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

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## pandas resources

### Videos

| Title | Speaker | Duration | Views | Keywords | Year |
| ----- | ------- | -------- | ----- | -------- | ---- |
| Tetiana Ivanova - How to become a Data Scientist in 6 months a hacker’s approach to career planning - YouTube | NAME | DURATION | 148303 | None | 2016 |
| Introduction Into Pandas: Python Tutorial - YouTube | NAME | DURATION | 46102 | None | 2017 |
| James Powell - So you want to be a Python expert? - YouTube | NAME | DURATION | 28251 | None | 2017 |
| Introduction To Data Analytics With Pandas - YouTube | NAME | DURATION | 25365 | None | 2017 |
| Jake VanderPlas   The Python Visualization Landscape   PyCon 2017 - YouTube | NAME | DURATION | 20900 | None | 2017 |
| NumPy Beginner   SciPy 2016 Tutorial   Alexandre Chabot LeClerc - YouTube | NAME | DURATION | 55887 | None | 2016 |
| Machine Learning Part 1   SciPy 2016 Tutorial   Andreas Mueller & Sebastian Raschka - YouTube | NAME | DURATION | 47254 | None | 2016 |
| Transforming Code into Beautiful, Idiomatic Python - YouTube | NAME | DURATION | 340221 | None | 2013 |
| Modern Dictionaries by Raymond Hettinger - YouTube | NAME | DURATION | 44225 | None | 2016 |
| Brandon Rhodes - Pandas From The Ground Up - PyCon 2015 - YouTube | NAME | DURATION | 90778 | None | 2015 |
| Raymond Hettinger, Keynote on Concurrency, PyBay 2017 - YouTube | NAME | DURATION | 14601 | None | 2017 |
| Pandas for Data Analysis   SciPy 2017 Tutorial   Daniel Chen - YouTube | NAME | DURATION | 13319 | None | 2017 |
| Sofia Heisler   No More Sad Pandas Optimizing Pandas Code for Speed and Efficiency   PyCon 2017 - YouTube | NAME | DURATION | 12155 | None | 2017 |
| The Fun of Reinvention (Screencast) - YouTube | NAME | DURATION | 10785 | None | 2017 |
| JupyterLab: Building Blocks for Interactive Computing   SciPy 2016   Brian Granger - YouTube | NAME | DURATION | 27539 | None | 2016 |
| Computational Statistics   SciPy 2017 Tutorial   Allen Downey - YouTube | NAME | DURATION | 9846 | None | 2017 |
| Aileen Nielsen - Time Series Analysis - PyCon 2017 - YouTube | NAME | DURATION | 8850 | None | 2017 |
| Machine Learning for Time Series Data in Python   SciPy 2016   Brett Naul - YouTube | NAME | DURATION | 23902 | None | 2016 |
| A Visual Guide To Pandas - YouTube | NAME | DURATION | 48544 | None | 2015 |
| Machine Learning with Scikit Learn   SciPy 2015 Tutorial   Andreas Mueller & Kyle Kastner Part I - YouTube | NAME | DURATION | 48164 | None | 2015 |
| Analyzing and Manipulating Data with Pandas Beginner   SciPy 2016 Tutorial   Jonathan Rocher - YouTube | NAME | DURATION | 22300 | None | 2016 |
| Machine Learning with scikit learn Part One   SciPy 2017 Tutorial   Andreas Mueller & Alexandre Gram - YouTube | NAME | DURATION | 7689 | None | 2017 |
| Introduction to Numerical Computing with NumPy   SciPy 2017 Tutorial   Dillon Niederhut - YouTube | NAME | DURATION | 7542 | None | 2017 |
| Matthew Rocklin   Dask A Pythonic Distributed Data Science Framework   PyCon 2017 - YouTube | NAME | DURATION | 7397 | None | 2017 |
| Raymond Hettinger, "Being a Core Developer in Python", PyBay2016 - YouTube | NAME | DURATION | 19010 | None | 2016 |
| Super Advanced Python - YouTube | NAME | DURATION | 142720 | None | 2013 |
| Christopher Fonnesbeck - Introduction to Statistical Modeling with Python - PyCon 2017 - YouTube | NAME | DURATION | 6885 | None | 2017 |
| Fully Convolutional Networks for Image Segmentation   SciPy 2017   Daniil Pakhomov - YouTube | NAME | DURATION | 6774 | None | 2017 |
| Chloe Mawer, Jonathan Whitmore - Exploratory data analysis in python - PyCon 2017 - YouTube | NAME | DURATION | 6779 | None | 2017 |
| Learning TensorFlow - YouTube | NAME | DURATION | 17685 | None | 2016 |
| JupyterHub: Deploying Jupyter Notebooks for students and researchers - YouTube | NAME | DURATION | 17091 | None | 2016 |
| Jeffrey Yau   Applied Time Series Econometrics in Python and R - YouTube | NAME | DURATION | 16843 | None | 2016 |
| Christopher Roach   Visualizing Geographic Data With Python - YouTube | NAME | DURATION | 13912 | None | 2016 |
| The Other Async (Threads + Async = ❤️) - YouTube | NAME | DURATION | 5029 | None | 2017 |
| Numba - Tell Those C++ Bullies to Get Lost   SciPy 2017 Tutorial   Gil Forsyth & Lorena Barba - YouTube | NAME | DURATION | 4702 | None | 2017 |
| Deploying Interactive Jupyter Dashboards for Visualizing Hundreds of Millions of Datapoints, in 30 L - YouTube | NAME | DURATION | 4684 | None | 2017 |
| Builtin Superheroes (Screencast) - YouTube | NAME | DURATION | 12263 | None | 2016 |
| Sebastian Raschka   Learning scikit learn - An Introduction to Machine Learning in Python - YouTube | NAME | DURATION | 11857 | None | 2016 |
| Anatomy of Matplotlib   SciPy 2017 Tutorial   Ben Root - YouTube | NAME | DURATION | 4307 | None | 2017 |
| Alex Rubinsteyn: Python Libraries for Deep Learning with Sequences - YouTube | NAME | DURATION | 22558 | None | 2015 |
| Python's Class Development Toolkit - YouTube | NAME | DURATION | 79744 | None | 2013 |
| Daniel Chen   Introduction to Pandas - YouTube | NAME | DURATION | 9925 | None | 2016 |
| Divya Sardana   Building Recommender Systems Using Python - YouTube | NAME | DURATION | 9803 | None | 2016 |
| Stephen Simmons   Pandas from the Inside - YouTube | NAME | DURATION | 9334 | None | 2016 |
| Curious Course on Coroutines and Concurrency - YouTube | NAME | DURATION | 9215 | None | 2016 |
| Data Science is Software   SciPy 2016 Tutorial   Peter Bull & Isaac Slavitt - YouTube | NAME | DURATION | 8960 | None | 2016 |
| Joel Grus: Learning Data Science Using Functional Python - YouTube | NAME | DURATION | 18160 | None | 2015 |
| Anatomy of matplotlib   SciPy 2015 Tutorial   Benjamin Root and Joe Kington - YouTube | NAME | DURATION | 17845 | None | 2015 |
| Using Jupyter notebooks to develop and share interactive data displays - YouTube | NAME | DURATION | 8108 | None | 2016 |
| Jake VanderPlas: Machine Learning with Scikit Learn - YouTube | NAME | DURATION | 15813 | None | 2015 |
| Stephen Simmons - Pandas from the Inside / "Big Pandas" - YouTube | NAME | DURATION | 2732 | None | 2017 |
| Sarah Guido   The Wild West of Data Wrangling   PyCon 2017 - YouTube | NAME | DURATION | 2546 | None | 2017 |
| Parallel Python: Analyzing Large Datasets Intermediate   SciPy 2016 Tutorial   Matthew Rocklin & Mi - YouTube | NAME | DURATION | 6810 | None | 2016 |
| Keynote: Project Jupyter   SciPy 2016   Brian Granger - YouTube | NAME | DURATION | 6563 | None | 2016 |
| matplotlib (Python Plotting Library) Beginner   SciPy 2016 Tutorial   Nicolas Rougier - YouTube | NAME | DURATION | 6387 | None | 2016 |
| Predicting sports winners using data analytics with pandas and scikit-learn by Robert Layton - YouTube | NAME | DURATION | 12866 | None | 2015 |
| Functional Programming with Python - YouTube | NAME | DURATION | 43665 | None | 2013 |
| Fear and Awaiting in Async (Screencast) - YouTube | NAME | DURATION | 5474 | None | 2016 |
| Awesome Big Data Algorithms - YouTube | NAME | DURATION | 41302 | None | 2013 |
| Brian Granger: All About Jupyter - YouTube | NAME | DURATION | 10513 | None | 2015 |
| Anusua Trivedi: An example of Predictive Analytics: Building a Recommendation Engine using Python - YouTube | NAME | DURATION | 10505 | None | 2015 |
| Iterations of Evolution:  The Unauthorized Biography of the For-Loop - YouTube | NAME | DURATION | 1811 | None | 2017 |
| Adventures in scikit-learn's Random Forest by Gregory Saunders - YouTube | NAME | DURATION | 9478 | None | 2015 |
| Doing Math with Python - YouTube | NAME | DURATION | 4524 | None | 2016 |
| Alex Martelli, ""Good Enough" IS Good Enough!", PyBay2016 - YouTube | NAME | DURATION | 3746 | None | 2016 |
| Renee Chu - Python for Social Scientists: Cleaning and Prepping Data - PyCon 2016 - YouTube | NAME | DURATION | 2647 | None | 2016 |
| Alex Martelli, ""The Tower of Abstraction", PyBay2016 - YouTube | NAME | DURATION | 2543 | None | 2016 |
| PyMC: Markov Chain Monte Carlo in Python   SciPy 2014   Chris Fonnesbeck - YouTube | NAME | DURATION | 9455 | None | 2014 |
| Jupyter Advanced Topics Tutorial   SciPy 2015 Tutorial   Jonathan Frederic, Matthias Bussonier & Tho - YouTube | NAME | DURATION | 3990 | None | 2015 |
| Rachel Thomas, "Using randomness to make code much faster", PyBay2017 - YouTube | NAME | DURATION | 645 | None | 2017 |
| Mahmoud Hashemi, Python Profiling & Performance: elementary to enterprise, PyBay2016 - YouTube | NAME | DURATION | 825 | None | 2016 |
| Dillon Niederhut, "What to do when your data is large, but not big", PyBay2016 - YouTube | NAME | DURATION | 484 | None | 2016 |
| Cynthia Lin, "Opening Up to Open Source", PyBay2017 - YouTube | NAME | DURATION | 96 | None | 2017 |

* (Brandon Rhodes - Pandas From The Ground Up - PyCon 2015) https://www.youtube.com/watch?v=5JnMutdy6Fw
* (A Visual Guide To Pandas) https://www.youtube.com/watch?v=9d5-Ti6onew
* (Stephen Simmons | Pandas from the Inside) https://www.youtube.com/watch?v=CowlcrtSyME
* (Stephen Simmons - Pandas from the Inside / "Big Pandas") https://www.youtube.com/watch?v=YGk09nK_xnM
* (Pandas for Data Analysis | SciPy 2017 Tutorial | Daniel Chen) https://www.youtube.com/watch?v=oGzU688xCUs
* (Introduction To Data Analytics With Pandas) https://www.youtube.com/watch?v=5XGycFIe8qE
* (Introduction Into Pandas: Python Tutorial) https://www.youtube.com/watch?v=-NR-ynQg0YM

### Cheat-sheets

* https://github.com/pandas-dev/pandas/blob/master/doc/cheatsheet/Pandas_Cheat_Sheet.pdf
* https://s3.amazonaws.com/quandl-static-content/Documents/Quandl+-+Pandas,+SciPy,+NumPy+Cheat+Sheet.pdf
* http://www.webpages.uidaho.edu/~stevel/504/Pandas%20DataFrame%20Notes.pdf
* https://assets.datacamp.com/blog_assets/PandasPythonForDataScience.pdf
* https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Pandas_Cheat_Sheet_2.pdf

### Tutorials
* https://github.com/jorisvandenbossche/pandas-tutorial
* https://github.com/guipsamora/pandas_exercises
* https://github.com/brandon-rhodes/pycon-pandas-tutorial
* https://github.com/jadianes/winerama-recommender-tutorial
* https://github.com/jonathanrocher/pandas_tutorial
* https://github.com/chendaniely/scipy-2017-tutorial-pandas
* https://github.com/tdpetrou/Learn-Pandas
* https://github.com/adeshpande3/Pandas-Tutorial
* https://github.com/GaelVaroquaux/sklearn_pandas_tutorial
* https://github.com/vi3k6i5/pandas_basics
* https://github.com/california-civic-data-coalition/first-python-notebook

### Books

## Data analysis with Python resources

### Videos
* (Introduction to NumPy | SciPy 2015 Tutorial | Eric Jones) https://www.youtube.com/watch?v=1zmV8lZsHF4

### Cheat-sheets
* http://datasciencefree.com/numpy.pdf
* https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf

### Tutorials

### Books

## Data analysis resources

### Books

### Papers

###