clicked.connect(lambda: open_file(get_recordings_dir()))
-        layout.addWidget(self.show_recordings_button)
-        
-        self.play_latest_button = QPushButton("Play Latest Recording", self)
-        self.play_latest_button.clicked.connect(self.play_latest_recording)
-        layout.addWidget(self.play_latest_button)
-        
-        self.play_custom_button = QPushButton("Play Custom Recording", self)
-        self.play_custom_button.clicked.connect(self.play_custom_recording)
-        layout.addWidget(self.play_custom_button)
-        
-        self.replay_recording_button = QPushButton("Replay Recording", self)
-        self.replay_recording_button.clicked.connect(self.replay_recording)
-        self.replay_recording_button.setEnabled(False)
-        layout.addWidget(self.replay_recording_button)
-        
-        self.quit_button = QPushButton("Quit", self)
-        self.quit_button.clicked.connect(self.quit)
-        layout.addWidget(self.quit_button)
-        
-        self.natural_scrolling_checkbox = QCheckBox("Natural Scrolling", self, checked=system() == "Darwin")
-        layout.addWidget(self.natural_scrolling_checkbox)
-
-        self.natural_scrolling_checkbox.stateChanged.connect(self.toggle_natural_scrolling)
-        
-        self.setLayout(layout)
-        
-    def init_tray(self):
-        self.menu = QMenu()
-        self.tray.setContextMenu(self.menu)
-
-        self.toggle_record_action = QAction("Start Recording")
-        self.toggle_record_action.triggered.connect(self.toggle_record)
-        self.menu.addAction(self.toggle_record_action)
-
-        self.toggle_pause_action = QAction("Pause Recording")
-        self.toggle_pause_action.triggered.connect(self.toggle_pause)
-        self.toggle_pause_action.setVisible(False)
-        self.menu.addAction(self.toggle_pause_action)
-        
-        self.show_recordings_action = QAction("Show Recordings")
-        self.show_recordings_action.triggered.connect(lambda: open_file(get_recordings_dir()))
-        self.menu.addAction(self.show_recordings_action)
-        
-        self.play_latest_action = QAction("Play Latest Recording")
-        self.play_latest_action.triggered.connect(self.play_latest_recording)
-        self.menu.addAction(self.play_latest_action)
-
-        self.play_custom_action = QAction("Play Custom Recording")
-        self.play_custom_action.triggered.connect(self.play_custom_recording)
-        self.menu.addAction(self.play_custom_action)
-        
-        self.replay_recording_action = QAction("Replay Recording")
-        self.replay_recording_action.triggered.connect(self.replay_recording)
-        self.menu.addAction(self.replay_recording_action)
-        self.replay_recording_action.setVisible(False)
-
-        self.quit_action = QAction("Quit")
-        self.quit_action.triggered.connect(self.quit)
-        self.menu.addAction(self.quit_action)
-        
-        self.menu.addSeparator()
-        
-        self.natural_scrolling_option = QAction("Natural Scrolling", checkable=True, checked=system() == "Darwin")
-        self.natural_scrolling_option.triggered.connect(self.toggle_natural_scrolling)
-        self.menu.addAction(self.natural_scrolling_option)
-        
-    @pyqtSlot()
-    def replay_recording(self):
-        player = Player()
-        if hasattr(self, "last_played_recording_path"):
-            player.play(self.last_played_recording_path)
-        else:
-            self.display_error_message("No recording has been played yet!")
-
-    @pyqtSlot()
-    def play_latest_recording(self):
-        player = Player()
-        recording_path = get_latest_recording()
-        self.last_played_recording_path = recording_path
-        self.replay_recording_action.setVisible(True)
-        self.replay_recording_button.setEnabled(True)
-        player.play(recording_path)
-
-    @pyqtSlot()
-    def play_custom_recording(self):
-        player = Player()
-        directory = QFileDialog.getExistingDirectory(None, "Select Recording", get_recordings_dir())
-        if directory:
-            self.last_played_recording_path = directory
-            self.replay_recording_button.setEnabled(True)
-            self.replay_recording_action.setVisible(True)
-            player.play(directory)
-
-    @pyqtSlot()
-    def quit(self):
-        if hasattr(self, "recorder_thread"):
-            self.toggle_record()
-        if hasattr(self, "obs_process"):
-            close_obs(self.obs_process)
-        self.app.quit()
-
-    def closeEvent(self, event):
-        self.quit()
-
-    @pyqtSlot()
-    def toggle_natural_scrolling(self):
-        sender = self.sender()
-
-        if sender == self.natural_scrolling_checkbox:
-            state = self.natural_scrolling_checkbox.isChecked()
-            self.natural_scrolling_option.setChecked(state)
-        else:
-            state = self.natural_scrolling_option.isChecked()
-            self.natural_scrolling_checkbox.setChecked(state)
-
-    @pyqtSlot()
-    def toggle_pause(self):
-        if self.recorder_thread._is_paused:
-            self.recorder_thread.resume_recording()
-            self.toggle_pause_action.setText("Pause Recording")
-            self.toggle_pause_button.setText("Pause Recording")
-        else:
-            self.recorder_thread.pause_recording()
-            self.toggle_pause_action.setText("Resume Recording")
-            self.toggle_pause_button.setText("Resume Recording")
-
-    @pyqtSlot()
-    def toggle_record(self):
-        if not hasattr(self, "recorder_thread"):
-            self.recorder_thread = Recorder(natural_scrolling=self.natural_scrolling_checkbox.isChecked())
-            self.recorder_thread.recording_stopped.connect(self.on_recording_stopped)
-            self.recorder_thread.start()
-            self.update_menu(True)
-        else:
-            self.recorder_thread.stop_recording()
-            self.recorder_thread.terminate()
-
-            recording_dir = self.recorder_thread.recording_path
-
-            del self.recorder_thread
-            
-            dialog = TitleDescriptionDialog()
-            QTimer.singleShot(0, dialog.raise_)
-            result = dialog.exec()
-
-            if result == QDialog.DialogCode.Accepted:
-                title, description = dialog.get_values()
-
-                if title:
-                    renamed_dir = os.path.join(os.path.dirname(recording_dir), title)
-                    os.rename(recording_dir, renamed_dir)
-
-                    with open(os.path.join(renamed_dir, 'README.md'), 'w') as f:
-                        f.write(description)
-                    
-                self.on_recording_stopped()
-
-    @pyqtSlot()
-    def on_recording_stopped(self):
-        self.update_menu(False)
-
-    def update_menu(self, is_recording: bool):
-        self.toggle_record_button.setText("Stop Recording" if is_recording else "Start Recording")
-        self.toggle_record_action.setText("Stop Recording" if is_recording else "Start Recording")
-        
-        self.toggle_pause_button.setEnabled(is_recording)
-        self.toggle_pause_action.setVisible(is_recording)
-
-    def display_error_message(self, message):
-        QMessageBox.critical(None, "Error", message)
-        
-def resource_path(relative_path: str) -> str:
-    if hasattr(sys, '_MEIPASS'):
-        base_path = getattr(sys, "_MEIPASS")
-    else:
-        base_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), '..')
-
-    return os.path.join(base_path, relative_path)
--- a/annotation/ducktrack/keycomb.py
+++ b/annotation/ducktrack/keycomb.py
@@ -1,33 +0,0 @@
-from pynput.keyboard import Listener
-
-from .util import name_to_key
-
-
-class KeyCombinationListener:
-    """
-    Simple and bad key combination listener.
-    """
-    
-    def __init__(self):
-        self.current_keys = set()
-        self.callbacks = {}
-        self.listener = Listener(on_press=self.on_key_press, on_release=self.on_key_release)
-
-    def add_comb(self, keys, callback):
-        self.callbacks[tuple([name_to_key(key_name) for key_name in sorted(keys)])] = callback
-
-    def on_key_press(self, key):
-        self.current_keys.add(key)
-        for comb, callback in self.callbacks.items():
-            if all(k in self.current_keys for k in comb):
-                return callback()
-
-    def on_key_release(self, key):
-        if key in self.current_keys:
-            self.current_keys.remove(key)
-
-    def start(self):
-        self.listener.start()
-
-    def stop(self):
-        self.listener.stop()
--- a/annotation/ducktrack/metadata.py
+++ b/annotation/ducktrack/metadata.py
@@ -1,60 +0,0 @@
-import json
-import os
-import uuid
-from datetime import datetime
-from platform import uname
-
-from screeninfo import get_monitors
-
-
-class MetadataManager:
-    """
-    Handles various system metadata collection.
-    """
-    
-    def __init__(self, recording_path: str, natural_scrolling: bool):
-        self.recording_path = recording_path
-        
-        self.metadata = uname()._asdict()
-        
-        self.metadata["id"] = uuid.getnode()
-
-        main_monitor = get_monitors()[0]
-        self.metadata["screen_width"] = main_monitor.width
-        self.metadata["screen_height"] = main_monitor.height
-        
-        try:
-            match self.metadata["system"]:
-                case "Windows":
-                    import wmi
-                    for item in wmi.WMI().Win32_ComputerSystem():
-                        self.metadata["model"] = item.Model
-                        break
-                case "Darwin":
-                    import subprocess
-                    model = subprocess.check_output(["sysctl", "-n", "hw.model"]).decode().strip()
-                    self.metadata["model"] = model
-                case "Linux":
-                    with open("/sys/devices/virtual/dmi/id/product_name", "r") as f:
-                        self.metadata["model"] = f.read().strip()
-        except:
-            self.metadata["model"] = "Unknown"
-        
-        self.metadata["scroll_direction"] = -1 if natural_scrolling else 1
-
-    def save_metadata(self):
-        metadata_path = os.path.join(self.recording_path, "metadata.json")
-        with open(metadata_path, "w") as f:
-            json.dump(self.metadata, f, indent=4)
-    
-    def collect(self):
-        self.metadata["start_time"] = self._get_time_stamp()
-        
-    def end_collect(self):
-        self.metadata["stop_time"] = self._get_time_stamp()
-    
-    def add_obs_record_state_timings(self, record_state_events: dict[str, float]):
-        self.metadata["obs_record_state_timings"] = record_state_events
-
-    def _get_time_stamp(self):
-        return datetime.now().strftime("%Y-%m-%d %H:%M:%S")
--- a/annotation/ducktrack/obs_client.py
+++ b/annotation/ducktrack/obs_client.py
@@ -1,200 +0,0 @@
-import os
-import subprocess
-import time
-from platform import system
-
-import obsws_python as obs
-import psutil
-
-
-def is_obs_running() -> bool:
-    try:
-        for process in psutil.process_iter(attrs=["pid", "name"]):
-            if "obs" in process.info["name"].lower():
-                return True
-        return False
-    except:
-        raise Exception("Could not check if OBS is running already. Please check manually.")
-
-def close_obs(obs_process: subprocess.Popen):
-    if obs_process:
-        obs_process.terminate()
-        try:
-            obs_process.wait(timeout=5)
-        except subprocess.TimeoutExpired:
-            obs_process.kill()
-
-def find_obs() -> str:
-    common_paths = {
-        "Windows": [
-            "C:\\Program Files\\obs-studio\\bin\\64bit\\obs64.exe",
-            "C:\\Program Files (x86)\\obs-studio\\bin\\32bit\\obs32.exe"
-        ],
-        "Darwin": [
-            "/Applications/OBS.app/Contents/MacOS/OBS",
-            "/opt/homebrew/bin/obs"
-        ],
-        "Linux": [
-            "/usr/bin/obs",
-            "/usr/local/bin/obs"
-        ]
-    }
-
-    for path in common_paths.get(system(), []):
-        if os.path.exists(path):
-            return path
-    
-    try:
-        if system() == "Windows":
-            obs_path = subprocess.check_output("where obs", shell=True).decode().strip()
-        else:
-            obs_path = subprocess.check_output("which obs", shell=True).decode().strip()
-
-        if os.path.exists(obs_path):
-            return obs_path
-    except subprocess.CalledProcessError:
-        pass
-
-    return "obs"
-
-def open_obs() -> subprocess.Popen:
-    try:
-        obs_path = find_obs()
-        if system() == "Windows":
-            # you have to change the working directory first for OBS to find the correct locale on windows
-            os.chdir(os.path.dirname(obs_path))
-            obs_path = os.path.basename(obs_path)
-        return subprocess.Popen([obs_path, "--startreplaybuffer", "--minimize-to-tray"])
-    except:
-        raise Exception("Failed to find OBS, please open OBS manually.")
-
-class OBSClient:
-    """
-    Controls the OBS client via the OBS websocket.
-    Sets all the correct settings for recording.
-    """
-    
-    def __init__(
-        self, 
-        recording_path: str, 
-        metadata: dict, 
-        fps=30,
-        output_width=1280, 
-        output_height=720, 
-    ):
-        self.metadata = metadata
-        
-        self.req_client = obs.ReqClient()
-        self.event_client = obs.EventClient()
-        
-        self.record_state_events = {}
-        
-        def on_record_state_changed(data):
-            output_state = data.output_state
-            print("record state changed:", output_state)
-            if output_state not in self.record_state_events:
-                self.record_state_events[output_state] = []
-            self.record_state_events[output_state].append(time.perf_counter())
-        
-        self.event_client.callback.register(on_record_state_changed)
-
-        self.old_profile = self.req_client.get_profile_list().current_profile_name
-
-        if "computer_tracker" not in self.req_client.get_profile_list().profiles:
-            self.req_client.create_profile("computer_tracker")
-        else:
-            self.req_client.set_current_profile("computer_tracker")
-            self.req_client.create_profile("temp")
-            self.req_client.remove_profile("temp")
-            self.req_client.set_current_profile("computer_tracker")
-
-        base_width = metadata["screen_width"]
-        base_height = metadata["screen_height"]
-        
-        if metadata["system"] == "Darwin":
-            # for retina displays
-            # TODO: check if external displays are messed up by this
-            base_width *= 2
-            base_height *= 2
-        
-        scaled_width, scaled_height = _scale_resolution(base_width, base_height, output_width, output_height)
-        
-        self.req_client.set_profile_parameter("Video", "BaseCX", str(base_width))
-        self.req_client.set_profile_parameter("Video", "BaseCY", str(base_height))
-        self.req_client.set_profile_parameter("Video", "OutputCX", str(scaled_width))
-        self.req_client.set_profile_parameter("Video", "OutputCY", str(scaled_height))
-        self.req_client.set_profile_parameter("Video", "ScaleType", "lanczos")
-
-        self.req_client.set_profile_parameter("AdvOut", "RescaleRes", f"{base_width}x{base_height}")
-        self.req_client.set_profile_parameter("AdvOut", "RecRescaleRes", f"{base_width}x{base_height}")
-        self.req_client.set_profile_parameter("AdvOut", "FFRescaleRes", f"{base_width}x{base_height}")
-
-        self.req_client.set_profile_parameter("Video", "FPSCommon", str(fps))
-        self.req_client.set_profile_parameter("Video", "FPSInt", str(fps))
-        self.req_client.set_profile_parameter("Video", "FPSNum", str(fps))
-        self.req_client.set_profile_parameter("Video", "FPSDen", "1")
-        
-        self.req_client.set_profile_parameter("SimpleOutput", "RecFormat2", "mp4")
-        
-        bitrate = int(_get_bitrate_mbps(scaled_width, scaled_height, fps=fps) * 1000 / 50) * 50
-        self.req_client.set_profile_parameter("SimpleOutput", "VBitrate", str(bitrate))
-        
-        # do this in order to get pause & resume
-        self.req_client.set_profile_parameter("SimpleOutput", "RecQuality", "Small")
-
-        self.req_client.set_profile_parameter("SimpleOutput", "FilePath", recording_path)
-    
-        # TODO: not all OBS configs have this, maybe just instruct the user to mute themselves
-
-
-        try:
-            self.req_client.set_input_mute("Mic/Aux", muted=True)
-        except obs.error.OBSSDKRequestError :
-            # In case there is no Mic/Aux input, this will throw an error
-            pass
-
-    def start_recording(self):
-        self.req_client.start_record()
-
-    def stop_recording(self):
-        self.req_client.stop_record()
-        self.req_client.set_current_profile(self.old_profile) # restore old profile
-
-    def pause_recording(self):
-        self.req_client.pause_record()
-    
-    def resume_recording(self):
-        self.req_client.resume_record()
-   
-def _get_bitrate_mbps(width: int, height: int, fps=30) -> float:
-    """
-    Gets the YouTube recommended bitrate in Mbps for a given resolution and framerate.
-    Refer to https://support.google.com/youtube/answer/1722171?hl=en#zippy=%2Cbitrate
-    """
-    resolutions = {
-        (7680, 4320): {30: 120, 60: 180},
-        (3840, 2160): {30: 40,  60: 60.5},
-        (2160, 1440): {30: 16,  60: 24},
-        (1920, 1080): {30: 8,   60: 12},
-        (1280, 720):  {30: 5,   60: 7.5},
-        (640, 480):   {30: 2.5, 60: 4},
-        (480, 360):   {30: 1,   60: 1.5}
-    }
-
-    if (width, height) in resolutions:
-        return resolutions[(width, height)].get(fps)
-    else:
-        # approximate the bitrate using a simple linear model
-        area = width * height
-        multiplier = 3.5982188179592543e-06 if fps == 30 else 5.396175171097084e-06
-        constant = 2.418399836285939 if fps == 30 else 3.742780056500365
-        return multiplier * area + constant
-
-def _scale_resolution(base_width: int, base_height: int, target_width: int,  target_height: int) -> tuple[int, int]:
-    target_area = target_width * target_height
-    aspect_ratio = base_width / base_height
-    
-    scaled_height = int((target_area / aspect_ratio) ** 0.5)
-    scaled_width = int(aspect_ratio * scaled_height)
-    
-    return scaled_width, scaled_height
--- a/annotation/ducktrack/playback.py
+++ b/annotation/ducktrack/playback.py
@@ -1,188 +0,0 @@
-import json
-import math
-import os
-import sys
-import time
-
-import pyautogui
-from pynput.keyboard import Controller as KeyboardController
-from pynput.keyboard import Key
-from pynput.mouse import Button
-from pynput.mouse import Controller as MouseController
-
-from .keycomb import KeyCombinationListener
-from .util import (fix_windows_dpi_scaling, get_recordings_dir, name_to_button,
-                   name_to_key)
-
-pyautogui.PAUSE = 0
-pyautogui.DARWIN_CATCH_UP_TIME = 0
-
-class Player:
-    """
-    Plays back recordings.
-    """
-    
-    def __init__(self):
-        self.stop_playback = False
-        self.listener = KeyCombinationListener()
-        
-        def stop_comb_pressed():
-            self.stop_playback = True
-            return False
-        
-        self.listener.add_comb(("shift", "esc"), stop_comb_pressed)
-        self.listener.start()
-            
-    def play(self, recording_path: str):
-        with open(os.path.join(recording_path, "events.jsonl"), "r") as f:
-            events = [json.loads(line) for line in f.readlines()]
-        
-        with open(os.path.join(recording_path, "metadata.json"), "r") as f:
-            metadata = json.load(f)
-        
-        self.playback(events, metadata)
-    
-    def playback(self, events: list[dict], metadata: dict):
-        if metadata["system"] == "Windows":
-            fix_windows_dpi_scaling()
-             
-        mouse_controller = MouseController()
-        keyboard_controller = KeyboardController()
-
-        if not events:
-            self.listener.stop()
-            return
-
-        presses_to_skip = 0
-        releases_to_skip = 0
-        
-        in_click_sequence = False
-        
-        for i, event in enumerate(events):
-            start_time = time.perf_counter()
-            
-            if self.stop_playback:
-                return
-            
-            def do_mouse_press(button):
-                for j, second_event in enumerate(events[i+1:]):
-                    # make sure the time between mouse clicks is less than 500ms
-                    if second_event["time_stamp"] - event["time_stamp"] > 0.5:
-                        break
-                    
-                    if "x" in second_event and "y" in second_event:
-                        # if the mouse moves out of the click radius/rectangle, it is not a click sequence
-                        if math.sqrt((second_event["y"] - event["y"]) ** 2 +
-                                    (second_event["x"] - event["x"]) ** 2) > 4:
-                            break
-                    
-                    if second_event["action"] == "click" and second_event["pressed"]:
-                        for k, third_event in enumerate(events[i+j+2:]):
-                            if third_event["time_stamp"] - second_event["time_stamp"] > 0.5:
-                                break
-                            
-                            if "x" in third_event and "y" in third_event:
-                                if math.sqrt((third_event["y"] - event["y"]) ** 2 +
-                                            (third_event["x"] - event["x"]) ** 2) > 5:
-                                    break
-                            
-                            if third_event["action"] == "click" and third_event["pressed"]:
-                                mouse_controller.click(button, 3)                            
-                                return 2, 2
-
-                        mouse_controller.click(button, 2)
-                        return 1, 1
-                
-                mouse_controller.press(button)
-                return 0, 0
-
-            if event["action"] == "move":
-                mouse_controller.position = (event["x"], event["y"])
-
-            elif event["action"] == "click":
-                button = name_to_button(event["button"])
-                
-                if event["pressed"]:
-                    if presses_to_skip == 0:
-                        presses, releases = do_mouse_press(button)                    
-                        presses_to_skip += presses
-                        releases_to_skip += releases
-                        
-                        if presses > 0:
-                            in_click_sequence = True
-                    else:
-                        presses_to_skip -= 1
-                else:
-                    if releases_to_skip == 0:
-                        mouse_controller.release(button)
-                        
-                        if in_click_sequence:
-                            keyboard_controller.press(Key.shift)
-                            mouse_controller.click(Button.left)
-                            keyboard_controller.release(Key.shift)
-                            in_click_sequence = False
-                    else:
-                        releases_to_skip -= 1
-
-            elif event["action"] == "scroll":
-                if metadata["system"] == "Windows":
-                    # for some reason on windows, pynput scroll is correct but pyautogui is not
-                    mouse_controller.scroll(metadata["scroll_direction"] * event["dx"], metadata["scroll_direction"] * event["dy"])
-                else:
-                    pyautogui.hscroll(clicks=metadata["scroll_direction"] * event["dx"])
-                    pyautogui.vscroll(clicks=metadata["scroll_direction"] * event["dy"])
-
-            elif event["action"] in ["press", "release"]:
-                key = name_to_key(event["name"])
-                if event["action"] == "press":
-                    keyboard_controller.press(key)
-                else:
-                    keyboard_controller.release(key)
-        
-            # sleep for the correct amount of time
-            
-            end_time = time.perf_counter()
-            execution_time = end_time - start_time
-
-            if i + 1 < len(events):
-                desired_delay = events[i + 1]["time_stamp"] - event["time_stamp"]
-                delay = desired_delay - execution_time
-                if delay < 0:
-                    print(f"warning: behind by {-delay * 1000:.3f} ms")
-                elif delay != 0:
-                    wait_until = time.perf_counter() + delay
-                    while time.perf_counter() < wait_until:
-                        pass
-        
-        self.listener.stop()
-
-def get_latest_recording() -> str:
-    recordings_dir = get_recordings_dir()
-    if not os.path.exists(recordings_dir):
-        raise Exception("The recordings directory does not exist")
-    
-    recordings = [os.path.join(recordings_dir, f) for f in os.listdir(recordings_dir) if os.path.isdir(os.path.join(recordings_dir, f))]
-    
-    if len(recordings) == 0:
-        raise Exception("You have no recordings to play back")
-    
-    latest_recording = max(recordings, key=os.path.getctime)
-
-    return latest_recording
-
-def main():
-    player = Player()
-    
-    if len(sys.argv) > 1:
-        recording_path = sys.argv[1]
-    else:
-        recording_path = get_latest_recording()
-            
-    player.play(recording_path)
-        
-if __name__ == "__main__":
-    n = 3
-    print("press shift+esc to stop the playback")
-    print(f"starting in {n} seconds...")
-    time.sleep(n)
-    main()
--- a/annotation/ducktrack/recorder.py
+++ b/annotation/ducktrack/recorder.py
@@ -1,145 +0,0 @@
-import json
-import os
-import time
-from datetime import datetime
-from platform import system
-from queue import Queue
-
-from pynput import keyboard, mouse
-from pynput.keyboard import KeyCode
-from PyQt6.QtCore import QThread, pyqtSignal
-
-from .metadata import MetadataManager
-from .obs_client import OBSClient
-from .util import fix_windows_dpi_scaling, get_recordings_dir
-
-
-class Recorder(QThread):
-    """
-    Makes recordings.
-    """
-    
-    recording_stopped = pyqtSignal()
-
-    def __init__(self, natural_scrolling: bool):
-        super().__init__()
-        
-        if system() == "Windows":
-            fix_windows_dpi_scaling()
-            
-        self.recording_path = self._get_recording_path()
-        
-        self._is_recording = False
-        self._is_paused = False
-        
-        self.event_queue = Queue()
-        self.events_file = open(os.path.join(self.recording_path, "events.jsonl"), "a")
-        
-        self.metadata_manager = MetadataManager(
-            recording_path=self.recording_path, 
-            natural_scrolling=natural_scrolling
-        )
-        self.obs_client = OBSClient(recording_path=self.recording_path, 
-                                    metadata=self.metadata_manager.metadata)
-
-        self.mouse_listener = mouse.Listener(
-            on_move=self.on_move,
-            on_click=self.on_click,
-            on_scroll=self.on_scroll)
-        
-        self.keyboard_listener = keyboard.Listener(
-            on_press=self.on_press, 
-            on_release=self.on_release)
-        
-    def on_move(self, x, y):
-        if not self._is_paused:
-            self.event_queue.put({"time_stamp": time.perf_counter(), 
-                                  "action": "move", 
-                                  "x": x, 
-                                  "y": y}, block=False)
-        
-    def on_click(self, x, y, button, pressed):
-        if not self._is_paused:
-            self.event_queue.put({"time_stamp": time.perf_counter(), 
-                                  "action": "click", 
-                                  "x": x, 
-                                  "y": y, 
-                                  "button": button.name, 
-                                  "pressed": pressed}, block=False)
-    
-    def on_scroll(self, x, y, dx, dy):
-        if not self._is_paused:
-            self.event_queue.put({"time_stamp": time.perf_counter(), 
-                                  "action": "scroll", 
-                                  "x": x, 
-                                  "y": y, 
-                                  "dx": dx, 
-                                  "dy": dy}, block=False)
-    
-    def on_press(self, key):
-        if not self._is_paused:
-            self.event_queue.put({"time_stamp": time.perf_counter(), 
-                                  "action": "press", 
-                                  "name": key.char if type(key) == KeyCode else key.name}, block=False)
-
-    def on_release(self, key):
-        if not self._is_paused:
-            self.event_queue.put({"time_stamp": time.perf_counter(), 
-                                  "action": "release", 
-                                  "name": key.char if type(key) == KeyCode else key.name}, block=False)
-
-    def run(self):
-        self._is_recording = True
-        
-        self.metadata_manager.collect()
-        self.obs_client.start_recording()
-        
-        self.mouse_listener.start()
-        self.keyboard_listener.start()
-                
-        while self._is_recording:
-            event = self.event_queue.get()
-            self.events_file.write(json.dumps(event) + "\n")
-
-    def stop_recording(self):
-        if self._is_recording:
-            self._is_recording = False
-
-            self.metadata_manager.end_collect()
-                        
-            self.mouse_listener.stop()
-            self.keyboard_listener.stop()
-            
-            self.obs_client.stop_recording()
-            self.metadata_manager.add_obs_record_state_timings(self.obs_client.record_state_events)
-            self.events_file.close()
-            self.metadata_manager.save_metadata()
-            
-            self.recording_stopped.emit()
-    
-    def pause_recording(self):
-        if not self._is_paused and self._is_recording:
-            self._is_paused = True
-            self.obs_client.pause_recording()
-            self.event_queue.put({"time_stamp": time.perf_counter(),
-                                  "action": "pause"}, block=False)
-
-    def resume_recording(self):
-        if self._is_paused and self._is_recording:
-            self._is_paused = False
-            self.obs_client.resume_recording()
-            self.event_queue.put({"time_stamp": time.perf_counter(),
-                                  "action": "resume"}, block=False)
-
-    def _get_recording_path(self) -> str:
-        recordings_dir = get_recordings_dir()
-
-        if not os.path.exists(recordings_dir):
-            os.mkdir(recordings_dir)
-
-        current_time = datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
-        
-        recording_path = os.path.join(recordings_dir, f"recording-{current_time}")
-        os.mkdir(recording_path)
-
-        return recording_path
--- a/annotation/ducktrack/util.py
+++ b/annotation/ducktrack/util.py
@@ -1,38 +0,0 @@
-import os
-import platform
-import subprocess
-from pathlib import Path
-
-from pynput.keyboard import Key, KeyCode
-from pynput.mouse import Button
-
-
-def name_to_key(name: str) -> Key | KeyCode:
-    try:
-        return getattr(Key, name)
-    except AttributeError:
-        return KeyCode.from_char(name)
-
-def name_to_button(name: str) -> Button:
-    return getattr(Button, name)
-
-def get_recordings_dir() -> str:
-    documents_folder = Path.home() / 'Documents' / 'DuckTrack_Recordings'
-    return str(documents_folder)
-
-def fix_windows_dpi_scaling():
-    """
-    Fixes DPI scaling issues with legacy windows applications
-    Reference: https://pynput.readthedocs.io/en/latest/mouse.html#ensuring-consistent-coordinates-between-listener-and-controller-on-windows
-    """
-    import ctypes
-    PROCESS_PER_MONITOR_DPI_AWARE = 2
-    ctypes.windll.shcore.SetProcessDpiAwareness(PROCESS_PER_MONITOR_DPI_AWARE)
-
-def open_file(path):
-    if platform.system() == "Windows":
-        os.startfile(path)
-    elif platform.system() == "Darwin":
-        subprocess.Popen(["open", path])
-    else:
-        subprocess.Popen(["xdg-open", path])
--- a/annotation/experiments/delays/delay.py
+++ b/annotation/experiments/delays/delay.py
@@ -1,48 +0,0 @@
-import glob
-
-import matplotlib.pyplot as plt
-import numpy as np
-import seaborn as sns
-from scipy.stats import sem, t
-
-
-def calculate_confidence_interval(data, confidence=0.95):
-    n = len(data)
-    m = np.mean(data)
-    std_err = sem(data)
-    h = std_err * t.ppf((1 + confidence) / 2, n - 1)
-    return m, m-h, m+h
-
-runs = glob.glob("run*.txt")
-TOTAL_EVENTS = 22509
-percent_delays = []
-all_delays = []
-
-for run in runs:
-    with open(run, "r") as f:
-        delays = [float(line.split()[3]) for line in f if float(line.split()[3]) > 0]  # consider only positive delays
-        percent_delays.append((len(delays) / TOTAL_EVENTS) * 100)
-        all_delays.extend(delays)
-
-average_percent_delays = np.mean(percent_delays)
-confidence_interval_percent_delays = calculate_confidence_interval(percent_delays)
-print(f"Average percentage of delayed events across all runs: {average_percent_delays:.2f}%")
-print(f"95% Confidence interval: ({confidence_interval_percent_delays[1]:.2f}%, {confidence_interval_percent_delays[2]:.2f}%)")
-
-if all_delays:
-    mean_delay = np.mean(all_delays)
-    confidence_interval_delays = calculate_confidence_interval(all_delays)
-    print(f"Mean delay time: {mean_delay:.2f}")
-    print(f"95% Confidence interval for delay time: ({confidence_interval_delays[1]:.2f}, {confidence_interval_delays[2]:.2f})")
-else:
-    print("No delay data available for calculation.")
-
-sns.histplot(all_delays, bins=30, kde=False)
-plt.xlabel('Delay Time (ms)')
-plt.ylabel('Frequency')
-plt.yscale('log')
-plt.title('Histogram of Delay Times (macOS)')
-
-plt.savefig('delays.png', dpi=300)
-
-plt.show()
--- a/annotation/experiments/drawing/drawing.py
+++ b/annotation/experiments/drawing/drawing.py
@@ -1,110 +0,0 @@
-import glob
-import os
-
-import cv2
-import matplotlib.pyplot as plt
-import numpy as np
-import scipy.stats as stats
-from skimage.metrics import structural_similarity as ssim
-from tqdm import tqdm
-
-# use this: https://sketch.io
-
-def calculate_rmse(imageA, imageB):
-    err = np.sum((imageA - imageB) ** 2)
-    err /= float(imageA.shape[0] * imageA.shape[1])
-    return np.sqrt(err)
-
-def compare_images(ground_truth_path, sample_paths):
-    results = []
-    gt_image = cv2.imread(ground_truth_path, cv2.IMREAD_GRAYSCALE)
-    
-    if gt_image is None:
-        raise ValueError("Ground truth image could not be read. Please check the file path.")
-    
-    gt_image = gt_image.astype("float") / 255.0
-    
-    for path in tqdm(sample_paths):
-        sample_image = cv2.imread(path, cv2.IMREAD_GRAYSCALE)
-        
-        if sample_image is None:
-            print(f"WARNING: Sample image at path {path} could not be read. Skipping this image.")
-            continue
-        
-        sample_image = sample_image.astype("float") / 255.0
-        
-        rmse_value = calculate_rmse(gt_image, sample_image)
-        ssim_value, _ = ssim(gt_image, sample_image, full=True, data_range=1)  # Corrected line
-        
-        diff_mask = cv2.absdiff(gt_image, sample_image)
-        
-        # plt.imshow(diff_mask * 255, cmap='gray')
-        # plt.title(f'Difference Mask for {os.path.basename(path)}\nRMSE: {rmse_value:.5f} - SSIM: {ssim_value:.5f}')
-        # plt.show()
-        
-        results.append({
-            'path': path,
-            'rmse': rmse_value,
-            'ssim': ssim_value,
-            'diff_mask': diff_mask
-        })
-    
-    return results
-
-
-ground_truth = 'ground_truth.png'
-sample_images = glob.glob("samples/*.png")
-
-results = compare_images(ground_truth, sample_images)
-
-for res in results:
-    print(f"Image: {res['path']} - RMSE: {res['rmse']} - SSIM: {res['ssim']}")
-
-def calculate_confidence_interval(data, confidence_level=0.95):
-    mean = np.mean(data)
-    sem = stats.sem(data)
-    df = len(data) - 1
-    me = sem * stats.t.ppf((1 + confidence_level) / 2, df)
-    return mean - me, mean + me
-
-rmse_values = [res['rmse'] for res in results]
-ssim_values = [res['ssim'] for res in results]
-
-rmse_mean = np.mean(rmse_values)
-rmse_median = np.median(rmse_values)
-rmse_stdev = np.std(rmse_values, ddof=1)
-
-ssim_mean = np.mean(ssim_values)
-ssim_median = np.median(ssim_values)
-ssim_stdev = np.std(ssim_values, ddof=1)
-
-rmse_ci = calculate_confidence_interval(rmse_values)
-ssim_ci = calculate_confidence_interval(ssim_values)
-
-print(f"\nRMSE - Mean: {rmse_mean}, Median: {rmse_median}, Std Dev: {rmse_stdev}, 95% CI: {rmse_ci}")
-print(f"SSIM - Mean: {ssim_mean}, Median: {ssim_median}, Std Dev: {ssim_stdev}, 95% CI: {ssim_ci}")
-
-print(f"RMSE: {rmse_mean} ± {rmse_ci[1] - rmse_mean}")
-print(f"SSIM: {ssim_mean} ± {ssim_ci[1] - ssim_mean}")
-
-def save_average_diff_map(results, save_path='average_diff_map.png'):
-    if not results:
-        print("No results available to create an average diff map.")
-        return
-    
-    avg_diff_map = None
-    
-    for res in results:
-        if avg_diff_map is None:
-            avg_diff_map = np.zeros_like(res['diff_mask'])
-        
-        avg_diff_map += res['diff_mask']
-    
-    avg_diff_map /= len(results)
-    
-    avg_diff_map = (avg_diff_map * 255).astype(np.uint8)
-    
-    cv2.imwrite(save_path, avg_diff_map)
-
-# Usage
-save_average_diff_map(results)
--- a/annotation/experiments/recaptcha/recaptcha.py
+++ b/annotation/experiments/recaptcha/recaptcha.py
@@ -1,4 +0,0 @@
-success = 10
-total = 10
-
-print(success / total)
--- a/annotation/experiments/sleep_testing/calc_errors.py
+++ b/annotation/experiments/sleep_testing/calc_errors.py
@@ -1,48 +0,0 @@
-import csv
-import time
-
-import numpy as np
-from tqdm import tqdm
-
-
-def check_sleep(duration, sleep_function):
-    start = time.perf_counter()
-    sleep_function(duration)
-    end = time.perf_counter()
-    elapsed = end - start
-    return abs(elapsed - duration)
-
-def busy_sleep(duration):
-    end_time = time.perf_counter() + duration
-    while time.perf_counter() < end_time:
-        pass
-
-def measure_accuracy(sleep_function, durations, iterations=100):
-    average_errors = []
-    for duration in tqdm(durations):
-        errors = [check_sleep(duration, sleep_function) for _ in range(iterations)]
-        average_error = np.mean(errors)
-        average_errors.append(average_error)
-    return average_errors
-
-durations = np.arange(0.001, 0.101, 0.001)  # From 1ms to 100ms in 1ms increments
-iterations = 100
-
-sleep_errors = measure_accuracy(time.sleep, durations, iterations)
-busy_sleep_errors = measure_accuracy(busy_sleep, durations, iterations)
-
-def save_to_csv(filename, durations, sleep_errors, busy_sleep_errors):
-    with open(filename, 'w', newline='') as csvfile:
-        fieldnames = ['duration', 'sleep_error', 'busy_sleep_error']
-        writer = csv.DictWriter(csvfile, fieldnames=fieldnames)
-        
-        writer.writeheader()
-        for duration, sleep_error, busy_sleep_error in zip(durations, sleep_errors, busy_sleep_errors):
-            writer.writerow({
-                'duration': duration,
-                'sleep_error': sleep_error,
-                'busy_sleep_error': busy_sleep_error
-            })
-    print("Data saved to", filename)
-
-save_to_csv('sleep_data.csv', durations * 1000, np.array(sleep_errors) * 1000, np.array(busy_sleep_errors) * 1000)
--- a/annotation/experiments/sleep_testing/plot_errors.py
+++ b/annotation/experiments/sleep_testing/plot_errors.py
@@ -1,33 +0,0 @@
-import csv
-
-import matplotlib.pyplot as plt
-
-
-def plot_from_csv(filename, save_plot=False):
-    durations = []
-    sleep_errors = []
-    busy_sleep_errors = []
-    
-    with open(filename, 'r') as csvfile:
-        reader = csv.DictReader(csvfile)
-        for row in reader:
-            durations.append(float(row['duration']))
-            sleep_errors.append(float(row['sleep_error']))
-            busy_sleep_errors.append(float(row['busy_sleep_error']))
-    
-    plt.figure(figsize=(10, 5))
-    plt.plot(durations, sleep_errors, label='time.sleep()', marker='o')
-    plt.plot(durations, busy_sleep_errors, label='busy_sleep()', marker='x')
-    plt.xlabel('Desired Delay (ms)')
-    plt.ylabel('Average Error (ms)')
-    plt.title('Sleep Accuracy: time.sleep() vs Busy-Wait Loop (macOS)')
-    plt.legend()
-    plt.grid(True)
-    
-    if save_plot:
-        plt.savefig('sleep_accuracy_plot.png', dpi=300)
-        print("Plot saved as sleep_accuracy_plot.png")
-        
-    plt.show()
-
-plot_from_csv('sleep_data.csv', save_plot=True)
--- a/annotation/experiments/stopwatch/stopwatch.py
+++ b/annotation/experiments/stopwatch/stopwatch.py
@@ -1,110 +0,0 @@
-import glob
-
-import matplotlib.pyplot as plt
-import numpy as np
-import pandas as pd
-import scipy.stats as stats
-import seaborn as sns
-
-# use this: https://www.estopwatch.net/
-
-def read_file(file_path):
-    df = pd.read_csv(file_path)
-    df['Elapsed time'] = pd.to_datetime(df['Elapsed time'], errors='coerce')
-    return df
-
-
-def analyze_new_error(run_df, groundtruth_df):
-    cumulative_errors = run_df['Elapsed time'] - groundtruth_df['Elapsed time']
-    cumulative_errors_in_seconds = cumulative_errors.dt.total_seconds()
-
-    new_errors_in_seconds = cumulative_errors_in_seconds.diff().fillna(cumulative_errors_in_seconds[0])
-    new_error_points = new_errors_in_seconds[new_errors_in_seconds != 0].index.tolist()
-
-    return new_errors_in_seconds[new_error_points]
-
-def calculate_statistics(errors):
-    if len(errors) == 0:
-        return {
-            'mean_error': 0,
-            'median_error': 0,
-            'stddev_error': 0,
-            'rmse_error': 0,
-            'confidence_interval': (0, 0),
-            'error_frequency': 0
-        }
-
-    mean_error = np.mean(errors)
-    median_error = np.median(errors)
-    stddev_error = np.std(errors)
-    rmse_error = np.sqrt(np.mean(np.square(errors)))
-    
-    ci_low, ci_high = stats.t.interval(
-        confidence=0.95,
-        df=len(errors) - 1,
-        loc=mean_error,
-        scale=stats.sem(errors) if len(errors) > 1 else 0
-    )
-
-    return {
-        'mean_error': mean_error,
-        'median_error': median_error,
-        'stddev_error': stddev_error,
-        'rmse_error': rmse_error,
-        'confidence_interval': (ci_low, ci_high),
-    }
-
-
-def main():
-    groundtruth_file = 'groundtruth.csv'
-    run_files = glob.glob('runs/*.csv')
-
-    groundtruth_df = read_file(groundtruth_file)
-    run_dfs = {f'run{i+1}': read_file(file) for i, file in enumerate(run_files)}
-
-    total_errors = []
-    total_points = 0
-    all_errors = []
-
-    for run, df in run_dfs.items():
-        errors = analyze_new_error(df, groundtruth_df)
-        total_errors.extend(errors)
-        all_errors.extend(errors)
-        total_points += len(df)
-        
-        results = calculate_statistics(errors)
-        error_frequency = len(errors) / len(df)
-        
-        print(f"Results for {run}:")
-        print(f"Mean New Error: {results['mean_error']:.5f} seconds")
-        print(f"Median New Error: {results['median_error']:.5f} seconds")
-        print(f"Standard Deviation of New Error: {results['stddev_error']:.5f} seconds")
-        print(f"RMSE of New Error: {results['rmse_error']:.5f} seconds")
-        print(f"95% Confidence Interval of New Error: ({results['confidence_interval'][0]:.5f}, {results['confidence_interval'][1]:.5f}) seconds")
-        print(f"New Error Frequency: {error_frequency*100:.5f} %")
-        print('-----------------------------------------')
-
-    total_results = calculate_statistics(total_errors)
-    total_error_frequency = len(total_errors) / total_points
-    
-    print("Total Statistics:")
-    print(f"Mean New Error: {total_results['mean_error']:.5f} seconds")
-    print(f"Median New Error: {total_results['median_error']:.5f} seconds")
-    print(f"Standard Deviation of New Error: {total_results['stddev_error']:.5f} seconds")
-    print(f"RMSE of New Error: {total_results['rmse_error']:.5f} seconds")
-    print(f"95% Confidence Interval of New Error: ({total_results['confidence_interval'][0]:.5f}, {total_results['confidence_interval'][1]:.5f}) seconds")
-    print(f"New Error Frequency: {total_error_frequency*100:.5f} %")
-    
-    # do plus minus
-    print(f"New Error: {total_results['mean_error']:.5f} ± {total_results['confidence_interval'][1] - total_results['mean_error']:.5f} seconds")
-    
-    plt.figure(figsize=(10, 5))
-    sns.histplot(all_errors, bins=12, kde=False)
-    plt.title('Distribution of Newly Introduced Errors (macOS)')
-    plt.xlabel('Error Duration (seconds)')
-    plt.ylabel('Frequency')
-    plt.savefig('error_dist', dpi=300)
-    plt.show()
-
-if __name__ == "__main__":
-    main()
--- a/annotation/main.py
+++ b/annotation/main.py
@@ -1,39 +0,0 @@
-import signal
-import sys
-import traceback
-
-from PyQt6.QtWidgets import QApplication
-
-from ducktrack import MainInterface
-
-
-def main():
-    app = QApplication(sys.argv)
-    app.setQuitOnLastWindowClosed(False)
-    signal.signal(signal.SIGINT, signal.SIG_DFL)
-    interface = MainInterface(app)
-    interface.show()
-    
-    # TODO: come up with a better error solution to this
-
-    original_excepthook = sys.excepthook
-    def handle_exception(exc_type, exc_value, exc_traceback):
-        print("Exception type:", exc_type)
-        print("Exception value:", exc_value)
-        
-        trace_details = traceback.format_exception(exc_type, exc_value, exc_traceback)
-        trace_string = "".join(trace_details)
-
-        print("Exception traceback:", trace_string)
-
-        message = f"An error occurred!\n\n{exc_value}\n\n{trace_string}"
-        interface.display_error_message(message)
-        
-        original_excepthook(exc_type, exc_value, exc_traceback)
-
-    sys.excepthook = handle_exception
-
-    sys.exit(app.exec())
-
-if __name__ == "__main__":
-    main()
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/readme_images/Screenshot
+++ b/annotation/readme_images/Screenshot
--- a/annotation/requirements.txt
+++ b/annotation/requirements.txt
@@ -1,9 +0,0 @@
-git+https://github.com/moses-palmer/pynput.git@refs/pull/541/head # to make sure that it works on Apple Silicon
-pyautogui
-obsws-python
-PyQt6
-Pillow
-screeninfo
-wmi
-psutil
-pyinstaller
--- a/annotation/tests/init.py
+++ b/annotation/tests/init.py
--- a/resouce_collection/README.md
+++ b/resouce_collection/README.md
@@ -1,3 +0,0 @@
-# Resource Collection
-
-Manually gain some insights, then scale with careful code.
--- a/resouce_collection/Reddit/vscode/get_vscode.py
+++ b/resouce_collection/Reddit/vscode/get_vscode.py
@@ -1,28 +0,0 @@
-import praw
-
-def search_reddit(keyword, subreddit, client_id, client_secret, user_agent, limit=10000):
-    # Initialize PRAW with your Reddit application credentials
-    reddit = praw.Reddit(client_id=client_id,
-                         client_secret=client_secret,
-                         user_agent=user_agent)
-
-    # Search the specified subreddit for the keyword
-    results = reddit.subreddit(subreddit).search(keyword, limit=limit)
-
-    for post in results:
-        print(f"Title: {post.title}")
-        print(f"URL: {post.url}")
-        print(f"Score: {post.score}")
-        print(f"Comments: {post.num_comments}")
-        print("------------------------")
-
-# Example usage
-if __name__ == "__main__":
-    CLIENT_ID = 'YOUR_CLIENT_ID'
-    CLIENT_SECRET = 'YOUR_CLIENT_SECRET'
-    USER_AGENT = 'my_reddit_scraper'
-
-    keyword = "how to"
-    subreddit = "vscode"
-
-    search_reddit(keyword, subreddit, CLIENT_ID, CLIENT_SECRET, USER_AGENT)
--- a/resouce_collection/Reddit/vscode/result.txt
+++ b/resouce_collection/Reddit/vscode/result.txt
--- a/resouce_collection/Source2Doc/Get_Source_Doc
+++ b/resouce_collection/Source2Doc/Get_Source_Doc
@@ -1,268 +0,0 @@
-id,Source,InvolvedApp
-94d95f96-9699-4208-98ba-3c3119edf9c2,https://help.ubuntu.com/lts/ubuntu-help/addremove-install.html.en,OS
-bedcedc4-4d72-425e-ad62-21960b11fe0d,https://www.youtube.com/watch?v=D4WyNjt_hbQ&t=2s,OS
-43c2d64c-bab5-4dcb-a30c-b888321c319a,https://ubuntu.com/tutorials/command-line-for-beginners#4-creating-folders-and-files,OS
-7688b85f-87a4-4e4a-b2f8-f3d6c3f29b82,https://ubuntu.com/tutorials/command-line-for-beginners#5-moving-and-manipulating-files,OS
-ec4e3f68-9ea4-4c18-a5c9-69f89d1178b3,https://www.youtube.com/watch?v=D4WyNjt_hbQ&t=2s,OS
-a462a795-fdc7-4b23-b689-e8b6df786b78,https://help.ubuntu.com/lts/ubuntu-help/shell-exit.html.en,OS
-f9be0997-4b7c-45c5-b05c-4612b44a6118,https://help.ubuntu.com/lts/ubuntu-help/shell-notifications.html.en,OS
-ae039631-2b12-4637-84f6-c67d51511be3,https://help.ubuntu.com/lts/ubuntu-help/net-default-browser.html.en,OS
-e2eb4bf1-aa93-4192-b55d-03e2fb6dfd15,https://help.ubuntu.com/lts/ubuntu-help/contacts-add-remove.html.en,OS
-28cc3b7e-b194-4bc9-8353-d04c0f4d56d2,https://help.ubuntu.com/lts/ubuntu-help/sound-volume.html.en,OS
-5ea617a3-0e86-4ba6-aab2-dac9aa2e8d57,https://help.ubuntu.com/lts/ubuntu-help/files-recover.html.en,OS
-e0df059f-28a6-4169-924f-b9623e7184cc,https://help.ubuntu.com/lts/ubuntu-help/files-rename.html.en,OS
-ddc75b62-7311-4af8-bfb3-859558542b36,https://help.ubuntu.com/lts/ubuntu-help/addremove-remove.html.en,OS
-5c433d22-ed9a-4e31-91f5-54cf3e8acd63,https://help.ubuntu.com/lts/ubuntu-help/session-language.html.zh-CN,OS
-b6781586-6346-41cd-935a-a6b1487918fc,https://help.ubuntu.com/lts/ubuntu-help/clock-timezone.html.en,OS
-b3d4a89c-53f2-4d6b-8b6a-541fb5d205fa,https://help.ubuntu.com/lts/ubuntu-help/bluetooth-turn-on-off.html.en,OS
-3ce045a0-877b-42aa-8d2c-b4a863336ab8,https://help.ubuntu.com/lts/ubuntu-help/a11y-font-size.html.en,OS
-fe41f596-a71b-4c2f-9b2f-9dcd40b568c3,https://help.ubuntu.com/lts/ubuntu-help/power-percentage.html.en,OS
-a4d98375-215b-4a4d-aee9-3d4370fccc41,https://help.ubuntu.com/lts/ubuntu-help/privacy-screen-lock.html.en,OS
-765d2b74-88a7-4d50-bf51-34e4106fd24a,https://help.ubuntu.com/lts/ubuntu-help/files-delete.html.en,OS
-cc9d4f34-1ca0-4a1b-8ff2-09302696acb9,https://superuser.com/questions/178587/how-do-i-detach-a-process-from-terminal-entirely,OS
-5812b315-e7bd-4265-b51f-863c02174c28,https://superuser.com/questions/149404/create-an-ssh-user-who-only-has-permission-to-access-specific-folders,OS
-c56de254-a3ec-414e-81a6-83d2ce8c41fa,https://superuser.com/questions/28426/how-to-extract-text-with-ocr-from-a-pdf-on-linux,OS
-6ebbfb01-ea72-4226-a2a6-dc428e111ed2,https://superuser.com/questions/46748/how-do-i-make-bash-my-default-shell-on-ubuntu,OS
-4d2b519e-e872-4100-8ea3-fe71ab0f9133,https://stackoverflow.com/questions/11530090/adding-a-new-entry-to-the-path-variable-in-zsh,OS
-c288e301-e626-4b98-a1ab-159dcb162af5,https://stackoverflow.com/questions/41986507/unable-to-set-default-python-version-to-python3-in-ubuntu,OS
-13584542-872b-42d8-b299-866967b5c3ef,https://superuser.com/questions/72176/linux-set-default-terminal-size-and-screen-position,OS
-23393935-50c7-4a86-aeea-2b78fd089c5c,https://superuser.com/questions/91307/copying-only-jpg-from-a-directory-structure-to-another-location-linux,OS
-f10b16e1-c160-4cb3-989f-7b2ec89bc073,https://www.wikihow.com/Install-Gnome-on-Ubuntu,OS
-eb03d19a-b88d-4de4-8a64-ca0ac66f426b,https://www.youtube.com/shorts/t9JLUaT55UQ,MS Excel
-0bf05a7d-b28b-44d2-955a-50b41e24012a,https://www.youtube.com/shorts/FPAQaDTS8VY,MS Excel
-7b802dad-6e0f-4204-9815-d4e3f57627d8,https://www.youtube.com/shorts/Of-lzeP1usE,MS Excel
-7a4e4bc8-922c-4c84-865c-25ba34136be1,https://www.youtube.com/shorts/bvUhr1AHs44,MS Excel
-2bd59342-0664-4ccb-ba87-79379096cc08,https://www.youtube.com/shorts/L3Z-F1QTQFY,MS Excel
-a9f325aa-8c05-4e4f-8341-9e4358565f4f,https://www.youtube.com/shorts/A0gmEBRKXWs,MS Excel
-ecb0df7a-4e8d-4a03-b162-053391d3afaf,https://www.youtube.com/shorts/tXOovKn0H68,MS Excel
-7efeb4b1-3d19-4762-b163-63328d66303b,https://www.youtube.com/shorts/4jzXfZNhfmk,MS Excel
-4e6fcf72-daf3-439f-a232-c434ce416af6,https://www.youtube.com/shorts/0uxJccNCKcE,MS Excel
-6054afcb-5bab-4702-90a0-b259b5d3217c,https://www.youtube.com/shorts/JTbZ8sRxkdU,MS Excel
-abed40dc-063f-4598-8ba5-9fe749c0615d,https://www.youtube.com/shorts/xgf4ZpsEx5M,MS Excel
-01b269ae-2111-4a07-81fd-3fcd711993b0,https://www.youtube.com/shorts/VrUzPTIwQ04,MS Excel
-8b1ce5f2-59d2-4dcc-b0b0-666a714b9a14,https://www.youtube.com/shorts/Hbcwu6IQ1ns,MS Excel
-af2b02f7-acee-4be4-8b66-499fab394915,https://www.youtube.com/shorts/AwKsb5VmtBI,MS Excel
-da1d63b8-fa12-417b-ba18-f748e5f770f3,https://www.youtube.com/shorts/hquscnbz2-U,MS Excel
-636380ea-d5f6-4474-b6ca-b2ed578a20f1,https://www.youtube.com/shorts/_BYL6VOHLGw,"MS Excel, Edge"
-5ba77536-05c5-4aae-a9ff-6e298d094c3e,https://www.youtube.com/shorts/CuBC1evUS5I,MS Excel
-4bc4eaf4-ca5e-4db2-8138-8d4e65af7c0b,https://www.youtube.com/shorts/1adQWfjN-tI,MS Excel
-672a1b02-c62f-4ae2-acf0-37f5fb3052b0,https://www.youtube.com/shorts/2rhdQXI4Lng,MS Excel
-648fe544-16ba-44af-a587-12ccbe280ea6,https://www.youtube.com/shorts/sOPBMWaC6Uc,MS Excel
-8985d1e4-5b99-4711-add4-88949ebb2308,https://www.youtube.com/shorts/J5ts2Acv9Pc,MS Excel
-9e606842-2e27-43bf-b1d1-b43289c9589b,https://www.youtube.com/shorts/B-mGYDFOyUs,MS Excel
-fcb6e45b-25c4-4087-9483-03d714f473a9,https://www.youtube.com/shorts/GZipp7nOZS0,MS Excel
-68c0c5b7-96f3-4e87-92a7-6c1b967fd2d2,https://www.youtube.com/shorts/JEH5TsK-cCk,"MS Excel, Edge"
-fff629ea-046e-4793-8eec-1a5a15c3eb35,https://www.youtube.com/shorts/8WybtCdUT6w,MS Excel
-5c9a206c-bb00-4fb6-bb46-ee675c187df5,https://www.youtube.com/shorts/VbQtMNnq9i4,MS Excel
-e975ae74-79bd-4672-8d1c-dc841a85781d,https://www.youtube.com/shorts/GjT7gGe5Sr8,MS Excel
-34a6938a-58da-4897-8639-9b90d6db5391,https://www.youtube.com/shorts/gW37x2TkzOY,MS Excel
-b5a22759-b4eb-4bf2-aeed-ad14e8615f19,https://www.youtube.com/shorts/3xLa-D0C7Ic,MS Excel
-2f9913a1-51ed-4db6-bfe0-7e1c95b3139e,https://www.youtube.com/shorts/dGLRcmfVO6Q,MS Excel
-2558031e-401d-4579-8e00-3ecf540fb492,https://www.mrexcel.com/board/threads/sales-for-the-first-6-weeks.1249213/,MS Excel
-39aa4e37-dc91-482e-99af-132a612d40f3,https://www.libreofficehelp.com/add-insert-delete-copy-move-rename-a-worksheet-in-libreoffice-calc/,LibreOffice Calc
-0cecd4f3-74de-457b-ba94-29ad6b5dafb6,https://www.libreofficehelp.com/add-insert-delete-copy-move-rename-a-worksheet-in-libreoffice-calc/,LibreOffice Calc
-4188d3a4-077d-46b7-9c86-23e1a036f6c1,https://www.libreofficehelp.com/freeze-unfreeze-rows-columns-ranges-calc/,LibreOffice Calc
-51b11269-2ca8-4b2a-9163-f21758420e78,https://www.reddit.com/r/LibreOfficeCalc/comments/186pcc6/how_to_arrange_numbers_in_a_column_from_minimum/,LibreOffice Calc
-7e429b8d-a3f0-4ed0-9b58-08957d00b127,https://medium.com/@divyangichaudhari17/how-to-use-vlookup-and-hlookup-in-libre-calc-3370698bb3ff,LibreOffice Calc
-f5a90742-3fa2-40fc-a564-f29b054e0337,https://superuser.com/questions/1236149/libreoffice-calc-how-to-apply-functions-to-columns,LibreOffice Calc
-22df9241-f8d7-4509-b7f1-37e501a823f7,https://superuser.com/questions/1767185/how-do-you-move-cells-in-libreoffice-calc,LibreOffice Calc
-1434ca3e-f9e3-4db8-9ca7-b4c653be7d17,https://www.wikihow.com/Remove-Duplicates-in-Open-Office-Calc,LibreOffice Calc
-347ef137-7eeb-4c80-a3bb-0951f26a8aff,https://www.youtube.com/watch?v=bgO40-CjYNY,LibreOffice Calc
-6e99a1ad-07d2-4b66-a1ce-ece6d99c20a5,https://www.youtube.com/watch?v=nl-nXjJurhQ,LibreOffice Calc
-3aaa4e37-dc91-482e-99af-132a612d40f3,https://www.quora.com/How-can-you-import-export-CSV-files-with-LibreOffice-Calc-or-OpenOffice,LibreOffice Calc
-0decd4f3-74de-457b-ba94-29ad6b5dafb6,https://justclickhere.co.uk/resources/checkboxes-tick-boxes-libreoffice-calc/,LibreOffice Calc
-37608790-6147-45d0-9f20-1137bb35703d,https://www.youtube.com/shorts/uzPo_CPCHH8,MS Excel
-f9584479-3d0d-4c79-affa-9ad7afdd8850,https://youtube.com/shorts/feldd-Pn48c?si=9xJiem2uAHm6Jshb,LibreOffice Calc
-d681960f-7bc3-4286-9913-a8812ba3261a,https://www.youtube.com/shorts/d7U1S_IsTVM,LibreOffice Calc
-f6a90742-3fa2-40fc-a564-f29b054e0337,https://www.excel-easy.com/examples/drop-down-list.html,LibreOffice Calc
-21df9241-f8d7-4509-b7f1-37e501a823f7,https://www.youtube.com/watch?v=p5C4V_AO1UU,LibreOffice Calc
-1334ca3e-f9e3-4db8-9ca7-b4c653be7d17,https://techcommunity.microsoft.com/t5/excel/excel-workbook-top-way-too-big-can-t-see-rows-and-columns/m-p/4014694,LibreOffice Calc
-357ef137-7eeb-4c80-a3bb-0951f26a8aff,https://www.reddit.com/r/excel/comments/17zny8u/calculating_total_amount_earned_from_total_hours/,LibreOffice Calc
-6f99a1ad-07d2-4b66-a1ce-ece6d99c20a5,https://techcommunity.microsoft.com/t5/excel/sumarize-the-sheetnames/m-p/4014716,LibreOffice Calc
-aa3a8974-2e85-438b-b29e-a64df44deb4b,https://www.quora.com/Libre-Office-Calc-How-do-I-resize-all-cells-in-a-sheet-to-make-them-fit-to-1-page-for-printing-and-exporting-as-PDF,LibreOffice Calc
-a01fbce3-2793-461f-ab86-43680ccbae25,https://superuser.com/questions/1250677/how-to-set-decimal-separator-in-libre-office-calc,LibreOffice Calc
-4f07fbe9-70de-4927-a4d5-bb28bc12c52c,https://superuser.com/questions/1081048/libreoffice-calc-how-to-pad-number-to-fixed-decimals-when-used-within-formula,LibreOffice Calc
-e3b1d5fa-ed00-4129-bda1-1452bd2b6772,https://www.reddit.com/r/libreoffice/comments/tel112/calc_how_to_calculate_sum_by_categories/,LibreOffice Calc
-ca6a9524-f8e9-4d2f-9364-ab0cad567739,https://www.reddit.com/r/libreoffice/comments/113gmyc/how_to_remove_certain_text_from_cells_in_calc/,LibreOffice Calc
-a455e8d0-930f-40d2-9575-5e8d2d222f58,https://superuser.com/questions/562944/quickly-fill-blank-cells-in-a-list-in-libreoffice-calc,LibreOffice Calc
-83ee22c6-7737-49ce-9b5a-138c3e92af04,https://superuser.com/questions/661102/currency-conversion-in-libreoffice-calc,LibreOffice Calc
-819f61c2-ec77-4d3f-9996-0838ae5aacc8,https://superuser.com/questions/381696/creating-a-column-of-working-days-in-libreoffice-calc,LibreOffice Calc
-69d577b3-004e-4bca-89b2-0d7c2f6049e3,https://superuser.com/questions/387106/libreoffice-calc-how-to-get-total-for-hhmmss-cells,LibreOffice Calc
-0a1bf4ca-d4ea-4618-baa5-6e8dc1b46d82,https://superuser.com/questions/571915/sum-up-to-n-highest-value-out-of-a-series,LibreOffice Calc
-ac9bb6cb-1888-43ab-81e4-a98a547918cd,https://superuser.com/questions/1674211/how-to-change-colour-of-slide-number-in-libre-office,LibreOffice Impress
-5d901039-a89c-4bfb-967b-bf66f4df075e,https://superuser.com/questions/986776/how-can-i-stretch-an-image-in-a-libreoffice-impress-presentation-to-fill-the-pag,LibreOffice Impress
-071d4ace-091a-4ec3-886e-f4be55ae375d,https://superuser.com/questions/706860/hide-slide-numbers-and-slide-footer-on-first-and-second-slide-in-libreoffice-imp?rq=1,LibreOffice Impress
-550ce7e7-747b-495f-b122-acdc4d0b8e54,"https://technical-tips.com/blog/software/text-in-libreoffice-strikethrough--6948#:~:text=To%20strikethrough%20Text%20in%20LibreOffice%201%20In%20your,effect%22%20can%20your%20additionally%2C%20for%20example%2C%20double%20underline.",LibreOffice Impress
-455d3c66-7dc6-4537-a39a-36d3e9119df7,"https://www.libreofficehelp.com/export-libreoffice-impress-slides-images/#:~:text=Exporting%20a%20single%20slide%20as.jpg%2C.png%2C%20etc%20image%20is,on%20the%20checkbox%20Selection.%20Provide%20jpg%20quality%20options.",LibreOffice Impress
-af23762e-2bfd-4a1d-aada-20fa8de9ce07,https://superuser.com/questions/1059080/how-to-make-a-summary-slide-in-impress-listing-the-titles-of-all-slides-autom,LibreOffice Impress
-c59742c0-4323-4b9d-8a02-723c251deaa0,https://www.reddit.com/r/libreoffice/comments/17lcdrp/audio_not_supported_in_libreoffice_impress/,LibreOffice Impress
-39478d4a-1049-456f-aa77-407811393add,https://www.reddit.com/r/libreoffice/comments/jul3o8/putting_cap_or_hat_or_carat_symbol_in_libre/,LibreOffice Impress
-c3ad4442-499f-4e58-bc4e-1a1417ea9b8c,http://maharajacollege.ac.in/material/Libreofficeimpresspdf.pdf,LibreOffice Impress
-ef9d12bd-bcee-4ba0-a40e-918400f43ddf,https://www.reddit.com/r/libreoffice/comments/18elh3y/i_closed_the_slide_pannel_on_the_left_and_idk_how/,LibreOffice Impress
-9ec204e4-f0a3-42f8-8458-b772a6797cab,https://www.tiktok.com/@lil.d1rt_/video/7247574148887629083,LibreOffice Impress
-0f84bef9-9790-432e-92b7-eece357603fb,https://stackoverflow.com/questions/29036788/how-to-disable-libreoffice-impress-to-use-multiple-display,LibreOffice Impress
-ce88f674-ab7a-43da-9201-468d38539e4a,https://justclickhere.co.uk/resources/change-slides-in-impress-to-portrait/,LibreOffice Impress
-f0a334af-f91b-4c03-b578-aac9bec2b543,https://www.libreofficehelp.com/insert-video-impress-presentation/#Inserting_a_Video_in_Impress,LibreOffice Impress
-3b27600c-3668-4abd-8f84-7bcdebbccbdb,https://www.libreofficehelp.com/change-slide-background-impress/#All_Slides,LibreOffice Impress
-a097acff-6266-4291-9fbd-137af7ecd439,https://www.youtube.com/watch?v=DDmEvjs4iBw,LibreOffice Impress
-21760ecb-8f62-40d2-8d85-0cee5725cb72,https://www.libreofficehelp.com/add-animations-transitions-libreoffice-impress-slides/,LibreOffice Impress
-3cc4f35d-fa2e-4555-afb9-741b7c062a74,https://documentation.libreoffice.org/assets/Uploads/Documentation/en/IG7.6/IG76-ImpressGuide.pdf,LibreOffice Impress
-6ada715d-3aae-4a32-a6a7-429b2e43fb93,https://www.quora.com/How-do-you-insert-images-into-a-LibreOffice-Writer-document,LibreOffice Writer
-ecc2413d-8a48-416e-a3a2-d30106ca36cb,https://www.quora.com/How-can-I-insert-a-blank-page-on-libreoffice,LibreOffice Writer
-0e47de2a-32e0-456c-a366-8c607ef7a9d2,https://ask.libreoffice.org/t/how-to-start-page-numbering-on-a-certain-page/39931/4,LibreOffice Writer
-4bcb1253-a636-4df4-8cb0-a35c04dfef31,https://www.libreofficehelp.com/save-export-writer-documents-in-pdf-epub-format/,LibreOffice Writer
-0810415c-bde4-4443-9047-d5f70165a697,https://www.youtube.com/watch?v=Q_AaL6ljudU,LibreOffice Writer
-e528b65e-1107-4b8c-8988-490e4fece599,https://www.youtube.com/watch?v=l25Evu4ohKg,LibreOffice Writer
-66399b0d-8fda-4618-95c4-bfc6191617e9,https://www.youtube.com/watch?v=l25Evu4ohKg,LibreOffice Writer
-936321ce-5236-426a-9a20-e0e3c5dc536f,https://www.youtube.com/watch?v=l25Evu4ohKg,LibreOffice Writer
-663876c7-3471-43db-ba51-f410b13d9d7d,https://askubuntu.com/questions/319593/how-to-type-science-equations-in-libre-office,LibreOffice Writer
-3ef2b351-8a84-4ff2-8724-d86eae9b842e,https://askubuntu.com/questions/1066351/how-do-you-center-align-in-libreoffice#:~:text=Ctrl%20%2B%20e%20will%20Center%20align%20the%20cursor%20for%20you.,LibreOffice Writer
-45d61a06-6545-4422-97b7-bc76cfa964c1,https://stackoverflow.com/questions/71685737/how-to-replace-all-newlines-with-paragraph-marks-in-libreoffice-write,LibreOffice Writer
-0b17a146-2934-46c7-8727-73ff6b6483e8,https://askubuntu.com/questions/245695/how-do-you-insert-subscripts-and-superscripts-into-ordinary-non-formula-text-i,LibreOffice Writer
-0e763496-b6bb-4508-a427-fad0b6c3e195,https://ask.libreoffice.org/t/how-do-i-change-the-font-for-the-whole-document-in-writer/9220,LibreOffice Writer
-f178a4a9-d090-4b56-bc4c-4b72a61a035d,https://ask.libreoffice.org/t/how-do-i-make-times-new-roman-the-default-font-in-lo/64604,LibreOffice Writer
-0a0faba3-5580-44df-965d-f562a99b291c,https://stackoverflow.com/questions/64528055/how-to-make-part-of-my-sentence-left-aligned-and-rest-as-right-aligned,LibreOffice Writer
-e246f6d8-78d7-44ac-b668-fcf47946cb50,https://ask.libreoffice.org/t/how-to-change-text-size-color-of-italic-font/77712,LibreOffice Writer
-8472fece-c7dd-4241-8d65-9b3cd1a0b568,https://stackoverflow.com/questions/37259827/libreoffice-writer-how-to-set-different-colors-to-each-letter,LibreOffice Writer
-88fe4b2d-3040-4c70-9a70-546a47764b48,https://stackoverflow.com/questions/56554555/libreoffice-writer-how-to-create-empty-line-space-after-every-period-in-a-par,LibreOffice Writer
-6a33f9b9-0a56-4844-9c3f-96ec3ffb3ba2,https://superuser.com/questions/762500/how-do-i-find-all-highlighted-text-in-libreoffice-writer,LibreOffice Writer
-d53ff5ee-3b1a-431e-b2be-30ed2673079b,https://ask.libreoffice.org/t/how-to-convert-all-uppercase-to-lowercase/53341,LibreOffice Writer
-72b810ef-4156-4d09-8f08-a0cf57e7cefe,https://superuser.com/questions/657792/libreoffice-writer-how-to-apply-strikethrough-text-formatting?rq=1,LibreOffice Writer
-6f81754e-285d-4ce0-b59e-af7edb02d108,https://superuser.com/questions/789473/remove-duplicate-lines-in-libreoffice-openoffice-writer,LibreOffice Writer
-41c621f7-3544-49e1-af8d-dafd0f834f75,https://superuser.com/questions/1668018/how-to-auto-format-lines-in-libre-office-writer,LibreOffice Writer
-b21acd93-60fd-4127-8a43-2f5178f4a830,https://superuser.com/questions/1097199/how-can-i-double-space-a-document-in-libreoffice?rq=1,LibreOffice Writer
-59f21cfb-0120-4326-b255-a5b827b38967,https://docs.videolan.me/vlc-user/desktop/3.0/en/basic/media.html#playing-a-file,VLC player
-8ba5ae7a-5ae5-4eab-9fcc-5dd4fe3abf89,https://docs.videolan.me/vlc-user/desktop/3.0/en/basic/recording/playing.html#choose-your-recordings-folder,VLC player
-8f080098-ddb1-424c-b438-4e96e5e4786e,https://medium.com/@jetscribe_ai/how-to-extract-mp3-audio-from-videos-using-vlc-media-player-beeef644ebfb,VLC player
-bba3381f-b5eb-4439-bd9e-80c22218d5a7,https://www.quora.com/How-do-I-play-online-videos-using-the-VLC-media-player,VLC player
-a1c3ab35-02de-4999-a7ed-2fd12c972c6e,https://www.quora.com/How-do-I-compress-a-video-with-VLC,VLC player
-fba2c100-79e8-42df-ae74-b592418d54f4,https://www.youtube.com/watch?v=XHprwDJ0-fU&t=436s,VLC player
-d70666e4-7348-42c7-a06a-664094c5df3c,https://www.youtube.com/watch?v=XHprwDJ0-fU&t=436s,VLC player
-efcf0d81-0835-4880-b2fd-d866e8bc2294,"https://www.youtube.com/watch?v=XHprwDJ0-fU&t=436s, https://help.ubuntu.com/stable/ubuntu-help/look-background.html.en",VLC player
-8d9fd4e2-6fdb-46b0-b9b9-02f06495c62f,https://www.youtube.com/watch?v=XHprwDJ0-fU&t=436s,VLC player
-aa4b5023-aef6-4ed9-bdc9-705f59ab9ad6,https://videoconverter.wondershare.com/vlc/how-to-rotate-a-video-using-vlc.html?gad_source=1&gclid=CjwKCAiA-vOsBhAAEiwAIWR0TaGSOLkYiBeVQGZSyfeUP3g-tIvYxffl5RFIu0-zrUL1IF41eCw1JRoCnCMQAvD_BwE,VLC player
-386dbd0e-0241-4a0a-b6a2-6704fba26b1c,https://superuser.com/questions/1708415/pause-and-play-vlc-in-background?rq=1,VLC player
-9195653c-f4aa-453d-aa95-787f6ccfaae9,https://superuser.com/questions/1513285/how-can-i-increase-the-maximum-volume-output-by-vlc?rq=1,VLC player
-5ac2891a-eacd-4954-b339-98abba077adb,"https://superuser.com/questions/1412810/how-to-prevent-vlc-media-player-from-auto-closing-after-video-end#:%7E:text=Click%20on%20%22Media%22on%20the,VLC%20player%20after%20video%20ending",VLC player
-0d95d28a-9587-433b-a805-1fbe5467d598,https://superuser.com/questions/1299036/vlc-how-to-open-the-folder-of-the-current-playing-video?noredirect=1&lq=1,VLC player
-d06f0d4d-2cd5-4ede-8de9-598629438c6e,https://superuser.com/questions/1039392/changing-colour-of-vlc-volume-slider,VLC player
-a5bbbcd5-b398-4c91-83d4-55e1e31bbb81,https://superuser.com/questions/776056/how-to-hide-bottom-toolbar-in-vlc,VLC player
-f3977615-2b45-4ac5-8bba-80c17dbe2a37,https://www.reddit.com/r/Fedora/comments/rhljzd/how_to_run_multiple_instances_of_vlc_media_player/,VLC player
-c669a35f-d45a-450e-b1f2-f473748337bb,https://www.quora.com/How-do-I-fast-forward-a-video-in-VLC-player,VLC player
-d1ba14d0-fef8-4026-8418-5b581dc68ca0,https://superuser.com/questions/306154/how-to-use-a-b-repeat-feature-of-vlc,VLC player
-215dfd39-f493-4bc3-a027-8a97d72c61bf,https://superuser.com/questions/1224784/how-to-change-vlcs-splash-screen,VLC player
-bb5e4c0d-f964-439c-97b6-bdb9747de3f4,https://www.wikihow.com/Remove-an-Email-Account-from-Thunderbird,ThunderBird
-7b6c7e24-c58a-49fc-a5bb-d57b80e5b4c3,https://www.wikihow.com/Access-Gmail-With-Mozilla-Thunderbird,ThunderBird
-b188fe10-ae67-4db8-a154-26a0b8ff8f1e,https://www.reddit.com/r/Thunderbird/comments/17vv2os/restore_readability_in_message_list_pane/,ThunderBird
-12086550-11c0-466b-b367-1d9e75b3910e,https://www.bitrecover.com/blog/manage-thunderbird-profiles/,ThunderBird
-06fe7178-4491-4589-810f-2e2bc9502122,https://www.quora.com/How-do-I-backup-email-files-in-Mozilla-Thunderbird,ThunderBird
-6766f2b8-8a72-417f-a9e5-56fcaa735837,"https://www.adsigner.com/user-manual/signatures/setup-email-client-thunderbird/#:~:text=is%20probably%20hidden.-,Right%20click%20on%20the%20empty%20space%20at%20the%20top%20of,signature%20from%20a%20file%20instead.",ThunderBird
-e1e75309-3ddb-4d09-92ec-de869c928143,https://support.mozilla.org/en-US/kb/organize-your-messages-using-filters,ThunderBird
-3d1682a7-0fb0-49ae-a4dc-a73afd2d06d5,https://support.mozilla.org/en-US/kb/organize-your-messages-using-filters,ThunderBird
-35253b65-1c19-4304-8aa4-6884b8218fc0,https://support.mozilla.org/en-US/questions/1259354,ThunderBird
-d088f539-cab4-4f9a-ac92-9999fc3a656e,https://support.mozilla.org/en-US/kb/how-use-attachments,ThunderBird
-2ad9387a-65d8-4e33-ad5b-7580065a27ca,"https://support.mozilla.org/bm/questions/1027435, https://www.wikihow.tech/Create-Folders-in-Mozilla-Thunderbird",ThunderBird
-480bcfea-d68f-4aaa-a0a9-2589ef319381,https://www.reddit.com/r/Thunderbird/comments/182dg5p/unified_inbox_howto/,ThunderBird
-37b9808f-b2b4-4177-ab00-9ddfae4bad27,https://www.quora.com/How-can-I-schedule-Mozilla-Thunderbird-to-turn-off-automatically,ThunderBird
-af630914-714e-4a24-a7bb-f9af687d3b91,https://stackoverflow.com/questions/11333148/adding-a-toolbar-button-to-a-thundebird-compose-message-window?rq=3,ThunderBird
-3299584d-8f11-4457-bf4c-ce98f7600250,https://superuser.com/questions/1643561/would-like-to-see-the-email-address-from-sender-in-the-column,ThunderBird
-030eeff7-b492-4218-b312-701ec99ee0cc,https://superuser.com/questions/1781004/how-do-i-remove-the-indentation-and-character-in-quoted-text-of-a-reply-mess,ThunderBird
-94760984-3ff5-41ee-8347-cf1af709fea0,https://superuser.com/questions/1757333/how-can-i-view-thunderbird-in-full-dark-mode,ThunderBird
-99146c54-4f37-4ab8-9327-5f3291665e1e,https://superuser.com/questions/1764409/how-to-send-email-with-thunderbird-without-configuring-an-incoming-email-service,ThunderBird
-9656a811-9b5b-4ddf-99c7-5117bcef0626,https://superuser.com/questions/205240/is-there-a-way-to-get-a-popup-confirmation-box-when-you-send-an-email-in-thunder?rq=1,ThunderBird
-c9e7eaf2-b1a1-4efc-a982-721972fa9f02,https://superuser.com/questions/544480/how-to-apply-automatic-message-filters-to-subfolders-too?noredirect=1&lq=1,ThunderBird
-bb5e4c0d-f964-439c-97b6-bdb9747de3f4,https://support.google.com/chrome/answer/95426?sjid=16867045591165135686-AP,Chrome
-7b6c7e24-c58a-49fc-a5bb-d57b80e5b4c3,https://support.google.com/chrome/answer/95647?hl=en&ref_topic=7438325&sjid=16867045591165135686-AP#zippy=%2Cdelete-cookies-from-a-site,Chrome
-12086550-11c0-466b-b367-1d9e75b3910e,https://www.quora.com/What-are-the-cool-tricks-to-use-Google-Chrome,Chrome
-06fe7178-4491-4589-810f-2e2bc9502122,https://www.wikihow.com/Switch-Tabs-in-Chrome,Chrome
-6766f2b8-8a72-417f-a9e5-56fcaa735837,https://support.google.com/chrome/thread/205881926/it-s-possible-to-load-unpacked-extension-automatically-in-chrome?hl=en,Chrome
-e1e75309-3ddb-4d09-92ec-de869c928143,https://in5stepstutorials.com/google-chrome/save-web-page-as-pdf-in-chrome.php,Chrome
-3d1682a7-0fb0-49ae-a4dc-a73afd2d06d5,https://in5stepstutorials.com/google-chrome/add-change-delete-autofill-address.php,Chrome
-35253b65-1c19-4304-8aa4-6884b8218fc0,"https://www.laptopmag.com/articles/how-to-create-desktop-shortcuts-for-web-pages-using-chrome, https://www.reddit.com/r/chrome/comments/13xcbap/crete_shortcut_option_missing/",Chrome
-d088f539-cab4-4f9a-ac92-9999fc3a656e,https://medium.com/@inkverseuk2/useful-tips-and-tricks-for-the-google-chrome-browser-ac7d0d24b3cc,Chrome
-2ad9387a-65d8-4e33-ad5b-7580065a27ca,https://www.youtube.com/watch?v=IN-Eq_UripQ,Chrome
-7a5a7856-f1b6-42a4-ade9-1ca81ca0f263,https://www.youtube.com/watch?v=ZaZ8GcTxjXA,Chrome
-3720f614-37fd-4d04-8a6b-76f54f8c222d,https://superuser.com/questions/984668/change-interface-language-of-chrome-to-english,Chrome
-b63059a2-53bc-4163-a89f-3ac948c74081,https://superuser.com/questions/1303418/how-do-i-make-chrome-block-absolutely-all-pop-ups?rq=1,Chrome
-44ee5668-ecd5-4366-a6ce-c1c9b8d4e938,https://superuser.com/questions/1787991/clear-browsing-history-from-specific-site-on-chrome,Chrome
-b5ebc8c6-6329-4373-85b4-9421c97375e9,https://superuser.com/questions/364470/is-there-a-way-to-view-google-chrome-browsing-history-past-three-months-ago?rq=1,Chrome
-93eabf48-6a27-4cb6-b963-7d5fe1e0d3a9,https://superuser.com/questions/1417973/how-to-disable-google-chrome-dark-mode,Chrome
-2ae9ba84-3a0d-4d4c-8338-3a1478dc5fe3,https://superuser.com/questions/1393683/how-to-change-the-username-in-google-chrome-profiles?rq=1,Chrome
-480bcfea-d68f-4aaa-a0a9-2589ef319381,https://bugartisan.medium.com/disable-the-new-chrome-ui-round-in-2023-db168271f71e,Chrome
-37b9808f-b2b4-4177-ab00-9ddfae4bad27,https://www.reddit.com/r/chrome/comments/17niw3h/tutorial_how_to_disable_the_download_bubble_in/,Chrome
-af630914-714e-4a24-a7bb-f9af687d3b91,https://www.howtogeek.com/680260/how-to-change-chromes-default-text-size/,Chrome
-ae78f875-5b98-4907-bbb5-9c737fc68c03,https://support.google.com/chrome/thread/219988391/increase-search-results-per-page?hl=en,Chrome
-0ed39f63-6049-43d4-ba4d-5fa2fe04a951,https://www.quora.com/How-do-you-find-and-replace-text-in-Visual-Studio-Code,VS Code
-b421106e-b282-4c41-af72-37c95493f95f,https://stackoverflow.com/questions/74153883/launch-vscode-with-new-txt-file,VS Code
-53ad5833-3455-407b-bbc6-45b4c79ab8fb,https://www.youtube.com/watch?v=VqCgcpAypFQ,VS Code
-eabc805a-bfcf-4460-b250-ac92135819f6,https://www.youtube.com/watch?v=VqCgcpAypFQ,VS Code
-3486f395-ad68-459c-8c39-ea07de934dd4,https://www.youtube.com/watch?v=VqCgcpAypFQ,VS Code
-982d12a5-beab-424f-8d38-d2a48429e511,https://www.youtube.com/watch?v=ORrELERGIHs,VS Code
-4e60007a-f5be-4bfc-9723-c39affa0a6d3,"https://campbell-muscle-lab.github.io/howtos_Python/pages/documentation/best_practices/vscode_docstring_extension/vscode_docstring_extension.html#:~:text=Type%2C%20Ctrl%20%2B%20Shift%20%2B%20P,select%20the%20NumPy%20docstring%20format.",VS Code
-e2b5e914-ffe1-44d2-8e92-58f8c5d92bb2,https://superuser.com/questions/1386061/how-to-suppress-some-python-errors-warnings-in-vs-code,VS Code
-9439a27b-18ae-42d8-9778-5f68f891805e,https://stackoverflow.com/questions/75832474/how-to-keep-cursor-in-debug-console-when-debugging-in-visual-studio-code,VS Code
-ae506c68-352c-4094-9caa-ee9d42052317,https://superuser.com/questions/1460404/get-visual-studio-code-terminal-history?rq=1,VS Code
-ea98c5d7-3cf9-4f9b-8ad3-366b58e0fcae,https://superuser.com/questions/1748097/vs-code-disable-tree-view-find-explorer-search,VS Code
-c714dcee-cad3-4e12-8f3c-12bdcfcdb048,https://superuser.com/questions/1417361/how-to-disable-file-filtering-in-vs-code-sidebar-explorer?rq=1,VS Code
-930fdb3b-11a8-46fe-9bac-577332e2640e,https://superuser.com/questions/1270103/how-to-switch-the-cursor-between-terminal-and-code-in-vscode,VS Code
-276cc624-87ea-4f08-ab93-f770e3790175,https://www.quora.com/unanswered/How-do-you-set-the-line-length-in-Visual-Studio-Code,VS Code
-9d425400-e9b2-4424-9a4b-d4c7abac4140,https://superuser.com/questions/1466771/is-there-a-way-to-make-editor-tabs-stack-in-vs-code,VS Code
-7a4deb26-d57d-4ea9-9a73-630f66a7b568,https://www.quora.com/How-do-I-edit-a-photo-in-GIMP,GIMP
-554785e9-4523-4e7a-b8e1-8016f565f56a,https://www.quora.com/How-do-I-edit-a-photo-in-GIMP,GIMP
-77b8ab4d-994f-43ac-8930-8ca087d7c4b4,https://superuser.com/questions/1636113/how-to-get-gimp-to-recognize-images-or-pictures-folder-as-the-default-folder-for,GIMP
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-d52d6308-ec58-42b7-a2c9-de80e4837b2b,https://superuser.com/questions/1447106/how-to-get-rid-of-the-gimp-tool-options-box,GIMP
-2a729ded-3296-423d-aec4-7dd55ed5fbb3,https://www.youtube.com/watch?v=lOzSiOIipSM,GIMP
-b148e375-fe0b-4bec-90e7-38632b0d73c2,https://www.quora.com/How-do-I-add-layers-in-GIMP,GIMP
-a746add2-cab0-4740-ac36-c3769d9bfb46,https://www.youtube.com/watch?v=_L_MMU22bAw,GIMP
-7b7617bd-57cc-468e-9c91-40c4ec2bcb3d,https://www.youtube.com/watch?v=G_PjQAy0iiU,GIMP
-d16c99dc-2a1e-46f2-b350-d97c86c85c15,https://stackoverflow.com/questions/75185543/use-gimp-to-resize-image-in-one-layer-only,GIMP
-573f79b5-abfe-4507-b455-251d45fe6198,https://stackoverflow.com/questions/45196895/gimp-add-padding-to-multiple-images,GIMP
-06ca5602-62ca-47f6-ad4f-da151cde54cc,https://stackoverflow.com/questions/74664666/how-to-export-palette-based-png-in-gimp,GIMP
-fa9b1e10-4d2d-4a13-af76-7efa822b6a8b,https://stackoverflow.com/questions/24626608/how-to-combine-several-png-images-as-layers-in-a-single-xcf-image,GIMP
-6b2b72ed-3a10-4849-876a-750f7cdf3886,https://stackoverflow.com/questions/21018007/resize-image-to-fit-canvas-gimp,GIMP
-d0e42fd2-d290-46b3-b598-a6e2b7be9c85,https://stackoverflow.com/questions/56758689/stop-gimp-from-merging-layers-when-de-selecting,GIMP
-e2dd0213-26db-4349-abe5-d5667bfd725c,https://superuser.com/questions/839650/how-to-move-an-inserted-text-box-in-gimp,GIMP
-f723c744-e62c-4ae6-98d1-750d3cd7d79d,https://www.reddit.com/r/GIMP/comments/12e57w8/how_to_use_gimp_to_exaggerate_contrast/,GIMP
-8d6b1c9c-1aab-47fe-9ba5-e84c838d0c57,https://www.quora.com/How-can-email-attachments-be-converted-into-a-word-document-using-Mozilla-Thunderbird,multiple
-11e1e614-9696-4d94-88c9-8e556880d41a,https://ifttt.com/applets/L2A89geP-send-chrome-software-update-release-alerts-to-email,multiple
-57956154-f0fe-486b-88b8-e7126da035a9,https://zapier.com/apps/email/integrations/google-sheets/547/get-email-notifications-for-new-rows-in-a-google-sheets-spreadsheet,multiple
-ec14c524-b245-456d-abd6-ec12c746e9f8,https://zapier.com/apps/gmail/integrations/google-sheets/2618/save-new-gmail-emails-matching-certain-traits-to-a-google-spreadsheet,multiple
-cbf5fbda-425e-4619-bcf2-0ea8d4c0bfa3,https://zapier.com/apps/google-sheets/integrations/google-slides/13919/refresh-charts-on-a-google-slides-presentation-when-rows-are-updated-on-google-sheets,multiple
-a54284d0-7b93-4327-bfcc-3a421516dbdd,https://superuser.com/questions/655622/cannot-drag-images-from-thunderbird-to-word,multiple
-58565672-7bfe-48ab-b828-db349231de6b,https://superuser.com/questions/1792660/open-link-from-other-application-does-not-open-the-url-in-firefox,multiple
-6d72aad6-187a-4392-a4c4-ed87269c51cf,https://superuser.com/questions/923171/converting-openoffice-impress-presentation-to-video-without-screen-recording,multiple
-937087b6-f668-4ba6-9110-60682ee33441,https://superuser.com/questions/187440/set-default-ubuntu-video-player-as-vlc,multiple
-f8cfa149-d1c1-4215-8dac-4a0932bad3c2,https://superuser.com/questions/1803088/libreoffice-calc-clears-clipboard,multiple
-5e974913-6905-4c3f-8b65-d7837f3931cc,https://stackoverflow.com/questions/61856141/how-can-i-start-thunderbird-and-minimize-the-window-on-startup-in-ubuntu,multiple
-7c179dad-f1c7-4892-b53f-d1c4023d23c7,https://stackoverflow.com/questions/21155085/pasting-excel-tables-in-thunderbird-e-mail-client,multiple
-4a68b2dd-70f2-4532-9bc1-d21878bd8cb2,https://stackoverflow.com/questions/65669955/thunderbird-how-to-send-a-mail-to-all-receivers-of-a-folder,multiple
-c8457fde-b14b-4aba-b402-144842ea29e1,https://stackoverflow.com/questions/65788200/how-to-open-xlsx-files-in-ms-excel-from-vs-code,multiple
-81c425f5-78f3-4771-afd6-3d2973825947,https://www.zyxware.com/articles/3770/how-to-transfer-data-in-libreoffice-calc-to-libreoffice-writer-in-table-format,multiple
-bb83cab4-e5c7-42c7-a67b-e46068032b86,https://ask.libreoffice.org/t/save-impress-presentation-as-writer-document/5291/4,multiple
-227d2f97-562b-4ccb-ae47-a5ec9e142fbb,https://discourse.gnome.org/t/gimp-and-libre-office-writer/15430/4,multiple
-a6bbc08c-51e9-4ee4-9327-83d05075d960,https://forum.openoffice.org/en/forum/viewtopic.php?t=105055,multiple
-964e6e03-ba31-466b-8c15-5a351a81f675,https://www.maketecheasier.com/mail-merge-thunderbird-calc/,multiple
-2fe4b718-3bd7-46ec-bdce-b184f5653624,https://www.thewindowsclub.com/how-to-create-animated-gif-from-a-video-file-using-vlc-and-gimp,multiple
-d02b9364-6bb0-4c7e-9dbd-4db62822bc26,https://stackoverflow.com/questions/38306910/simple-python-script-to-get-a-libreoffice-base-field-and-play-on-vlc,multiple
-57fb469b-127a-46fa-8281-bbb3840efdf5,https://support.mozilla.org/en-US/questions/1150626,multiple
-3680a5ee-6870-426a-a997-eba929a0d25c,https://unix.stackexchange.com/questions/510850/how-to-open-calc-from-terminal-and-insert-files,multiple
-2d8c8a20-6f54-4c2e-ad56-61fbe7af6b78,https://www.quora.com/How-do-I-force-LibreOffice-Calc-to-recalculate-a-spreadsheet-from-the-command-line,multiple
-ee9a3c83-f437-4879-8918-be5efbb9fac7,https://stackoverflow.com/questions/64589140/convert-ods-to-csv-using-command-line-when-libreoffice-instance-is-running,multiple
-f7dfbef3-7697-431c-883a-db8583a4e4f9,https://www.thegeekdiary.com/libreoffice-command-examples-in-linux/,multiple
-2b9493d7-49b8-493a-a71b-56cd1f4d6908,https://devicetests.com/kill-libreoffice-writer-command-line-ubuntu,multiple
-51f5801c-18b3-4f25-b0c3-02f85507a078,https://github.com/danielrcollins1/ImpressExtractNotes,multiple
-81de345e-5473-4cb6-a74d-b6abf3475a6a,https://stackoverflow.com/questions/45588952/how-can-i-compose-and-send-email-in-thunderbird-from-commandline,multiple
-2c9fc0de-3ee7-45e1-a5df-c86206ad78b5,https://nikki-ricks.medium.com/how-to-use-git-add-commit-and-push-in-vs-code-and-command-line-35c0e8c47b62,multiple
-510f64c8-9bcc-4be1-8d30-638705850618,https://www.geeksforgeeks.org/how-to-start-vs-code-from-the-terminal-command-line/,multiple
-9ff484f7-5c09-4398-ae29-d5904e59e138,https://stackoverflow.com/questions/38606973/playing-opening-and-pausing-vlc-command-line-executed-from-python-scripts,multiple
-d9b7c649-c975-4f53-88f5-940b29c47247,https://marketplace.uipath.com/listings/extract-the-first-1000-gmail-emails-from-the-current-month-in-a-new-google-sheets-report,multiple
-be4ef0dc-0f70-4936-81d8-3cd2b04482f8,https://marketplace.uipath.com/listings/table-data-extraction-for-sales-opportunities-to-excel-workbook,multiple
-78aed49a-a710-4321-a793-b611a7c5b56b,https://marketplace.uipath.com/listings/upload-email-attachments-from-gmail-to-google-drive,multiple
-897e3b53-5d4d-444b-85cb-2cdc8a97d903,https://marketplace.uipath.com/listings/convert-word-file-to-pdf-and-store-in-onedrive,multiple
-4e9f0faf-2ecc-4ae8-a804-28c9a75d1ddc,https://marketplace.uipath.com/listings/extract-data-from-a-new-invoice-file-in-google-drive-and-store-it-in-google-sheets4473,multiple
-b52b40a5-ad70-4c53-b5b0-5650a8387052,https://marketplace.uipath.com/listings/merge-pdfs-from-gmail-email-attachments-and-upload-to-gogle-drive,multiple
-46407397-a7d5-4c6b-92c6-dbe038b1457b,https://marketplace.uipath.com/listings/upload-to-google-drive-images-from-pdf-attachments-received-via-gmail,multiple
-a0b9dc9c-fc07-4a88-8c5d-5e3ecad91bcb,https://marketplace.uipath.com/listings/backup-important-emails-to-onedrive-or-sharepoint,multiple
-665f4af1-617d-4009-baff-84ff66071e6a,https://www.howtogeek.com/663927/how-to-open-google-chrome-using-command-prompt-on-windows-10/#open-chrome-straight-to-a-specific-website,multiple
-e6313b30-3903-4ed9-8c7d-4c47bf51fc96,https://stackoverflow.com/questions/12258086/how-do-i-run-google-chrome-as-root,multiple
--- a/resouce_collection/Source2Doc/get_Source_Doc.py
+++ b/resouce_collection/Source2Doc/get_Source_Doc.py
@@ -1,238 +0,0 @@
-import csv
-import os
-import yt_dlp
-from docx import Document
-import requests
-from bs4 import BeautifulSoup
-from PIL import Image
-import pytesseract
-from io import BytesIO
-from docx import Document
-import re
-import markdownify
-from markdownify import markdownify as md
-
-def valid_xml_char_ordinal(c):
-    codepoint = ord(c)
-    # conditions ordered by presumed frequency
-    return (
-        0x20 <= codepoint <= 0xD7FF or
-        codepoint in (0x9, 0xA, 0xD) or
-        0xE000 <= codepoint <= 0xFFFD or
-        0x10000 <= codepoint <= 0x10FFFF
-        )
-
-def download_and_clean_youtube_subtitles(video_url, txt_filepath):
-    # set up youtube-dl options to download the subtitles
-    subtitles_path = txt_filepath[0:-4]
-    ydl_opts = {
-        'skip_download': True,
-        'writesubtitles': True,
-        'writeautomaticsub': True, # if no subtitles are available, try to generate them
-        'subtitleslangs': ['en'], 
-        'outtmpl': f'{subtitles_path}.%(ext)s', 
-        'quiet': True,
-    }
-
-    with yt_dlp.YoutubeDL(ydl_opts) as ydl:
-        # download the subtitles
-        ydl.download([video_url])
-        subtitle_file = f'{subtitles_path}.en.vtt'
-
-        # read the subtitle file
-        subtitles = []
-        try:
-            with open(subtitle_file, 'r', encoding='utf-8') as file:                
-                lines = file.readlines()
-
-            # define a pattern to match the time line
-            pattern = re.compile(r'(\d{2}:\d{2}:\d{2}.\d{3} --> \d{2}:\d{2}:\d{2}.\d{3})|(^WEBVTT)|(^Kind: captions)|(^Language: .*)')
-
-            # clean the subtitles
-            for line in lines:
-                # if this line is a time line or it is blank , skip it
-                if pattern.match(line) or line.strip() == '':
-                    continue
-                # add this subtitle line to subtitles list, remove the trailing spaces and line change
-                subtitles.append(line.strip())
-
-            # remove duplicated subtitles
-            subtitles = list(dict.fromkeys(subtitles))
-
-            # save the subtitles as a txt file
-            with open(txt_filepath, 'w', encoding='utf-8') as f:
-                for line in subtitles:
-                    if line: 
-                        f.write(line + '\n')
-
-        except IOError:
-            print(f"Could not read file: {subtitle_file}")
-
-# scrape a webpage and perform OCR on images
-def scrape_and_ocr_forum(url, doc):
-    response = requests.get(url)
-    soup = BeautifulSoup(response.content, 'html.parser')
-
-    text_elements = soup.find_all(['h1', 'h2', 'h3', 'p', 'li'])
-    for element in text_elements:
-        doc.add_paragraph(element.get_text())
-
-    image_elements = soup.find_all('img')
-    for image in image_elements:
-        if 'src' not in image.attrs:
-            continue
-        image_url = image['src']
-        if image_url.startswith('http'):
-            if not image_url.endswith('.svg') and not image_url.endswith('.png'):
-                continue
-            if 'neveragain.allstatics.com/2019/assets/icon/logo' in image_url:
-                continue
-            img_response = requests.get(image_url, stream=True)
-            img = Image.open(BytesIO(img_response.content))
-            ocr_text = pytesseract.image_to_string(img)
-
-            if ocr_text != ' ' and ocr_text != '':
-              cleaned_string = ''.join(c for c in ocr_text if valid_xml_char_ordinal(c))
-              doc.add_paragraph(cleaned_string)
-
-def superuser_to_markdown(url, doc_filepath):
-    response = requests.get(url)
-    soup = BeautifulSoup(response.content, 'html.parser')
-
-    # set up the markdown document
-    markdown_content = ""
-
-    # get the question title and body
-    question_title = soup.find('h1').get_text(strip=True)
-    question = soup.find('div', {'id': 'question'})
-    if question:
-        question_body = question.find('div', {'class': 's-prose js-post-body'}).prettify()
-        markdown_content += f"# {question_title}\n\n" + markdownify.markdownify(question_body, heading_style="ATX") + "\n\n"
-
-    # get all answers
-    answers = soup.find_all('div', {'class': 'answer'})
-    for answer in answers:
-        answer_body = answer.find('div', {'class': 's-prose js-post-body'}).prettify()
-        markdown_content += markdownify.markdownify(answer_body, heading_style="ATX") + "\n\n"
-
-    # deal with images and perform OCR
-    all_img_tags = question.find_all('img') + [img for answer in answers for img in answer.find_all('img')]
-    for img_tag in all_img_tags:
-        image_src = img_tag.get('src') or img_tag.get('data-src')  # Superuser uses lazy loading
-        if image_src and image_src.startswith('http'):
-            img_response = requests.get(image_src, stream=True)
-            img = Image.open(BytesIO(img_response.content))
-            ocr_text = pytesseract.image_to_string(img)
-            if ocr_text.strip():  # if the OCR result is not empty, add it to the markdown content
-                markdown_content += "```\n" + ocr_text.strip() + "\n```\n\n"
-
-    with open(doc_filepath, 'w', encoding='utf-8') as f:
-        f.write(markdown_content)
-
-
-def stack_overflow_to_markdown(url, doc_filepath):
-    response = requests.get(url)
-    soup = BeautifulSoup(response.content, 'html.parser')
-
-    # set up the markdown document
-    markdown_content = ""
-
-    # get the question title and body
-    question = soup.find('div', {'id': 'question'})
-
-    question_title = soup.find('h1').get_text(strip=True)
-    if question:
-
-        question_body = question.find('div', {'class': 's-prose js-post-body'}).prettify()
-        markdown_content += f"# {question_title}\n\n" + markdownify.markdownify(question_body, heading_style="ATX") + "\n\n"
-
-    # get all answers
-    answers = soup.find_all('div', {'class': 'answer'})
-    for answer in answers:
-        answer_body = answer.find('div', {'class': 's-prose js-post-body'}).prettify()
-        markdown_content += markdownify.markdownify(answer_body, heading_style="ATX") + "\n\n"
-
-    # deal with images and perform OCR
-    all_img_tags = soup.find_all('img')
-    for img_tag in all_img_tags:
-        image_url = img_tag['src']
-        if image_url.startswith('http') and (image_url.endswith('.svg') or image_url.endswith('.png')):  # 确保图片URL有效
-            img_response = requests.get(image_url, stream=True)
-            img = Image.open(BytesIO(img_response.content))
-            ocr_text = pytesseract.image_to_string(img)
-            if ocr_text.strip():
-                markdown_content += "```\n" + ocr_text.strip() + "\n```\n\n"
-
-    with open(doc_filepath, 'w', encoding='utf-8') as f:
-        f.write(markdown_content)
-
-def scrape_webpage_to_markdown(url, doc_filepath):
-    response = requests.get(url)
-    soup = BeautifulSoup(response.content, 'html.parser')
-
-    articles = soup.find_all('article') or soup.find_all('main') or soup.find_all('div', {'class': 'lia-message-body-content'})
-
-    if not articles:
-        return
-
-    markdown_content = ''
-
-    # scrape the webpage and perform OCR on images
-    for article in articles:
-        for child in article.recursiveChildGenerator():
-            # if this is an image, perform OCR
-            if child.name == 'img':
-                img_url = child.get('src')
-                if not img_url.startswith(('http:', 'https:')):
-                    img_url = '{}{}'.format(url, img_url)
-                if not img_url.endswith('.svg') and not img_url.endswith('.png'):
-                    continue
-                if 'neveragain.allstatics.com/2019/assets/icon/logo' in img_url:
-                    continue
-                try:
-                    img_response = requests.get(img_url, stream=True)
-                    img = Image.open(BytesIO(img_response.content))
-                    ocr_text = pytesseract.image_to_string(img)
-                    if ocr_text.strip():
-                        markdown_content += '\n```plaintext\n{}\n```\n'.format(ocr_text.strip())
-                    continue
-                except PIL.UnidentifiedImageError:
-                    print("unidentified image")
-                
-            # Not an image, so continue recursively calling function
-            if child.name is None:
-                continue
-            
-            html_str = str(child)
-            markdown_content += md(html_str) + '\n\n'
-
-        with open(doc_filepath, 'w', encoding='utf-8') as f:
-            f.write(markdown_content)
-
-
-# process a URL and save the file
-def process_url(url, doc_id, app):
-    doc_filepath = f"/content/drive/MyDrive/SourceDoc/{doc_id}_{app}.md"
-    txt_filepath = f"/content/drive/MyDrive/SourceDoc/{doc_id}_{app}.txt"
-    doc = Document()
-
-    if 'youtube.com' in url or 'youtu.be' in url:
-        download_and_clean_youtube_subtitles(url, txt_filepath)
-    elif 'superuser.com' in url:
-        superuser_to_markdown(url, doc_filepath)
-    elif 'stackoverflow.com' in url:
-        stack_overflow_to_markdown(url, doc_filepath)
-    else:
-        scrape_webpage_to_markdown(url, doc_filepath)
-
-# read the CSV file and process each URL
-csv_filepath = './Get_Source_Doc - Sheet1.csv'
-with open(csv_filepath, 'r', newline='', encoding='utf-8') as csvfile:
-    reader = csv.DictReader(csvfile)
-    cnt = 55
-    for row in reader:
-        if cnt>0:
-            cnt -= 1
-            continue
-        process_url(row['Source'], row['id'], row['InvolvedApp'])
-        print(row)
--- a/resouce_collection/Source2Doc/source.py
+++ b/resouce_collection/Source2Doc/source.py
@@ -1,293 +0,0 @@
-import csv
-import os
-import io
-import fitz
-import yt_dlp
-from docx import Document
-import requests
-from bs4 import BeautifulSoup
-from PIL import Image
-import pytesseract
-from io import BytesIO
-from docx import Document
-import re
-import markdownify
-from markdownify import markdownify as md
-
-def download_pdf(url):
-    response = requests.get(url)
-    response.raise_for_status()  # 确保请求是成功的
-    return io.BytesIO(response.content)
-
-def pdf_to_markdown(pdf_stream, markdown_path):
-    document = fitz.open(stream=pdf_stream, filetype="pdf")
-    markdown_content = ""
-
-    for page_number in range(len(document)):
-        page = document[page_number]
-        text = page.get_text()
-        markdown_content += text + "\n\n"
-
-        # 提取图片并添加到 Markdown 文件。图片被保存在同一目录下
-        image_list = page.get_images(full=True)
-        if image_list:
-            markdown_content += f"### Page {page_number + 1} Images\n"
-
-        for img_index, image in enumerate(image_list, start=1):
-            # 提取图片
-            xref = image[0]
-            base64_image = document.extract_image(xref)
-            image_bytes = base64_image["image"]
-
-            # 写入图片到磁盘
-            image_filename = f"output_image_page_{page_number + 1}_{img_index}.png"
-            image_abs_path = os.path.join(os.path.dirname(markdown_path), image_filename)
-            with open(image_abs_path, "wb") as image_file:
-                image_file.write(image_bytes)
-
-            # 在 Markdown 文件中添加图片引用
-            markdown_content += f"![Page {page_number + 1} Image {img_index}]({image_filename})\n\n"
-
-    with open(markdown_path, "w", encoding="utf-8") as md_file:
-        md_file.write(markdown_content)
-
-    document.close()
-
-def valid_xml_char_ordinal(c):
-    codepoint = ord(c)
-    # conditions ordered by presumed frequency
-    return (
-        0x20 <= codepoint <= 0xD7FF or
-        codepoint in (0x9, 0xA, 0xD) or
-        0xE000 <= codepoint <= 0xFFFD or
-        0x10000 <= codepoint <= 0x10FFFF
-        )
-
-def download_and_clean_youtube_subtitles(video_url, txt_filepath):
-    # 设置yt-dlp库的选项来下载字幕
-    subtitles_path = txt_filepath[0:-4]
-    ydl_opts = {
-        'skip_download': True,
-        'writesubtitles': True,
-        'writeautomaticsub': True, # 如果视频没有字幕，尝试下载自动生成的字幕
-        'subtitleslangs': ['en'], # 下载英文字幕
-        'outtmpl': f'{subtitles_path}.%(ext)s', # 确保保存到可写目录
-        'quiet': True,
-    }
-
-    with yt_dlp.YoutubeDL(ydl_opts) as ydl:
-        # 获取视频信息，下载字幕文件
-        ydl.download([video_url])
-        subtitle_file = f'{subtitles_path}.en.vtt'
-
-        # 读取下载的字幕文件
-        subtitles = []
-        try:
-            with open(subtitle_file, 'r', encoding='utf-8') as file:
-                # 读取所有行
-                lines = file.readlines()
-
-            # 正则表达式匹配时间戳和其他不相关的标记
-            pattern = re.compile(r'(\d+:\d\d:\d\d.\d+ --> \d+:\d\d:\d\d.\d+)|(\s*<[^>]+>)')
-
-            # 去除时间戳和HTML标签等，只保留字幕文本
-            lines = [re.sub(pattern, '', line).strip() for line in lines if line.strip() and not pattern.match(line)]
-
-            # 清洗字幕
-            for line in lines:
-                # 如果这是一个时间线或者其他不需要的信息，跳过它
-                if pattern.match(line) or line.strip() == '':
-                    continue
-                # 添加到字幕列表，同时去除愈加和前导空白符
-                subtitles.append(line.strip())
-
-            # 去除可能的重复行
-            subtitles = list(dict.fromkeys(subtitles))
-
-            # 保存至txt文件
-            with open(txt_filepath, 'w', encoding='utf-8') as f:
-                for line in subtitles:
-                    if line:  # 避免写入空行
-                        f.write(line + '\n')
-
-        except IOError:
-            print(f"Could not read file: {subtitle_file}")
-
-# 爬取论坛内容，对图片进行OCR处理，并保存为.docx文件
-def scrape_and_ocr_forum(url, doc):
-    response = requests.get(url)
-    soup = BeautifulSoup(response.content, 'html.parser')
-
-    text_elements = soup.find_all(['h1', 'h2', 'h3', 'p', 'li'])
-    for element in text_elements:
-        doc.add_paragraph(element.get_text())
-
-    image_elements = soup.find_all('img')
-    for image in image_elements:
-        if 'src' not in image.attrs:
-            continue
-        image_url = image['src']
-        if image_url.startswith('http'):
-            if not image_url.endswith('.svg') and not image_url.endswith('.png'):
-                continue
-            if 'neveragain.allstatics.com/2019/assets/icon/logo' in image_url:
-                continue
-            img_response = requests.get(image_url, stream=True)
-            img = Image.open(BytesIO(img_response.content))
-            ocr_text = pytesseract.image_to_string(img)
-
-            if ocr_text != ' ' and ocr_text != '':
-              cleaned_string = ''.join(c for c in ocr_text if valid_xml_char_ordinal(c))
-              doc.add_paragraph(cleaned_string)
-
-def superuser_to_markdown(url, doc_filepath):
-    response = requests.get(url)
-    soup = BeautifulSoup(response.content, 'html.parser')
-
-    # 创建Markdown文件的内容
-    markdown_content = ""
-
-    # 获取问题标题和内容
-    question_title = soup.find('h1').get_text(strip=True)
-    question = soup.find('div', {'id': 'question'})
-    if question:
-
-        question_body = question.find('div', {'class': 's-prose js-post-body'}).prettify()
-        markdown_content += f"# {question_title}\n\n" + markdownify.markdownify(question_body, heading_style="ATX") + "\n\n"
-
-    # 获取所有回答
-    answers = soup.find_all('div', {'class': 'answer'})
-    for answer in answers:
-        answer_body = answer.find('div', {'class': 's-prose js-post-body'}).prettify()
-        markdown_content += markdownify.markdownify(answer_body, heading_style="ATX") + "\n\n"
-
-    # 处理图片并执行OCR
-    all_img_tags = question.find_all('img') + [img for answer in answers for img in answer.find_all('img')]
-    for img_tag in all_img_tags:
-        image_src = img_tag.get('src') or img_tag.get('data-src')  # Superuser使用延迟加载的图片
-        if image_src and image_src.startswith('http'):
-            img_response = requests.get(image_src, stream=True)
-            img = Image.open(BytesIO(img_response.content))
-            ocr_text = pytesseract.image_to_string(img)
-            if ocr_text.strip():  # 如果OCR结果非空，则添加到Markdown内容中
-                markdown_content += "```\n" + ocr_text.strip() + "\n```\n\n"
-
-    # 将Markdown内容写入文件
-    with open(doc_filepath, 'w', encoding='utf-8') as f:
-        f.write(markdown_content)
-
-
-def stack_overflow_to_markdown(url, doc_filepath):
-    response = requests.get(url)
-    soup = BeautifulSoup(response.content, 'html.parser')
-
-    # 创建Markdown文件的内容
-    markdown_content = ""
-
-    # 获取问题标题和内容
-    question = soup.find('div', {'id': 'question'})
-
-    question_title = soup.find('h1').get_text(strip=True)
-    if question:
-
-        question_body = question.find('div', {'class': 's-prose js-post-body'}).prettify()
-        markdown_content += f"# {question_title}\n\n" + markdownify.markdownify(question_body, heading_style="ATX") + "\n\n"
-
-    # 获取所有回答
-    answers = soup.find_all('div', {'class': 'answer'})
-    for answer in answers:
-        answer_body = answer.find('div', {'class': 's-prose js-post-body'}).prettify()
-        markdown_content += markdownify.markdownify(answer_body, heading_style="ATX") + "\n\n"
-
-    # 处理图片并执行OCR
-    all_img_tags = soup.find_all('img')
-    for img_tag in all_img_tags:
-        image_url = img_tag['src']
-        if image_url.startswith('http') and (image_url.endswith('.svg') or image_url.endswith('.png')):  # 确保图片URL有效
-            img_response = requests.get(image_url, stream=True)
-            img = Image.open(BytesIO(img_response.content))
-            ocr_text = pytesseract.image_to_string(img)
-            if ocr_text.strip():  # 如果OCR结果非空，则添加到Markdown内容中
-                markdown_content += "```\n" + ocr_text.strip() + "\n```\n\n"
-
-    # 将Markdown内容写入文件
-    with open(doc_filepath, 'w', encoding='utf-8') as f:
-        f.write(markdown_content)
-
-def scrape_webpage_to_markdown(url, doc_filepath):
-    response = requests.get(url)
-    soup = BeautifulSoup(response.content, 'html.parser')
-
-    # 假设文章内容在 HTML 的 'article' 标签中，根据实际页面结构调整
-    articles = soup.find_all('article') or soup.find_all('main') or soup.find_all('div', {'id':'steps'}, {'class':'section_text'}) # 或其他包含主要内容的HTML标签
-
-    if not articles:
-        articles = soup.find_all('div', {'class': 'lia-message-body-content'})
-
-    markdown_content = ''
-
-    # 抓取所有图文信息
-    for article in articles:
-      for child in article.recursiveChildGenerator():
-          # 如果是图片，则进行OCR
-          if child.name == 'img':
-              img_url = child.get('src')
-              if not img_url:
-                  continue
-              if not img_url.startswith(('http:', 'https:')):
-                  img_url = '{}{}'.format(url, img_url)
-              if not img_url.endswith('.svg') and not img_url.endswith('.png'):
-                  continue
-              if 'neveragain.allstatics.com/2019/assets/icon/logo' in img_url:
-                  continue
-              print(img_url)
-              try:
-                  img_response = requests.get(img_url, stream=True)
-                  img = Image.open(BytesIO(img_response.content))
-                  ocr_text = pytesseract.image_to_string(img)
-                  if ocr_text.strip():
-                      markdown_content += '\n```plaintext\n{}\n```\n'.format(ocr_text.strip())
-                  continue
-              except PIL.UnidentifiedImageError:
-                  print("unidentified image")
-        # 不是标签，可能是NavigableString或其他
-          if child.name is None:
-              continue
-          # 抓取标签并转换为Markdown
-          html_str = str(child)
-          markdown_content += md(html_str) + '\n\n'
-
-    # 写入markdown文件
-    with open(doc_filepath, 'w', encoding='utf-8') as f:
-        f.write(markdown_content)
-
-
-# 处理单个URL
-def process_url(url, doc_id, app):
-    doc_filepath = f"/content/drive/MyDrive/SourceDoc/{doc_id}_{app}.md"
-    txt_filepath = f"/content/drive/MyDrive/SourceDoc/{doc_id}_{app}.txt"
-    doc = Document()
-
-    if 'youtube.com' in url or 'youtu.be' in url:
-        download_and_clean_youtube_subtitles(url, txt_filepath)
-    elif url.endswith('.pdf'):
-        pdf_stream = download_pdf(url)
-        pdf_to_markdown(pdf_stream, doc_filepath)
-    elif 'superuser.com' in url or 'askubuntu.com' in url:
-        superuser_to_markdown(url, doc_filepath)
-    elif 'stackoverflow.com' in url:
-        stack_overflow_to_markdown(url, doc_filepath)
-    else:
-        scrape_webpage_to_markdown(url, doc_filepath)
-
-# 读取CSV文件中的数据并执行对应操作
-csv_filepath = '/content/Get_Source_Doc - Sheet1.csv' # 更新为你的CSV文件实际路径
-with open(csv_filepath, 'r', newline='', encoding='utf-8') as csvfile:
-    reader = csv.DictReader(csvfile)
-    cnt = 176
-    for row in reader:
-        if cnt>0:
-            cnt -= 1
-            continue
-        process_url(row['Source'], row['id'], row['InvolvedApp'])
-        print(row)
--- a/resouce_collection/Tiktok/Ubuntu/get_ubuntu.py
+++ b/resouce_collection/Tiktok/Ubuntu/get_ubuntu.py
@@ -1,17 +0,0 @@
-import requests
-import json
-
-url = "https://tiktok-download-video1.p.rapidapi.com/feedSearch"
-
-querystring = {"keywords":"Ubuntu desktop","count":"10","cursor":"0","region":"US","publish_time":"0","sort_type":"1"}
-
-headers = {
-	"X-RapidAPI-Key": "YOUR_API_KEY",
-	"X-RapidAPI-Host": "tiktok-download-video1.p.rapidapi.com"
-}
-
-response = requests.get(url, headers=headers, params=querystring)
-
-print(response.json())
-with open("./record_1.json", "w") as f:
-    json.dump(response.json(), f)
--- a/resouce_collection/Tiktok/Ubuntu/record_1.json
+++ b/resouce_collection/Tiktok/Ubuntu/record_1.json
@@ -1,506 +0,0 @@
-{
-    "code": 0,
-    "msg": "success",
-    "processed_time": 1.2181,
-    "data": {
-        "videos": [
-            {
-                "aweme_id": "v0f025gc0000cfdgkhbc77ufdvjieor0",
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-                "play": "https://v19.tiktokcdn-us.com/3e418870739bcd9b1a1244bfa89d4b8f/6582ae05/video/tos/useast2a/tos-useast2a-pve-0037-aiso/oMRKA6h7oCSVjVnvBCN2JToIzNA9fhQY2AIxpU/?a=1233&ch=0&cr=13&dr=0&lr=all&cd=0%7C0%7C0%7C&cv=1&br=2328&bt=1164&bti=NTY6QGo0QHM6OjZANDQuYCMucCMxNDNg&cs=0&ds=6&ft=kJrRfy7oZNx0PD1J-wtxg9w8HGM5kEeC~&mime_type=video_mp4&qs=0&rc=aGYzNDs5ZDlnNzhmOjk8NEBpanI2MzM6ZnVsaTMzZjgzM0AvMDM0LzQxXjExMGFhNTIyYSM1YGk2cjQwYV5gLS1kL2Nzcw%3D%3D&l=2023122003034909B448A5A66536000675&btag=e00008000",
-                "wmplay": "https://v19.tiktokcdn-us.com/1e5ce0481d836bbef971d1c12ebefd60/6582ae05/video/tos/useast2a/tos-useast2a-pve-0037-aiso/o43NInhzZSNh2AoQixpVBYRUbCf2CKA6o2A6Wo/?a=1233&ch=0&cr=13&dr=0&lr=all&cd=0%7C0%7C0%7C&cv=1&br=2616&bt=1308&bti=NTY6QGo0QHM6OjZANDQuYCMucCMxNDNg&cs=0&ds=3&ft=kJrRfy7oZNx0PD1J-wtxg9w8HGM5kEeC~&mime_type=video_mp4&qs=0&rc=ZTQ1OjRlOTc5NDg5OzRmPEBpanI2MzM6ZnVsaTMzZjgzM0A2MDE2MGJhNmAxMy8uLzYtYSM1YGk2cjQwYV5gLS1kL2Nzcw%3D%3D&l=2023122003034909B448A5A66536000675&btag=e00008000",
-                "music": "https://sf16-ies-music-sg.tiktokcdn.com/obj/tos-alisg-ve-2774/oYnmdQz4MBF51IDQzbZptpTBBaALqgveOLC1ek",
-                "music_info": {
-                    "id": "6969850109240559617",
-                    "title": "Meow",
-                    "play": "https://sf16-ies-music-sg.tiktokcdn.com/obj/tos-alisg-ve-2774/oYnmdQz4MBF51IDQzbZptpTBBaALqgveOLC1ek",
-                    "cover": "https://p16-sg.tiktokcdn.com/aweme/720x720/tos-alisg-v-2774/df24a43905f9413bb3596cb8c765bc16.jpeg",
-                    "author": "",
-                    "original": false,
-                    "duration": 60,
-                    "album": "Meow"
-                },
-                "play_count": 29000,
-                "digg_count": 458,
-                "comment_count": 31,
-                "share_count": 9,
-                "download_count": 1,
-                "create_time": 1674913523,
-                "anchors": null,
-                "anchors_extras": "",
-                "is_ad": false,
-                "commerce_info": {
-                    "adv_promotable": false,
-                    "auction_ad_invited": false,
-                    "branded_content_type": 0,
-                    "with_comment_filter_words": false
-                },
-                "commercial_video_info": "",
-                "author": {
-                    "id": "6988352212003243009",
-                    "unique_id": "hannor_smith",
-                    "nickname": "han.flac \ud83c\udf1f\ud83c\udfa7\ud83c\udfcd\ufe0f",
-                    "avatar": "https://p16-sign-va.tiktokcdn.com/tos-maliva-avt-0068/58167255ee1d05d70dffc59ec0286e96~c5_300x300.jpeg?x-expires=1703127600&x-signature=N3KkHMBaqDBqVcHCt833OonyJ58%3D"
-                },
-                "is_top": 0
-            },
-            {
-                "aweme_id": "v12044gd0000c9hnderc77u0gkpj1f80",
-                "video_id": "7089641605862313262",
-                "region": "US",
-                "title": "#linux #sysadmin #systemadministrator #python #fyp\u30b7 #ubuntu #tech #computerscience #networkengineer #linux #bash",
-                "cover": "https://p16-sign.tiktokcdn-us.com/obj/tos-useast5-p-0068-tx/f4004afdbfb1457fa72e54aeebbae658_1650685820?x-expires=1703127600&x-signature=baO3nkbdG73H%2FLlG%2BB%2B5E7Nff3k%3D&s=SEARCH&se=false&sh=&sc=dynamic_cover&l=2023122003034909B448A5A66536000675",
-                "origin_cover": "https://p16-sign.tiktokcdn-us.com/tos-useast5-p-0068-tx/8995429c7adb447083dfa93330af88bd_1650685820~tplv-tiktokx-360p.webp?x-expires=1703127600&x-signature=CPnQVAqZ%2F2C8tS%2FmgBczNQzDnmM%3D&s=SEARCH&se=false&sh=&sc=feed_cover&l=2023122003034909B448A5A66536000675",
-                "duration": 47,
-                "play": "https://v19.tiktokcdn-us.com/0c2c6034ef9b8ebc826a41cd168a3bff/6582ae25/video/tos/useast5/tos-useast5-ve-0068c003-tx/e25fcce499b04eaf97928d4c70f27070/?a=1233&ch=0&cr=13&dr=0&lr=all&cd=0%7C0%7C0%7C&cv=1&br=1502&bt=751&bti=NTY6QGo0QHM6OjZANDQuYCMucCMxNDNg&cs=0&ds=6&ft=kJrRfy7oZNx0PD1J-wtxg9w8HGM5kEeC~&mime_type=video_mp4&qs=0&rc=M2loZDhkZTMzaDg1OzloOUBpM2ltbjM6ZmhxPDMzZzczNEAvYzEvMDEvXjExLy9gYDQ1YSM1Lm1kcjRvYWVgLS1kMS9zcw%3D%3D&l=2023122003034909B448A5A66536000675&btag=e00008000",
-                "wmplay": "https://v19.tiktokcdn-us.com/540ebc82370825c5bb5cac7605ba9166/6582ae25/video/tos/useast5/tos-useast5-pve-0068-tx/a06e405ea9f042eebc7d7d3432a5a3d3/?a=1233&ch=0&cr=13&dr=0&lr=all&cd=0%7C0%7C0%7C&cv=1&br=1498&bt=749&bti=NTY6QGo0QHM6OjZANDQuYCMucCMxNDNg&cs=0&ds=3&ft=kJrRfy7oZNx0PD1J-wtxg9w8HGM5kEeC~&mime_type=video_mp4&qs=0&rc=aTo4N2QzaDxpaDs2OjRlOkBpM2ltbjM6ZmhxPDMzZzczNEA2MC0vMmAtXmAxMGI2XjZjYSM1Lm1kcjRvYWVgLS1kMS9zcw%3D%3D&l=2023122003034909B448A5A66536000675&btag=e00008000",
-                "music": "https://sf16.tiktokcdn-us.com/obj/ies-music-tx/7089641612577409835.mp3",
-                "music_info": {
-                    "id": "7089641579396287278",
-                    "title": "original sound - stevenservo",
-                    "play": "https://sf16.tiktokcdn-us.com/obj/ies-music-tx/7089641612577409835.mp3",
-                    "cover": "https://p16-sign-va.tiktokcdn.com/tos-maliva-avt-0068/62713abc4ad5f8eb52869addf6611a92~c5_1080x1080.jpeg?x-expires=1703127600&x-signature=x8ba50BVMtG%2BVOppSeHHwPsi2x8%3D",
-                    "author": "StevenServo",
-                    "original": true,
-                    "duration": 47,
-                    "album": ""
-                },
-                "play_count": 4083,
-                "digg_count": 427,
-                "comment_count": 28,
-                "share_count": 18,
-                "download_count": 44,
-                "create_time": 1650685819,
-                "anchors": null,
-                "anchors_extras": "",
-                "is_ad": false,
-                "commerce_info": {
-                    "adv_promotable": false,
-                    "auction_ad_invited": false,
-                    "branded_content_type": 0,
-                    "with_comment_filter_words": false
-                },
-                "commercial_video_info": "",
-                "author": {
-                    "id": "6941572883425166342",
-                    "unique_id": "stevenservo",
-                    "nickname": "StevenServo",
-                    "avatar": "https://p16-sign-va.tiktokcdn.com/tos-maliva-avt-0068/62713abc4ad5f8eb52869addf6611a92~c5_300x300.jpeg?x-expires=1703127600&x-signature=sQFsgOJXOOxGQtHf4cwmfNrSKX4%3D"
-                },
-                "is_top": 0
-            }
-        ],
-        "cursor": 10,
-        "hasMore": true
-    }
-}
--- a/resouce_collection/Tiktok/VS_code/get_vscode.py
+++ b/resouce_collection/Tiktok/VS_code/get_vscode.py
@@ -1,17 +0,0 @@
-import requests
-import json
-
-url = "https://tiktok-download-video1.p.rapidapi.com/feedSearch"
-
-querystring = {"keywords":"VS code","count":"10","cursor":"0","region":"US","publish_time":"0","sort_type":"1"}
-
-headers = {
-	"X-RapidAPI-Key": "YOUR_API_KEY",
-	"X-RapidAPI-Host": "tiktok-download-video1.p.rapidapi.com"
-}
-
-response = requests.get(url, headers=headers, params=querystring)
-
-print(response.json())
-with open("./record.json", "w") as f:
-    json.dump(response.json(), f)
--- a/resouce_collection/Tiktok/VS_code/record.json
+++ b/resouce_collection/Tiktok/VS_code/record.json
@@ -1,373 +0,0 @@
-{
-    "code": 0,
-    "msg": "success",
-    "processed_time": 1.2462,
-    "data": {
-        "videos": [
-            {
-                "aweme_id": "v09044g40000cdrtb5jc77u48deft16g",
-                "video_id": "7167433112283008261",
-                "region": "NL",
-                "title": "\u201cYou have been misinformed, as much as we\u2019ve been misinformed.\u201d #blackpeople #africancommunity #blackpower #blackunity #panafricanism #fyp #foryou #panafrican #afrikancommunity #blackconsciousness #melanin #africa #blackcommunity #unlearnandrelearn #blackexcellence #problack #knowthyself #ubuntu",
-                "cover": "https://p16-sign-va.tiktokcdn.com/obj/tos-maliva-p-0068/b9093c120b9944fda3f547001d44a240_1668798075?x-expires=1703124000&x-signature=4%2BExSPK3MmTFdQCMYg72mi5HDzg%3D&s=SEARCH&se=false&sh=&sc=dynamic_cover&l=20231220021905B0B31567CD73EF000289",
-                "origin_cover": "https://p16-sign-va.tiktokcdn.com/tos-maliva-p-0068/e124bf8b4c67438b901351498b4b5695_1668798074~tplv-tiktokx-360p.webp?x-expires=1703124000&x-signature=0bJVu2w0UcX9iAgRQW7h%2F%2F4OYSA%3D&s=SEARCH&se=false&sh=&sc=feed_cover&l=20231220021905B0B31567CD73EF000289",
-                "duration": 40,
-                "play": "https://v19.tiktokcdn-us.com/cce82f9db7d6c71f833e2b53e2abc39b/6582a3a2/video/tos/useast2a/tos-useast2a-pve-0068/okIE3ejh9BGhBnnpUbp4OJQQD71rNdIWeBWARo/?a=1233&ch=0&cr=13&dr=0&lr=all&cd=0%7C0%7C0%7C&cv=1&br=2522&bt=1261&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&cs=0&ds=6&ft=kJrRfy7oZtc0PD1Agptxg9wp6DhXvEeC~&mime_type=video_mp4&qs=0&rc=NGQ1ZTc2aGY5ZTs3PDtoOUBpajRpZzc6Zjh3ZzMzNzczM0A1YDEwXi00Xi0xMjY0YWBgYSMzcWI1cjRnX29gLS1kMTZzcw%3D%3D&l=20231220021905B0B31567CD73EF000289&btag=e00008000",
-                "wmplay": "https://v19.tiktokcdn-us.com/0201af034764a80c072969f8d1ebf395/6582a3a2/video/tos/useast2a/tos-useast2a-ve-0068c003/ooYQ9UGW3IjANcl1r8DJBedERBonhQWJnIb9eh/?a=1233&ch=0&cr=13&dr=0&lr=all&cd=0%7C0%7C0%7C&cv=1&br=2592&bt=1296&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&cs=0&ds=3&ft=kJrRfy7oZtc0PD1Agptxg9wp6DhXvEeC~&mime_type=video_mp4&qs=0&rc=NTM2ZTZpNjZnNjo7NzxlZUBpajRpZzc6Zjh3ZzMzNzczM0AuNl9fYjYtNS8xLTRjMjIuYSMzcWI1cjRnX29gLS1kMTZzcw%3D%3D&l=20231220021905B0B31567CD73EF000289&btag=e00008000",
-                "music": "https://sf16-ies-music-va.tiktokcdn.com/obj/musically-maliva-obj/7167433130218556166.mp3",
-                "music_info": {
-                    "id": "7167433094969821958",
-                    "title": "original sound - afrikancommunity",
-                    "play": "https://sf16-ies-music-va.tiktokcdn.com/obj/musically-maliva-obj/7167433130218556166.mp3",
-                    "cover": "https://p16-sign-va.tiktokcdn.com/tos-maliva-avt-0068/93c33be7e299ea8cf1762b3ff08175bc~c5_1080x1080.jpeg?x-expires=1703124000&x-signature=kP1cVyhAwezOqb3NoY3PVxO9Oyo%3D",
-                    "author": "afrikancommunity",
-                    "original": true,
-                    "duration": 40,
-                    "album": ""
-                },
-                "play_count": 4059853,
-                "digg_count": 785436,
-                "comment_count": 5817,
-                "share_count": 12996,
-                "download_count": 11150,
-                "create_time": 1668798067,
-                "anchors": null,
-                "anchors_extras": "",
-                "is_ad": false,
-                "commerce_info": {
-                    "adv_promotable": false,
-                    "auction_ad_invited": false,
-                    "branded_content_type": 0,
-                    "with_comment_filter_words": false
-                },
-                "commercial_video_info": "",
-                "author": {
-                    "id": "6813642741462287365",
-                    "unique_id": "afrikancommunity",
-                    "nickname": "afrikancommunity",
-                    "avatar": "https://p16-sign-va.tiktokcdn.com/tos-maliva-avt-0068/93c33be7e299ea8cf1762b3ff08175bc~c5_300x300.jpeg?x-expires=1703124000&x-signature=QIJZsNfd2YOgDg8lMGEqGQeam24%3D"
-                },
-                "is_top": 0
-            },
-            {
-                "aweme_id": "v0f025gc0000cglvmnrc77u4ni1u20bg",
-                "video_id": "7212008888734878982",
-                "region": "BW",
-                "title": "S/O @Fiksology\ud83e\udef4  ka DC\ud83d\udd25@gavin.ubuntu @Jame McVernando #ubuntubandmerch #thamiubuntu #SAMA28 ",
-                "cover": "https://p16-sign-useast2a.tiktokcdn.com/obj/tos-useast2a-p-0037-aiso/29910b3791a7474babf262da0477c5ee_1680604010?x-expires=1703124000&x-signature=96i6RGuz10acj1SwttTl1FwE9YQ%3D&s=SEARCH&se=false&sh=&sc=dynamic_cover&l=20231220021905B0B31567CD73EF000289",
-                "origin_cover": "https://p16-sign-useast2a.tiktokcdn.com/tos-useast2a-p-0037-aiso/71a9299ab7a446d39f99542fefcf521a_1680604009~tplv-tiktokx-360p.webp?x-expires=1703124000&x-signature=s%2FD6JYmr8UF3GflvYGTwX%2FhlvVE%3D&s=SEARCH&se=false&sh=&sc=feed_cover&l=20231220021905B0B31567CD73EF000289",
-                "duration": 22,
-                "play": "https://v16m.tiktokcdn-us.com/fbc1b7c9d6df457b01e73329c76b5592/6582a390/video/tos/useast2a/tos-useast2a-pve-0037-aiso/oMAXWfuEQQ8FJFNSeEr89paDofng8LACfAbT3g/?a=1233&ch=0&cr=13&dr=0&lr=all&cd=0%7C0%7C0%7C&cv=1&br=1840&bt=920&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&cs=0&ds=6&ft=kJrRfy7oZtc0PD1Agptxg9wp6DhXvEeC~&mime_type=video_mp4&qs=4&rc=M2dpNjhkZWY0PDhmaTc4Z0BpajN4bDc6ZnF5ajMzZjgzM0AvYjQvMC9fX2AxL2JhX14vYSNfLy5rcjRvamlgLS1kL2Nzcw%3D%3D&l=20231220021905B0B31567CD73EF000289&btag=e00008000",
-                "wmplay": "https://v16m.tiktokcdn-us.com/18d13ec31cad5bffc05a1f795a3769aa/6582a390/video/tos/useast2a/tos-useast2a-pve-0037c001-aiso/o4AgX8Cfar83ne9MWbgEfbJSA8DINxHoAQCfQu/?a=1233&ch=0&cr=13&dr=0&lr=all&cd=0%7C0%7C0%7C&cv=1&br=4390&bt=2195&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&cs=0&ds=3&ft=kJrRfy7oZtc0PD1Agptxg9wp6DhXvEeC~&mime_type=video_mp4&qs=0&rc=NjNkMzg8NmhkaWg7NDs6ZEBpajN4bDc6ZnF5ajMzZjgzM0BiXzBfX14zXjMxNDMxMjY1YSNfLy5rcjRvamlgLS1kL2Nzcw%3D%3D&l=20231220021905B0B31567CD73EF000289&btag=e00008000",
-                "music": "https://sf16-ies-music-va.tiktokcdn.com/obj/musically-maliva-obj/7205224029014264582.mp3",
-                "music_info": {
-                    "id": "7205224038348000005",
-                    "title": "original sound - basiiey_monnapula",
-                    "play": "https://sf16-ies-music-va.tiktokcdn.com/obj/musically-maliva-obj/7205224029014264582.mp3",
-                    "cover": "https://p16-sign-va.tiktokcdn.com/tos-maliva-avt-0068/ae049960ea6786673783ce66b36dc7da~c5_1080x1080.jpeg?x-expires=1703124000&x-signature=%2FnY5uAyksD41s%2Bm8ECAFLIAtXfo%3D",
-                    "author": "Basetsana Monnapula",
-                    "original": true,
-                    "duration": 32,
-                    "album": ""
-                },
-                "play_count": 6868872,
-                "digg_count": 673843,
-                "comment_count": 2832,
-                "share_count": 8103,
-                "download_count": 463,
-                "create_time": 1679176676,
-                "anchors": null,
-                "anchors_extras": "",
-                "is_ad": false,
-                "commerce_info": {
-                    "adv_promotable": false,
-                    "auction_ad_invited": false,
-                    "branded_content_type": 0,
-                    "with_comment_filter_words": false
-                },
-                "commercial_video_info": "",
-                "author": {
-                    "id": "217487781219024896",
-                    "unique_id": "thami.ubuntu",
-                    "nickname": "Thami Philemon",
-                    "avatar": "https://p16-sign-useast2a.tiktokcdn.com/tos-useast2a-avt-0068-giso/e546ddc5cc70ede037ac5397cd068323~c5_300x300.jpeg?x-expires=1703124000&x-signature=gFNFdUl%2BtBIHAI2sX2ANcjUvqyo%3D"
-                },
-                "is_top": 0
-            },
-            {
-                "aweme_id": "v09044g40000cc2hhdbc77ufp0p13l9g",
-                "video_id": "7135137277650439430",
-                "region": "NL",
-                "title": "That that you do most, will be that that you do best #jawanzakunjufu #NBA #blackthinkers #imhotep #blackhistory #blackpeople #africancommunity #blackpower #blackunity #panafricanism #fyp #foryou #panafrican #afrikancommunity #blackconsciousness #blackcommunity #unlearnandrelearn #blackexcellence #problack #knowthyself #ubuntu",
-                "cover": "https://p16-sign-va.tiktokcdn.com/obj/tos-maliva-p-0068/09d637f654744d62826facb8a685a44f_1661278613?x-expires=1703124000&x-signature=85qRg1ex%2FkscTT8sSfRpq7XSvos%3D&s=SEARCH&se=false&sh=&sc=dynamic_cover&l=20231220021905B0B31567CD73EF000289",
-                "origin_cover": "https://p16-sign-va.tiktokcdn.com/tos-maliva-p-0068/bbc3f2523b50459099bec727131b73c0_1661278613~tplv-tiktokx-360p.webp?x-expires=1703124000&x-signature=PIvHym7TJAU%2BXGScgIuFGaRVkzI%3D&s=SEARCH&se=false&sh=&sc=feed_cover&l=20231220021905B0B31567CD73EF000289",
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-                "download_count": 24979,
-                "create_time": 1659734390,
-                "anchors": null,
-                "anchors_extras": "",
-                "is_ad": false,
-                "commerce_info": {
-                    "adv_promotable": false,
-                    "auction_ad_invited": false,
-                    "branded_content_type": 0,
-                    "with_comment_filter_words": false
-                },
-                "commercial_video_info": "",
-                "author": {
-                    "id": "6813642741462287365",
-                    "unique_id": "afrikancommunity",
-                    "nickname": "afrikancommunity",
-                    "avatar": "https://p16-sign-va.tiktokcdn.com/tos-maliva-avt-0068/93c33be7e299ea8cf1762b3ff08175bc~c5_300x300.jpeg?x-expires=1703124000&x-signature=QIJZsNfd2YOgDg8lMGEqGQeam24%3D"
-                },
-                "is_top": 0
-            },
-            {
-                "aweme_id": "v09044g40000ck0isu3c77u97chrtho0",
-                "video_id": "7278150686989159685",
-                "region": "ZA",
-                "title": "#music #amapiano #mellowandsleazy #tmanxpress #SAMA28 ",
-                "cover": "https://p16-sign-va.tiktokcdn.com/obj/tos-maliva-p-0068/4214065b3b6f4009b2e4808493fbd2d0_1694576516?x-expires=1703124000&x-signature=QyQVCscBgVlZQ8bodf4uS6htdfc%3D&s=SEARCH&se=false&sh=&sc=dynamic_cover&l=20231220021905B0B31567CD73EF000289",
-                "origin_cover": "https://p16-sign-va.tiktokcdn.com/tos-maliva-p-0068/d06fe6a869dc4f869f18a9e1ed0b3887_1694576523~tplv-tiktokx-360p.webp?x-expires=1703124000&x-signature=e7hRfKon9cvBKqt8Y8%2BkxvIwvlg%3D&s=SEARCH&se=false&sh=&sc=feed_cover&l=20231220021905B0B31567CD73EF000289",
-                "duration": 59,
-                "play": "https://v16m.tiktokcdn-us.com/4dbf46e2875addad8d023ad4a99249e7/6582a3b5/video/tos/useast2a/tos-useast2a-ve-0068c003/okMkjuDIQBQl4vAbkXeJCkA9gy5dfEAdnBSRgS/?a=1233&ch=0&cr=13&dr=0&lr=all&cd=0%7C0%7C0%7C&cv=1&br=1718&bt=859&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&cs=0&ds=6&ft=kJrRfy7oZtc0PD1Agptxg9wp6DhXvEeC~&mime_type=video_mp4&qs=4&rc=NDxoZmU3Zjc3Njg0aTVlNkBpM2t1Zjw6ZnhsbjMzNzczM0AzYjBiYTEuNmIxNTRhMWAyYSNscWU0cjQwcC1gLS1kMTZzcw%3D%3D&l=20231220021905B0B31567CD73EF000289&btag=e00010000",
-                "wmplay": "https://v16m.tiktokcdn-us.com/d4b759e76706f51d9400f0c172b11afc/6582a3b5/video/tos/useast2a/tos-useast2a-pve-0068/owIAJI4Endn5SBLxQDb5AZQ7eedkLlBEzSwRHB/?a=1233&ch=0&cr=13&dr=0&lr=all&cd=0%7C0%7C0%7C&cv=1&br=3264&bt=1632&bti=NEBzNTY6QGo6OjZALnAjNDQuYCMxNDNg&cs=0&ds=3&ft=kJrRfy7oZtc0PD1Agptxg9wp6DhXvEeC~&mime_type=video_mp4&qs=0&rc=ODw6PDQ3PDhoOTU1OzppZkBpM2t1Zjw6ZnhsbjMzNzczM0AzLTU0YDQ0XmExMWFeXjFeYSNscWU0cjQwcC1gLS1kMTZzcw%3D%3D&l=20231220021905B0B31567CD73EF000289&btag=e00010000",
-                "music": "https://sf16-ies-music-sg.tiktokcdn.com/obj/tos-alisg-ve-2774/o0DzM4MSCXFMRonTCAb3e2FgOYIfy1weDJpJSa",
-                "music_info": {
-                    "id": "7264936944639330305",
-                    "title": "Imnandi lento (feat. Tman Xpress)",
-                    "play": "https://sf16-ies-music-sg.tiktokcdn.com/obj/tos-alisg-ve-2774/o0DzM4MSCXFMRonTCAb3e2FgOYIfy1weDJpJSa",
-                    "cover": "https://p16-sg.tiktokcdn.com/aweme/720x720/tos-alisg-v-2774/oEk3DTvnEAJSBQ6tESAczBCoAZetLQbGugfn7D.jpeg",
-                    "author": "",
-                    "original": false,
-                    "duration": 60,
-                    "album": "Imnandi lento (feat. Tman Xpress)"
-                },
-                "play_count": 3087192,
-                "digg_count": 182514,
-                "comment_count": 652,
-                "share_count": 11954,
-                "download_count": 38,
-                "create_time": 1694576513,
-                "anchors": null,
-                "anchors_extras": "",
-                "is_ad": true,
-                "commerce_info": {
-                    "ad_source": 1,
-                    "adv_promotable": true,
-                    "auction_ad_invited": false,
-                    "bc_label_test_text": "Paid partnership",
-                    "branded_content_type": 4,
-                    "with_comment_filter_words": false
-                },
-                "commercial_video_info": "",
-                "author": {
-                    "id": "7276322982490014725",
-                    "unique_id": "ubuntuedits",
-                    "nickname": "UBUNTU",
-                    "avatar": "https://p16-sign-va.tiktokcdn.com/tos-maliva-avt-0068/e9229e849809078be4bb64b959b4e08d~c5_300x300.jpeg?x-expires=1703124000&x-signature=eRgWDhD7lrp6A7r1IOKMfRggyPY%3D"
-                },
-                "is_top": 0
-            }
-        ],
-        "cursor": 10,
-        "hasMore": true
-    }
-}
--- a/resouce_collection/Tiktok/init.py
+++ b/resouce_collection/Tiktok/init.py
--- a/resouce_collection/youtube/LbreOffice_Impress/get_impress.py
+++ b/resouce_collection/youtube/LbreOffice_Impress/get_impress.py
@@ -1,52 +0,0 @@
-import json
-import os
-from googleapiclient.discovery import build
-import socket
-socket.setdefaulttimeout(500)
-
-
-def search_youtube(api_key, query, max_results=50):
-  youtube = build('youtube', 'v3', developerKey=api_key)
-
-  search_response = youtube.search().list(
-      q=query,
-      part="id,snippet",
-      maxResults=max_results,
-      type="video"
-  ).execute()
-
-  videos = []
-
-  for search_result in search_response.get("items", []):
-      if search_result["id"]["kind"] == "youtube#video":
-          video_id = search_result["id"]["videoId"]
-          video_metadata = get_video_metadata(api_key, video_id)
-          videos.append(video_metadata)
-
-  return videos
-
-
-def get_video_metadata(api_key, video_id):
-    youtube = build('youtube', 'v3', developerKey=api_key)
-
-    request = youtube.videos().list(
-        part="snippet,contentDetails,statistics",
-        id=video_id
-    )
-    response = request.execute()
-    return response
-
-
-api_key = 'AIzaSyDI_BBExs-HypVZFxgnR5tj5S6-uKyU4vk'  # Replace with your actual API key
-
-# Search for videos related to "VLC player"
-vlc_related_videos = search_youtube(api_key, "LibreOffice Impress Tutorial", max_results=10)
-
-# create data folder if not exist
-if not os.path.exists("data"):
-    os.makedirs("data")
-
-for video in vlc_related_videos:
-    # store the video metadata into a json file
-    with open(f"data/{video['etag']}.json", "w") as f:
-        json.dump(video, f, indent=4)
--- a/resouce_collection/youtube/LibreOffice_Calc/get_calc.py
+++ b/resouce_collection/youtube/LibreOffice_Calc/get_calc.py
@@ -1,52 +0,0 @@
-import json
-import os
-from googleapiclient.discovery import build
-import socket
-socket.setdefaulttimeout(500)
-
-
-def search_youtube(api_key, query, max_results=50):
-  youtube = build('youtube', 'v3', developerKey=api_key)
-
-  search_response = youtube.search().list(
-      q=query,
-      part="id,snippet",
-      maxResults=max_results,
-      type="video"
-  ).execute()
-
-  videos = []
-
-  for search_result in search_response.get("items", []):
-      if search_result["id"]["kind"] == "youtube#video":
-          video_id = search_result["id"]["videoId"]
-          video_metadata = get_video_metadata(api_key, video_id)
-          videos.append(video_metadata)
-
-  return videos
-
-
-def get_video_metadata(api_key, video_id):
-    youtube = build('youtube', 'v3', developerKey=api_key)
-
-    request = youtube.videos().list(
-        part="snippet,contentDetails,statistics",
-        id=video_id
-    )
-    response = request.execute()
-    return response
-
-
-api_key = 'AIzaSyDI_BBExs-HypVZFxgnR5tj5S6-uKyU4vk'  # Replace with your actual API key
-
-# Search for videos related to "VLC player"
-vlc_related_videos = search_youtube(api_key, "LibreOffice Calc Tutorial", max_results=10)
-
-# create data folder if not exist
-if not os.path.exists("data"):
-    os.makedirs("data")
-
-for video in vlc_related_videos:
-    # store the video metadata into a json file
-    with open(f"data/{video['etag']}.json", "w") as f:
-        json.dump(video, f, indent=4)
--- a/resouce_collection/youtube/Thunderbird/get_thunderbird.py
+++ b/resouce_collection/youtube/Thunderbird/get_thunderbird.py
@@ -1,52 +0,0 @@
-import json
-import os
-from googleapiclient.discovery import build
-import socket
-socket.setdefaulttimeout(500)
-
-
-def search_youtube(api_key, query, max_results=50):
-  youtube = build('youtube', 'v3', developerKey=api_key)
-
-  search_response = youtube.search().list(
-      q=query,
-      part="id,snippet",
-      maxResults=max_results,
-      type="video"
-  ).execute()
-
-  videos = []
-
-  for search_result in search_response.get("items", []):
-      if search_result["id"]["kind"] == "youtube#video":
-          video_id = search_result["id"]["videoId"]
-          video_metadata = get_video_metadata(api_key, video_id)
-          videos.append(video_metadata)
-
-  return videos
-
-
-def get_video_metadata(api_key, video_id):
-    youtube = build('youtube', 'v3', developerKey=api_key)
-
-    request = youtube.videos().list(
-        part="snippet,contentDetails,statistics",
-        id=video_id
-    )
-    response = request.execute()
-    return response
-
-
-api_key = 'AIzaSyDI_BBExs-HypVZFxgnR5tj5S6-uKyU4vk'  # Replace with your actual API key
-
-# Search for videos related to "VLC player"
-vlc_related_videos = search_youtube(api_key, "Thunderbird Tutorial", max_results=10)
-
-# create data folder if not exist
-if not os.path.exists("data"):
-    os.makedirs("data")
-
-for video in vlc_related_videos:
-    # store the video metadata into a json file
-    with open(f"data/{video['etag']}.json", "w") as f:
-        json.dump(video, f, indent=4)
--- a/resouce_collection/youtube/Ubuntu/get_ubuntu.py
+++ b/resouce_collection/youtube/Ubuntu/get_ubuntu.py
@@ -1,52 +0,0 @@
-import json
-import os
-from googleapiclient.discovery import build
-import socket
-socket.setdefaulttimeout(500)
-
-
-def search_youtube(api_key, query, max_results=50):
-  youtube = build('youtube', 'v3', developerKey=api_key)
-
-  search_response = youtube.search().list(
-      q=query,
-      part="id,snippet",
-      maxResults=max_results,
-      type="video"
-  ).execute()
-
-  videos = []
-
-  for search_result in search_response.get("items", []):
-      if search_result["id"]["kind"] == "youtube#video":
-          video_id = search_result["id"]["videoId"]
-          video_metadata = get_video_metadata(api_key, video_id)
-          videos.append(video_metadata)
-
-  return videos
-
-
-def get_video_metadata(api_key, video_id):
-    youtube = build('youtube', 'v3', developerKey=api_key)
-
-    request = youtube.videos().list(
-        part="snippet,contentDetails,statistics",
-        id=video_id
-    )
-    response = request.execute()
-    return response
-
-
-api_key = 'AIzaSyDI_BBExs-HypVZFxgnR5tj5S6-uKyU4vk'  # Replace with your actual API key
-
-# Search for videos related to "VLC player"
-vlc_related_videos = search_youtube(api_key, "Ubuntu Desktop Tutorial", max_results=10)
-
-# create data folder if not exist
-if not os.path.exists("data"):
-    os.makedirs("data")
-
-for video in vlc_related_videos:
-    # store the video metadata into a json file
-    with open(f"data/{video['etag']}.json", "w") as f:
-        json.dump(video, f, indent=4)
--- a/resouce_collection/youtube/init.py
+++ b/resouce_collection/youtube/init.py
--- a/resouce_collection/youtube/vlc_player/init.py
+++ b/resouce_collection/youtube/vlc_player/init.py
--- a/resouce_collection/youtube/vlc_player/vlc_player.py
+++ b/resouce_collection/youtube/vlc_player/vlc_player.py
@@ -1,65 +0,0 @@
-import json
-import os
-from googleapiclient.discovery import build
-
-
-def search_youtube(api_key, query, max_results=50, language="en"):
-    youtube = build('youtube', 'v3', developerKey=api_key)
-
-    videos = []
-    next_page_token = None
-    total_results = 0
-
-    while True:
-        search_response = youtube.search().list(
-            q=query,
-            part="id,snippet",
-            maxResults=max_results,
-            pageToken=next_page_token,
-            type="video",
-            relevanceLanguage=language
-        ).execute()
-
-        video_ids = [item['id']['videoId'] for item in search_response.get("items", []) if
-                     item['id']['kind'] == 'youtube#video']
-
-        # Fetch metadata for each video
-        videos.extend([get_video_metadata(api_key, video_id) for video_id in video_ids])
-
-        total_results += len(video_ids)
-        next_page_token = search_response.get('nextPageToken')
-
-        if not next_page_token or total_results >= max_results:
-            break
-
-    # Sort videos by view count
-    sorted_videos = sorted(videos, key=lambda x: int(x['items'][0]['statistics']['viewCount']), reverse=True)
-
-    return sorted_videos
-
-
-def get_video_metadata(api_key, video_id):
-    youtube = build('youtube', 'v3', developerKey=api_key)
-
-    request = youtube.videos().list(
-        part="snippet,contentDetails,statistics",
-        id=video_id
-    )
-    response = request.execute()
-
-    return response
-
-
-api_key = 'API_KEY'  # Replace with your actual API key
-
-# Search for videos related to "VLC player"
-vlc_related_videos = search_youtube(api_key, "VLC player", max_results=10)
-
-# create data folder if not exist
-if not os.path.exists("data"):
-    os.makedirs("data")
-
-for video in vlc_related_videos:
-    # store the video metadata into a json file
-    with open(f"data/{video['etag']}.json", "w") as f:
-        json.dump(video, f, indent=4)