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authored andcommittedJan 23, 2025
Update best-of list for version 2025.01.23
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‎README.md

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‎history/2025-01-23_changes.md

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## 📈 Trending Up
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_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._
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- <b><a href="https://github.com/nltk/nltk">nltk</a></b> (🥇43 · ⭐ 14K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/sktime/sktime">sktime</a></b> (🥇40 · ⭐ 8.1K · 📈) - A unified framework for machine learning with time series. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/sloria/TextBlob">TextBlob</a></b> (🥇38 · ⭐ 9.2K · 📈) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/pyecharts/pyecharts">pyecharts</a></b> (🥈37 · ⭐ 15K · 📈) - Python Echarts Plotting Library. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/vispy/vispy">VisPy</a></b> (🥈33 · ⭐ 3.4K · 📈) - High-performance interactive 2D/3D data visualization library. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/kernc/backtesting.py">Backtesting.py</a></b> (🥈28 · ⭐ 5.8K · 📈) - Backtest trading strategies in Python. <code><a href="http://bit.ly/3pwmjO5">❗️AGPL-3.0</a></code>
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- <b><a href="https://github.com/PAIR-code/facets">Facets Overview</a></b> (🥉27 · ⭐ 7.4K · 💀) - Visualizations for machine learning datasets. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/andosa/treeinterpreter">TreeInterpreter</a></b> (🥉23 · ⭐ 750 · 💀) - Package for interpreting scikit-learns decision tree.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/tensorflow/fairness-indicators">fairness-indicators</a></b> (🥉21 · ⭐ 340 · 📈) - Tensorflows Fairness Evaluation and Visualization.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/biovault/nptsne">nptsne</a></b> (🥉13 · ⭐ 32 · 💀) - nptsne is a numpy compatible python binary package that offers a.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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## 📉 Trending Down
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_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
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- <b><a href="https://github.com/jax-ml/jax">jax</a></b> (🥇45 · ⭐ 31K · 📉) - Composable transformations of Python+NumPy programs: differentiate,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/explosion/spaCy">spaCy</a></b> (🥇43 · ⭐ 31K · 📉) - Industrial-strength Natural Language Processing (NLP) in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/fastai/fastai">Fastai</a></b> (🥈39 · ⭐ 27K · 📉) - The fastai deep learning library. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/apache/flink">PyFlink</a></b> (🥈39 · ⭐ 24K · 📉) - Apache Flink Python API. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/python-visualization/folium">folium</a></b> (🥇39 · ⭐ 7K · 📉) - Python Data. Leaflet.js Maps. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/voxel51/fiftyone">FiftyOne</a></b> (🥈37 · ⭐ 9.1K · 📉) - Visualize, create, and debug image and video datasets.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/aleju/imgaug">imgaug</a></b> (🥈35 · ⭐ 14K · 💀) - Image augmentation for machine learning experiments. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/pyproj4/pyproj">pyproj</a></b> (🥈35 · ⭐ 1.1K · 📉) - Python interface to PROJ (cartographic projections and coordinate.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/cupy/cupy">CuPy</a></b> (🥈27 · ⭐ 9.5K · 📉) - NumPy & SciPy for GPU. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/JustGlowing/minisom">minisom</a></b> (🥉25 · ⭐ 1.5K · 📉) - MiniSom is a minimalistic implementation of the Self.. <code><a href="https://tldrlegal.com/search?q=CC-BY-3.0">❗️CC-BY-3.0</a></code>
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‎history/2025-01-23_projects.csv

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‎latest-changes.md

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_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._
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- <b><a href="https://github.com/networkx/networkx">networkx</a></b> (🥇45 · ⭐ 15K · 📈) - Network Analysis in Python. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code>
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- <b><a href="https://github.com/explosion/spaCy">spaCy</a></b> (🥇44 · ⭐ 31K · 📈) - Industrial-strength Natural Language Processing (NLP) in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/BerriAI/litellm">litellm</a></b> (🥇44 · ⭐ 16K · 📈) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code>o</code> <code>t</code> <code>h</code> <code>e</code> <code>r</code> <code>s</code>
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- <b><a href="https://github.com/ranaroussi/yfinance">yfinance</a></b> (🥇42 · ⭐ 15K · 📈) - Download market data from Yahoo! Finances API. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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- <b><a href="https://github.com/Zulko/moviepy">MoviePy</a></b> (🥇42 · ⭐ 13K · 📈) - Video editing with Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/pyg-team/pytorch_geometric">PyTorch Geometric</a></b> (🥇40 · ⭐ 22K · 📈) - Graph Neural Network Library for PyTorch. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/RasaHQ/rasa">Rasa</a></b> (🥇39 · ⭐ 19K · 📈) - Open source machine learning framework to automate text- and.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/voxel51/fiftyone">FiftyOne</a></b> (🥈38 · ⭐ 9.1K · 📈) - Visualize, create, and debug image and video datasets.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/facebookresearch/fairseq">fairseq</a></b> (🥇37 · ⭐ 31K · 📈) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/marceloprates/prettymaps">prettymaps</a></b> (🥉25 · ⭐ 11K · 📈) - A small set of Python functions to draw pretty maps from.. <code><a href="http://bit.ly/3pwmjO5">❗️AGPL-3.0</a></code>
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- <b><a href="https://github.com/nltk/nltk">nltk</a></b> (🥇43 · ⭐ 14K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
6+
- <b><a href="https://github.com/sktime/sktime">sktime</a></b> (🥇40 · ⭐ 8.1K · 📈) - A unified framework for machine learning with time series. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/sloria/TextBlob">TextBlob</a></b> (🥇38 · ⭐ 9.2K · 📈) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/pyecharts/pyecharts">pyecharts</a></b> (🥈37 · ⭐ 15K · 📈) - Python Echarts Plotting Library. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/vispy/vispy">VisPy</a></b> (🥈33 · ⭐ 3.4K · 📈) - High-performance interactive 2D/3D data visualization library. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
10+
- <b><a href="https://github.com/kernc/backtesting.py">Backtesting.py</a></b> (🥈28 · ⭐ 5.8K · 📈) - Backtest trading strategies in Python. <code><a href="http://bit.ly/3pwmjO5">❗️AGPL-3.0</a></code>
11+
- <b><a href="https://github.com/PAIR-code/facets">Facets Overview</a></b> (🥉27 · ⭐ 7.4K · 💀) - Visualizations for machine learning datasets. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
12+
- <b><a href="https://github.com/andosa/treeinterpreter">TreeInterpreter</a></b> (🥉23 · ⭐ 750 · 💀) - Package for interpreting scikit-learns decision tree.. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1F" style="display:inline;" width="13" height="13"></code>
13+
- <b><a href="https://github.com/tensorflow/fairness-indicators">fairness-indicators</a></b> (🥉21 · ⭐ 340 · 📈) - Tensorflows Fairness Evaluation and Visualization.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/biovault/nptsne">nptsne</a></b> (🥉13 · ⭐ 32 · 💀) - nptsne is a numpy compatible python binary package that offers a.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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## 📉 Trending Down
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_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
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- <b><a href="https://github.com/microsoft/LightGBM">LightGBM</a></b> (🥈41 · ⭐ 17K · 📉) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/pyvista/pyvista">PyVista</a></b> (🥈37 · ⭐ 2.9K · 📉) - 3D plotting and mesh analysis through a streamlined interface.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/holoviz/holoviews">HoloViews</a></b> (🥈36 · ⭐ 2.7K · 📉) - With Holoviews, your data visualizes itself. <code><a href="http://bit.ly/3aKzpTv">BSD-3</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/has2k1/plotnine">plotnine</a></b> (🥈35 · ⭐ 4.1K · 📉) - A Grammar of Graphics for Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
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- <b><a href="https://github.com/PaddlePaddle/PaddleSeg">PaddleSeg</a></b> (🥈33 · ⭐ 8.8K · 📉) - Easy-to-use image segmentation library with awesome pre-.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1M" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/pyecharts/pyecharts">pyecharts</a></b> (🥈32 · ⭐ 15K · 📉) - Python Echarts Plotting Library. <code><a href="http://bit.ly/34MBwT8">MIT</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/keras-team/autokeras">AutoKeras</a></b> (🥈31 · ⭐ 9.2K · 📉) - AutoML library for deep learning. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/google/ml-metadata">ml-metadata</a></b> (🥉25 · ⭐ 630 · 📉) - For recording and retrieving metadata associated with ML.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
28-
- <b><a href="https://github.com/PAIR-code/facets">Facets Overview</a></b> (🥉23 · ⭐ 7.4K · 💀) - Visualizations for machine learning datasets. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/biovault/nptsne">nptsne</a></b> (🥉11 · ⭐ 32 · 💀) - nptsne is a numpy compatible python binary package that offers a.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
20+
- <b><a href="https://github.com/jax-ml/jax">jax</a></b> (🥇45 · ⭐ 31K · 📉) - Composable transformations of Python+NumPy programs: differentiate,.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
21+
- <b><a href="https://github.com/explosion/spaCy">spaCy</a></b> (🥇43 · ⭐ 31K · 📉) - Industrial-strength Natural Language Processing (NLP) in Python. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
22+
- <b><a href="https://github.com/fastai/fastai">Fastai</a></b> (🥈39 · ⭐ 27K · 📉) - The fastai deep learning library. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/apache/flink">PyFlink</a></b> (🥈39 · ⭐ 24K · 📉) - Apache Flink Python API. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
24+
- <b><a href="https://github.com/python-visualization/folium">folium</a></b> (🥇39 · ⭐ 7K · 📉) - Python Data. Leaflet.js Maps. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
25+
- <b><a href="https://github.com/voxel51/fiftyone">FiftyOne</a></b> (🥈37 · ⭐ 9.1K · 📉) - Visualize, create, and debug image and video datasets.. <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code> <code><img src="https://git.io/JLy1A" style="display:inline;" width="13" height="13"></code> <code><img src="https://git.io/JLy1Q" style="display:inline;" width="13" height="13"></code> <code><img src="https://git.io/JLy1E" style="display:inline;" width="13" height="13"></code>
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- <b><a href="https://github.com/aleju/imgaug">imgaug</a></b> (🥈35 · ⭐ 14K · 💀) - Image augmentation for machine learning experiments. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
27+
- <b><a href="https://github.com/pyproj4/pyproj">pyproj</a></b> (🥈35 · ⭐ 1.1K · 📉) - Python interface to PROJ (cartographic projections and coordinate.. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
28+
- <b><a href="https://github.com/cupy/cupy">CuPy</a></b> (🥈27 · ⭐ 9.5K · 📉) - NumPy & SciPy for GPU. <code><a href="http://bit.ly/34MBwT8">MIT</a></code>
29+
- <b><a href="https://github.com/JustGlowing/minisom">minisom</a></b> (🥉25 · ⭐ 1.5K · 📉) - MiniSom is a minimalistic implementation of the Self.. <code><a href="https://tldrlegal.com/search?q=CC-BY-3.0">❗️CC-BY-3.0</a></code>
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