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18 changes: 12 additions & 6 deletions README.md
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Expand Up @@ -75,6 +75,8 @@ A curated list of Python libraries used for data science.
- [nilearn](https://github.com/nilearn/nilearn) - NeuroImaging.
- [patsy](https://github.com/pydata/patsy) - Describing statistical models using symbolic formulas.
- [numexpr](https://github.com/pydata/numexpr) - Fast numerical array expression evaluator.
- [bottleneck](https://github.com/pydata/bottleneck) - Fast NaN-aware NumPy array functions.

- [dask](https://github.com/dask/dask) - Parallel computing with task scheduling.
- [or-tools](https://github.com/google/or-tools) - Google's Operations Research tools. Classical CS algorithms.
- [cvxpy](https://github.com/cvxgrp/cvxpy) - Python-embedded modeling language for convex optimization problems.
Expand Down Expand Up @@ -394,10 +396,6 @@ A curated list of Python libraries used for data science.
- [tabulate](https://bitbucket.org/astanin/python-tabulate) - Pretty-print tabular data in Python, a library and a command-line utility.
- [crayon](https://github.com/torrvision/crayon) - A language-agnostic interface to TensorBoard.
- [faiss](https://github.com/facebookresearch/faiss) - A library for efficient similarity search and clustering of dense vectors.
- [neurtu](https://github.com/symerio/neurtu) - A Python package for parametric benchmarks.
- [py-spy](https://github.com/benfred/py-spy) - Sampling profiler for Python programs.
- [filprofiler](https://github.com/pythonspeed/filprofiler) -
Fil a memory profiler designed for data processing applications.
- [pyprojroot](https://github.com/chendaniely/pyprojroot) - Finding project directories in Python.

## Deployment
Expand All @@ -420,11 +418,19 @@ Fil a memory profiler designed for data processing applications.
- [sacred](http://sacred.readthedocs.io/en/latest/) - Reproduce computational experiments.
- [python-flamegraph](https://github.com/evanhempel/python-flamegraph) - Statistical profiler which outputs in format suitable for FlameGraph.
- [magic-wormhole](https://github.com/warner/magic-wormhole) - get things from one computer to another, safely.
- [memory_profiler](https://pypi.python.org/pypi/memory_profiler) - monitoring memory usage of a python program.
- [line_profiler](https://github.com/rkern/line_profiler) - Line-by-line profiling.
- [parse](https://github.com/r1chardj0n3s/parse) - Parse strings using a specification based on the Python format() syntax.
- [CleverCSV](https://github.com/alan-turing-institute/CleverCSV) - CleverCSV is a Python package for handling messy CSV files


## Profilers
- [memory_profiler](https://pypi.python.org/pypi/memory_profiler) - monitoring memory usage of a python program.
- [line_profiler](https://github.com/rkern/line_profiler) - Line-by-line profiling.
- [py-spy](https://github.com/benfred/py-spy) - Sampling profiler for Python programs.
- [filprofiler](https://github.com/pythonspeed/filprofiler) -
Fil a memory profiler designed for data processing applications.
- [snakeviz](https://github.com/jiffyclub/snakeviz) - SnakeViz is a viewer for Python profiling data that runs as a web application in your browser.
- [neurtu](https://github.com/symerio/neurtu) - A Python package for parametric benchmarks.

## Data Gathering

- [gain](https://github.com/gaojiuli/gain) - Web crawling framework based on asyncio.
Expand Down