awesome-pandas/README.md

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awesome-pandas

A collection of resources for pandas (Python) and related subjects.


pandas resources

Videos

snake: - Little programming 🐍 🐍 Some programming 🐍 🐍 🐍 -Advanced
Title Speaker Uploader Duration Views Keywords Year Level
How to become a Data Scientist in 6 months Tetiana Ivanova PyData 0:56 148000 misc 2016 🐍
Introduction Into Pandas Daniel Chen Python Tutorial 1:28 46000 pandas 2017 🐍
So you want to be a Python expert? James Powell PyData 1:54 28000 python 2017 🐍🐍🐍
NumPy Beginner [repo] Alexandre Chabot LeClerc Enthought 2:47 56000 NumPy 2016 🐍 🐍
Introduction To Data Analytics With Pandas - YouTube NAME Python Tutorial DURATION 25000 None 2017 Novice
Transforming Code into Beautiful, Idiomatic Python - YouTube NAME Next Day Video DURATION 340000 None 2013 Novice
Machine Learning Part 1 SciPy 2016 Tutorial Andreas Mueller & Sebastian Raschka - YouTube NAME Enthought DURATION 47000 None 2016 Novice
Brandon Rhodes - Pandas From The Ground Up - PyCon 2015 - YouTube NAME PyCon 2015 DURATION 91000 None 2015 Novice
Modern Dictionaries by Raymond Hettinger - YouTube NAME SF Python DURATION 44000 None 2016 Novice
Jake VanderPlas The Python Visualization Landscape PyCon 2017 - YouTube NAME PyCon 2017 DURATION 21000 None 2017 Novice
Raymond Hettinger, Keynote on Concurrency, PyBay 2017 - YouTube NAME SF Python DURATION 15000 None 2017 Novice
Pandas for Data Analysis SciPy 2017 Tutorial Daniel Chen - YouTube NAME Enthought DURATION 13000 None 2017 Novice
JupyterLab: Building Blocks for Interactive Computing SciPy 2016 Brian Granger - YouTube NAME Enthought DURATION 28000 None 2016 Novice
Sofia Heisler No More Sad Pandas Optimizing Pandas Code for Speed and Efficiency PyCon 2017 - YouTube NAME PyCon 2017 DURATION 12000 None 2017 Novice
A Visual Guide To Pandas - YouTube NAME Next Day Video DURATION 49000 None 2015 Novice
Machine Learning with Scikit Learn SciPy 2015 Tutorial Andreas Mueller & Kyle Kastner Part I - YouTube NAME Enthought DURATION 48000 None 2015 Novice
Machine Learning for Time Series Data in Python SciPy 2016 Brett Naul - YouTube NAME Enthought DURATION 24000 None 2016 Novice
The Fun of Reinvention (Screencast) - YouTube NAME David Beazley DURATION 11000 None 2017 Novice
Analyzing and Manipulating Data with Pandas Beginner SciPy 2016 Tutorial Jonathan Rocher - YouTube NAME Enthought DURATION 22000 None 2016 Novice
Super Advanced Python - YouTube NAME Next Day Video DURATION 143000 None 2013 Novice
Computational Statistics SciPy 2017 Tutorial Allen Downey - YouTube NAME Enthought DURATION 10000 None 2017 Novice
Raymond Hettinger, “Being a Core Developer in Python”, PyBay2016 - YouTube NAME SF Python DURATION 19000 None 2016 Novice
Aileen Nielsen - Time Series Analysis - PyCon 2017 - YouTube NAME PyCon 2017 DURATION 9000 None 2017 Novice
Learning TensorFlow - YouTube NAME PyCon Australia DURATION 18000 None 2016 Novice
JupyterHub: Deploying Jupyter Notebooks for students and researchers - YouTube NAME PyData DURATION 17000 None 2016 Novice
Jeffrey Yau Applied Time Series Econometrics in Python and R - YouTube NAME PyData DURATION 17000 None 2016 Novice
Machine Learning with scikit learn Part One SciPy 2017 Tutorial Andreas Mueller & Alexandre Gram - YouTube NAME Enthought DURATION 8000 None 2017 Novice
Introduction to Numerical Computing with NumPy SciPy 2017 Tutorial Dillon Niederhut - YouTube NAME Enthought DURATION 8000 None 2017 Novice
Matthew Rocklin Dask A Pythonic Distributed Data Science Framework PyCon 2017 - YouTube NAME PyCon 2017 DURATION 7000 None 2017 Novice
Christopher Fonnesbeck - Introduction to Statistical Modeling with Python - PyCon 2017 - YouTube NAME PyCon 2017 DURATION 7000 None 2017 Novice
Fully Convolutional Networks for Image Segmentation SciPy 2017 Daniil Pakhomov - YouTube NAME Enthought DURATION 7000 None 2017 Novice
Chloe Mawer, Jonathan Whitmore - Exploratory data analysis in python - PyCon 2017 - YouTube NAME PyCon 2017 DURATION 7000 None 2017 Novice
Christopher Roach Visualizing Geographic Data With Python - YouTube NAME PyData DURATION 14000 None 2016 Novice
Builtin Superheroes (Screencast) - YouTube NAME David Beazley DURATION 12000 None 2016 Novice
Pythons Class Development Toolkit - YouTube NAME Next Day Video DURATION 80000 None 2013 Novice
Sebastian Raschka Learning scikit learn - An Introduction to Machine Learning in Python - YouTube NAME PyData DURATION 12000 None 2016 Novice
Alex Rubinsteyn: Python Libraries for Deep Learning with Sequences - YouTube NAME PyData DURATION 23000 None 2015 Novice
The Other Async (Threads + Async = ❤️) - YouTube NAME David Beazley DURATION 5000 None 2017 Novice
Daniel Chen Introduction to Pandas - YouTube NAME PyData DURATION 10000 None 2016 Novice
Numba - Tell Those C++ Bullies to Get Lost SciPy 2017 Tutorial Gil Forsyth & Lorena Barba - YouTube NAME Enthought DURATION 5000 None 2017 Novice
Deploying Interactive Jupyter Dashboards for Visualizing Hundreds of Millions of Datapoints, in 30 L - YouTube NAME Enthought DURATION 5000 None 2017 Novice
Divya Sardana Building Recommender Systems Using Python - YouTube NAME PyData DURATION 10000 None 2016 Novice
Joel Grus: Learning Data Science Using Functional Python - YouTube NAME PyData DURATION 18000 None 2015 Novice
Stephen Simmons Pandas from the Inside - YouTube NAME PyData DURATION 9000 None 2016 Novice
Curious Course on Coroutines and Concurrency - YouTube NAME David Beazley DURATION 9000 None 2016 Novice
Anatomy of matplotlib SciPy 2015 Tutorial Benjamin Root and Joe Kington - YouTube NAME Enthought DURATION 18000 None 2015 Novice
Anatomy of Matplotlib SciPy 2017 Tutorial Ben Root - YouTube NAME Enthought DURATION 4000 None 2017 Novice
Data Science is Software SciPy 2016 Tutorial Peter Bull & Isaac Slavitt - YouTube NAME Enthought DURATION 9000 None 2016 Novice
Jake VanderPlas: Machine Learning with Scikit Learn - YouTube NAME PyData DURATION 16000 None 2015 Novice
Using Jupyter notebooks to develop and share interactive data displays - YouTube NAME PyCon Australia DURATION 8000 None 2016 Novice
Parallel Python: Analyzing Large Datasets Intermediate SciPy 2016 Tutorial Matthew Rocklin & Mi - YouTube NAME Enthought DURATION 7000 None 2016 Novice
Functional Programming with Python - YouTube NAME Next Day Video DURATION 44000 None 2013 Novice
Predicting sports winners using data analytics with pandas and scikit-learn by Robert Layton - YouTube NAME PyCon Australia DURATION 13000 None 2015 Novice
Keynote: Project Jupyter SciPy 2016 Brian Granger - YouTube NAME Enthought DURATION 7000 None 2016 Novice
matplotlib (Python Plotting Library) Beginner SciPy 2016 Tutorial Nicolas Rougier - YouTube NAME Enthought DURATION 6000 None 2016 Novice
Awesome Big Data Algorithms - YouTube NAME Next Day Video DURATION 41000 None 2013 Novice
Stephen Simmons - Pandas from the Inside / “Big Pandas” - YouTube NAME PyData DURATION 3000 None 2017 Novice
Fear and Awaiting in Async (Screencast) - YouTube NAME David Beazley DURATION 5000 None 2016 Novice
Brian Granger: All About Jupyter - YouTube NAME PyData DURATION 11000 None 2015 Novice
Anusua Trivedi: An example of Predictive Analytics: Building a Recommendation Engine using Python - YouTube NAME PyData DURATION 11000 None 2015 Novice
Sarah Guido The Wild West of Data Wrangling PyCon 2017 - YouTube NAME PyCon 2017 DURATION 3000 None 2017 Novice
Adventures in scikit-learns Random Forest by Gregory Saunders - YouTube NAME PyCon Australia DURATION 9000 None 2015 Novice
Doing Math with Python - YouTube NAME PyCon Australia DURATION 5000 None 2016 Novice
Iterations of Evolution: The Unauthorized Biography of the For-Loop - YouTube NAME David Beazley DURATION 2000 None 2017 Novice
Alex Martelli, "“Good Enough” IS Good Enough!", PyBay2016 - YouTube NAME SF Python DURATION 4000 None 2016 Novice
Renee Chu - Python for Social Scientists: Cleaning and Prepping Data - PyCon 2016 - YouTube NAME PyCon 2016 DURATION 3000 None 2016 Novice
PyMC: Markov Chain Monte Carlo in Python SciPy 2014 Chris Fonnesbeck - YouTube NAME Enthought DURATION 9000 None 2014 Novice
Alex Martelli, "“The Tower of Abstraction”, PyBay2016 - YouTube NAME SF Python DURATION 3000 None 2016 Novice
Jupyter Advanced Topics Tutorial SciPy 2015 Tutorial Jonathan Frederic, Matthias Bussonier & Tho - YouTube NAME Enthought DURATION 4000 None 2015 Novice
Rachel Thomas, “Using randomness to make code much faster”, PyBay2017 - YouTube NAME SF Python DURATION 1000 None 2017 Novice
Mahmoud Hashemi, Python Profiling & Performance: elementary to enterprise, PyBay2016 - YouTube NAME SF Python DURATION 1000 None 2016 Novice
Dillon Niederhut, “What to do when your data is large, but not big”, PyBay2016 - YouTube NAME SF Python DURATION 0 None 2016 Novice
Cynthia Lin, “Opening Up to Open Source”, PyBay2017 - YouTube NAME SF Python DURATION 0 None 2017 Novice

Cheat-sheets

Tutorials

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Data analysis with Python resources

Videos

Cheat-sheets

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Data analysis resources

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