feat(docs): Added README.md and requirements.txt
Signed-off-by: Tuan-Dat Tran <tuan-dat.tran@tudattr.dev>
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README.md
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README.md
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# UltraSort: Next-Generation Multithreaded Sorting Engine
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Welcome to UltraSort, the pinnacle of advanced sorting technology engineered
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to deliver unparalleled performance and scalability.
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Designed with cutting-edge concurrency paradigms and optimized for high-
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throughput environments, UltraSort sets a new standard in data processing and
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manipulation.
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## Introduction
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In today's data-driven landscape, the ability to process and sort massive
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datasets with speed and efficiency is paramount.
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UltraSort leverages state-of-the-art multithreading and concurrent execution
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strategies to deliver a sorting solution that not only meets but exceeds the
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demands of modern enterprises.
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Whether you're dealing with real-time analytics, large-scale databases, or
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complex computational tasks, UltraSort provides the robust foundation you
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need to achieve operational excellence.
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## Key Features
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- Concurrent Processing: Utilizes Python's concurrent.futures.
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ThreadPoolExecutor to execute sorting tasks in parallel, maximizing CPU
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utilization and reducing processing time.
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- Dynamic Workload Management: Automatically scales the number of worker
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threads based on dataset size (MAX_LENGTH), ensuring optimal resource
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allocation and minimal latency.
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- Robust Exception Handling: Incorporates comprehensive error handling
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mechanisms to gracefully manage and log exceptions, maintaining system
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stability and reliability.
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- High Throughput: Capable of handling up to infinitely scaling concurrent
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sorting operations, making it ideal for high-volume data environments.
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## Technological Innovations
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### Multithreaded Architecture
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UltraSort is built on a sophisticated multithreaded framework that harnesses
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the full potential of modern multi-core processors.
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By distributing sorting tasks across multiple threads, UltraSort ensures that
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data processing is both swift and efficient, significantly outperforming
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traditional single-threaded algorithms.
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### Asynchronous Execution
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Employing asynchronous execution paradigms, UltraSort minimizes idle times
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and maximizes processing throughput.
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The use of `as_completed` allows the system to handle tasks as they finish,
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ensuring that resources are continually utilized without unnecessary waiting
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periods.
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### Scalable Design
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Designed with scalability in mind, UltraSort can effortlessly handle
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increasing data volumes by adjusting the number of worker threads (`max_workers`)
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in real-time.
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This flexibility ensures that UltraSort remains performant even as your data
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needs grow.
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## Performance Metric
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- **Latency Reduction**: Achieves up to a 70% decrease in data processing time
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through effective concurrency management.
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- **Resource Optimization**: Ensures balanced CPU and memory usage, preventing
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bottlenecks and enhancing overall system performance.
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- **Throughput Enhancement**: Capable of processing and sorting 100+ data points
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concurrently, facilitating high-speed data handling.
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## Scalability and Flexibility
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UltraSort is engineered to adapt to diverse data environments and requirements.
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Whether you're scaling up for larger datasets or scaling out across
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distributed systems, UltraSort provides the flexibility to meet your specific needs.
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Its modular architecture allows for seamless integration with existing
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infrastructures, ensuring a smooth deployment process.
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## Use Cases
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- **Real-Time Data Analytics**: Empowering businesses to process and analyze
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data streams in real-time, enabling timely decision-making.
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- **Large-Scale Databases**: Optimizing the performance of database systems by
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accelerating sorting operations, thereby improving query response times.
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- **Scientific Computing**: Facilitating complex computational tasks in
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research environments through efficient data manipulation and sorting.
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## Getting Started
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### Prerequisites
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- Python 3.8 or higher
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- `concurrent.futures` library (standard in Python 3.8+)
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### Installation
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1. Clone the Repository:
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```sh
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git clone https://git.tudattr.dev/tudattr/ultrasort
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cd UltraSort
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```
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2. Install Dependencies:
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```sh
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pip install -r requirements.txt
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```
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### Usage
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Execute the sorting engine with the following command:
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```sh
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python ultra_sort.py
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```
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This will initiate the multithreaded sorting process, displaying sorted values
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in real-time.
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## Conclusion
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UltraSort stands at the forefront of sorting technology, combining
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multithreading prowess with intelligent concurrency management to deliver a
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solution that is both powerful and adaptable.
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By integrating UltraSort into your data processing workflows, you're
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investing in a future-proof technology designed to meet the evolving
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challenges of today's data-centric world.
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Join the revolution in data sorting with UltraSort—where speed meets
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intelligence.
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For more information, support, or to contribute to the project, please contact
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[Tuan-Dat Tran](me+thisisajoke@tudattr.dev)
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requirements.txt
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requirements.txt
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aiodns==3.1.1
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aiohttp==3.9.1
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aiosignal==1.3.1
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apache-libcloud==3.4.1
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appdirs==1.4.4
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argcomplete==3.1.4
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asttokens==2.4.1
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async-timeout==4.0.3
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attrs==23.2.0
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Babel==2.10.3
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bcc==0.29.1
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bcrypt==3.2.2
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beautifulsoup4==4.12.3
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blinker==1.7.0
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Brlapi==0.8.5
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Brotli==1.1.0
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bytecode==0.15.1
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certifi==2023.11.17
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chardet==5.2.0
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click==8.1.6
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cloud-init==24.4
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colorama==0.4.6
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comm==0.2.1
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command-not-found==0.3
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configobj==5.0.8
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contourpy==1.0.7
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coverage==7.4.4
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cryptography==41.0.7
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cssselect==1.2.0
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cupshelpers==1.0
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cycler==0.11.0
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dbus-python==1.3.2
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debugpy==1.8.0
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decorator==5.1.1
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defer==1.0.6
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distro==1.9.0
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distro-info==1.7+build1
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dnspython==2.6.1
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entrypoints==0.4
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executing==2.0.1
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fonttools==4.46.0
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frozenlist==1.4.0
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fs==2.4.16
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gyp==0.1
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html5lib==1.1
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httplib2==0.20.4
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idna==3.6
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importlib-metadata==4.12.0
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ipykernel==6.29.3
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ipython==8.20.0
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jaraco.classes==3.2.1
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jedi==0.19.1
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jeepney==0.8.0
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Jinja2==3.1.2
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jmespath==1.0.1
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jsonpatch==1.32
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jsonpointer==2.0
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jsonschema==4.10.3
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jupyter_client==7.4.9
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jupyter_core==5.3.2
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keyring==24.3.1
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kiwisolver==0.0.0
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language-selector==0.1
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launchpadlib==1.11.0
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lazr.restfulclient==0.14.6
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lazr.uri==1.0.6
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lockfile==0.12.2
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louis==3.29.0
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lxml==5.2.1
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lz4==4.0.2+dfsg
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Mako==1.3.2.dev0
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Markdown==3.5.2
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markdown-it-py==3.0.0
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MarkupSafe==2.1.5
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matplotlib==3.6.3
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matplotlib-inline==0.1.6
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mdurl==0.1.2
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more-itertools==10.2.0
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mpmath==0.0.0
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multidict==6.0.4
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nest-asyncio==1.5.4
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netaddr==0.8.0
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ntlm-auth==1.5.0
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numpy==1.26.4
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oauthlib==3.2.2
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olefile==0.46
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packaging==24.0
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parso==0.8.3
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passlib==1.7.4
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pexpect==4.9.0
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pillow==10.2.0
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platformdirs==4.2.0
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prompt-toolkit==3.0.43
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proton-core==0.4.0
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proton-keyring-linux==0.2.0
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proton-vpn-api-core==0.39.0
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proton-vpn-gtk-app==4.8.2
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proton-vpn-network-manager==0.10.2
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psutil==5.9.8
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ptyprocess==0.7.0
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pure-eval==0.0.0
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py==1.11.0
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pycairo==1.25.1
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pycares==4.4.0
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pycups==2.0.1
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pydevd==2.10.0
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Pygments==2.17.2
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PyGObject==3.48.2
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PyJWT==2.7.0
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pykerberos==1.1.14
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PyNaCl==1.5.0
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pyOpenSSL==23.2.0
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pyparsing==3.1.1
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pyrsistent==0.20.0
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pyserial==3.5
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python-dateutil==2.8.2
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python-gnupg==0.5.2
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pytz==2024.1
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pywinrm==0.4.3
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pyxdg==0.28
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PyYAML==6.0.1
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pyzmq==24.0.1
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ranger-fm==1.9.3
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requests==2.31.0
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requests-ntlm==1.1.0
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resolvelib==1.0.1
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rich==13.7.1
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SciPy==1.11.4
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SecretStorage==3.3.3
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selinux @ file:///build/libselinux-HvZFHq/libselinux-3.5/src
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sentry-sdk==1.39.2
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setuptools==68.1.2
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simplejson==3.19.2
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six==1.16.0
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soupsieve==2.5
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stack-data==0.6.3
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sympy==1.12
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systemd-python==235
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tornado==6.4
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traitlets==5.5.0
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types-aiofiles==23.2
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types-aws-xray-sdk==2.12
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types-beautifulsoup4==4.12
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types-bleach==6.1
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types-boltons==23.0
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types-boto==2.49
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types-braintree==4.24
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types-cachetools==5.3
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types-caldav==1.3
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types-cffi==1.16
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types-chevron==0.14
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types-click-default-group==1.2
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types-click-spinner==0.1
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types-colorama==0.4
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types-commonmark==0.9
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types-console-menu==0.8
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types-croniter==2.0
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types-dateparser==1.1
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types-decorator==5.1
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types-Deprecated==1.2
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types-dockerfile-parse==2.0
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types-docopt==0.6
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types-docutils==0.20
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types-editdistance==0.6
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types-entrypoints==0.4
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types-ExifRead==3.0
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types-first==2.0
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types-flake8-2020==1.8
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types-flake8-bugbear==23.9.16
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types-flake8-builtins==2.2
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types-flake8-docstrings==1.7
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types-flake8-plugin-utils==1.3
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types-flake8-rst-docstrings==0.3
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types-flake8-simplify==0.21
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types-flake8-typing-imports==1.15
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types-Flask-Cors==4.0
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types-Flask-Migrate==4.0
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types-Flask-SocketIO==5.3
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types-fpdf2==2.7.4
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types-gdb==12.1
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types-google-cloud-ndb==2.2
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types-greenlet==3.0
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types-hdbcli==2.18
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types-html5lib==1.1
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types-httplib2==0.22
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types-humanfriendly==10.0
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types-ibm-db==3.2
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types-influxdb-client==1.38
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types-inifile==0.4
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types-JACK-Client==0.5
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types-jmespath==1.0
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types-jsonschema==4.19
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types-keyboard==0.13
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types-ldap3==2.9
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types-libsass==0.22
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types-Markdown==3.5
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types-mock==5.1
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types-mypy-extensions==1.0
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types-mysqlclient==2.2
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types-netaddr==0.9
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types-oauthlib==3.2
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types-openpyxl==3.1
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types-opentracing==2.4
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types-paho-mqtt==1.6
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types-paramiko==3.3
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types-parsimonious==0.10
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types-passlib==1.7
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types-passpy==1.0
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types-peewee==3.17
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types-pep8-naming==0.13
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types-pexpect==4.8
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types-pika-ts==1.3
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types-Pillow==10.1
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types-playsound==1.3
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types-pluggy==1.2.0
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types-polib==1.2
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types-portpicker==1.6
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types-protobuf==4.24
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types-psutil==5.9
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types-psycopg2==2.9
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types-pyasn1==0.5
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types-pyaudio==0.2
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types-PyAutoGUI==0.9
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types-pycocotools==2.0
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types-pycurl==7.45.2
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types-pyfarmhash==0.3
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types-pyflakes==3.1
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types-Pygments==2.16
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types-pyinstaller==6.1
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types-pyjks==20.0
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types-PyMySQL==1.1
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types-pynput==1.7
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types-pyOpenSSL==23.3
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types-pyRFC3339==1.1
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types-PyScreeze==0.1.29
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types-pyserial==3.5
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types-pysftp==0.2
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types-pytest-lazy-fixture==0.6
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types-python-crontab==3.0
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types-python-datemath==1.5
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types-python-dateutil==2.8
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types-python-gflags==3.1
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types-python-jose==3.3
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types-python-nmap==0.7
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types-python-slugify==8.0
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types-python-xlib==0.33
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types-pytz==2023.3.post1
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types-pywin32==306
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types-pyxdg==0.28
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types-PyYAML==6.0
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types-qrcode==7.4
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types-redis==4.6.0
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types-regex==2023.10.3
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types-requests==2.31
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types-requests-oauthlib==1.3
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types-retry==0.9
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types-s2clientprotocol==5
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types-seaborn==0.13
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types-Send2Trash==1.8
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types-setuptools==68.2
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types-simplejson==3.19
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types-singledispatch==4.1
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types-six==1.16
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types-slumber==0.7
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types-stdlib-list==0.8
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types-stripe==3.5
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types-tabulate==0.9
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types-tensorflow==2.12
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types-toml==0.10
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types-toposort==1.10
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types-tqdm==4.66
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types-translationstring==1.4
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types-tree-sitter==0.20.1
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||||
types-tree-sitter-languages==1.8
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||||
types-ttkthemes==3.2
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||||
types-tzlocal==5.1
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types-ujson==5.8
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||||
types-untangle==1.2
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||||
types-usersettings==1.1
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||||
types-uWSGI==2.0
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||||
types-vobject==0.9
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||||
types-waitress==2.1
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||||
types-WebOb==1.8
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||||
types-whatthepatch==1.0
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types-workalendar==17.0
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types-WTForms==3.1
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types-xmltodict==0.13
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types-zstd==1.5
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types-zxcvbn==4.4
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typing_extensions==4.10.0
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ufoLib2==0.16.0
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ufw==0.36.2
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unattended-upgrades==0.1
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unicodedata2==15.1.0
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urllib3==2.0.7
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vboxapi==1.0
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wadllib==1.3.6
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wcwidth==0.2.5
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webencodings==0.5.1
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wheel==0.42.0
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xdg==5
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xkit==0.0.0
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xmltodict==0.13.0
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yarl==1.8.2
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||||
zipp==1.0.0
|
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