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@ -191,14 +191,14 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for manipulating images.*
* [pillow](http://pillow.readthedocs.org/) - Pillow is the **friendly** PIL fork. PIL is the [Python Imaging Library](http://www.pythonware.com/products/pil/).
* [wand](https://github.com/dahlia/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
* [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, resizing and flipping of images.
* [imgSeek](http://www.imgseek.net/) - A project for searching a collection of images using visual similarity.
* [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
* [pyBarcode](https://pythonhosted.org/pyBarcode/) - Create barcodes in python without needing PIL.
* [pygram](https://github.com/ajkumar25/pygram) - Instagram-like image filters.
* [Quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
* [nude.py](https://github.com/hhatto/nude.py) - Nudity detection.
* [wand](https://github.com/dahlia/wand) - Python bindings for MagickWand, C API for ImageMagick.
* [pyBarcode](https://pythonhosted.org/pyBarcode/) - Create barcodes in python without needing PIL.
* [scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing.
## Audio
@ -220,6 +220,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [moviepy](http://zulko.github.io/moviepy/) - A module for script-based movie editing with many formats, including animated GIFs.
* [shorten.tv](http://www.shorten.tv/) - Video summarization.
* [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
## Geolocation
@ -603,9 +604,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [ipdb](https://pypi.python.org/pypi/ipdb) - IPython-enabled pdb.
* [winpdb](http://winpdb.org/) - A Platform Independent Python Debugger with GUI.
* [pyringe](https://github.com/google/pyringe) - Debugger capable of attaching to and injecting code into Python processes.
* [memory_profiler](https://github.com/fabianp/memory_profiler) - Monitor Memory usage of Python code.
* [django-debug-toolbar](https://github.com/django-debug-toolbar/django-debug-toolbar) - Display various debug information about the current request/response.
* [django-devserver](https://github.com/dcramer/django-devserver) - A drop-in replacement for Django's runserver.
* [memory_profiler](https://github.com/fabianp/memory_profiler) - Monitor Memory usage of Python code.
## Science and Data Analysis
@ -621,8 +622,6 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [PyDy](https://pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion based around NumPy, SciPy, IPython, and matplotlib.
* [SymPy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
* [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
* [scikit-image](http://scikit-image.org/) - A collection of algorithms for image processing.
* [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
## Data Visualization