diff --git a/README.md b/README.md index 53c44fd..bec2b99 100644 --- a/README.md +++ b/README.md @@ -36,6 +36,80 @@ A collection of resources for pandas (Python) and related subjects. +| Title | Speaker | Uploader | Time | Views | Keyword | Year | Level | +| ----- | ------- | -------- | -------- | ----- | -------- | ---- | ----- | +| [Introduction Into Pandas](https://www.youtube.com/watch?v=-NR-ynQg0YM) | Daniel Chen | Python Tutorial | 1:28 | 46000 | pandas | 2017 | :snake: | +| [Introduction To Data Analytics With Pandas](https://www.youtube.com/watch?v=5XGycFIe8qE) | Quentin Caudron | Python Tutorial | 1:51 | 25000 | pandas | 2017 | :snake: | +| [Pandas From The Ground Up](https://www.youtube.com/watch?v=5JnMutdy6Fw) [[repo](https://github.com/brandon-rhodes/pycon-pandas-tutorial)] | Brandon Rhodes | PyCon 2015 | 2:24 | 91000 | pandas | 2015 +| [Pandas for Data Analysis](https://www.youtube.com/watch?v=oGzU688xCUs) [[repo](https://github.com/chendaniely/scipy-2017-tutorial-pandas)] | Daniel Chen | Enthought | 3:45 | 13000 | pandas | 2017 | :snake::snake: | +| [Optimizing Pandas Code for Speed and Efficiency](https://www.youtube.com/watch?v=HN5d490_KKk) | Sofia Heisler | PyCon 2017 | 0:29 | 12000 | pandas | 2017 | :snake: :snake: | +| [A Visual Guide To Pandas](https://www.youtube.com/watch?v=9d5-Ti6onew) | Jason Wirth | Next Day Video | 0:26 | 49000 | pandas | 2015 | :snake: | +| [Analyzing and Manipulating Data with Pandas](https://www.youtube.com/watch?v=6ohWS7J1hVA) [[repo](https://github.com/jonathanrocher/pandas_tutorial)] | Jonathan Rocher | Enthought | 3:33 | 22000 | pandas | 2016 | :snake: | +| [Time Series Analysis](https://www.youtube.com/watch?v=zmfe2RaX-14) [[repo](https://github.com/ikding/pycon_time_series)] | Aileen Nielsen | PyCon 2017 | 3:11 | 9000 | pandas | 2017 | :snake: :snake: | +| [Pandas from the Inside](https://www.youtube.com/watch?v=CowlcrtSyME) | Stephen Simmons | PyData | 1:20 | 9000 | pandas | 2016 | :snake: :snake: :snake: | +| [Predicting sports winners with pandas and scikit-learn](https://www.youtube.com/watch?v=k7hSD_-gWMw) | Robert Layton | PyCon Australia | 0:38 | 13000 | pandas | 2015 | Novice | +| [Pandas from the Inside](https://www.youtube.com/watch?v=YGk09nK_xnM) | Stephen Simmons | PyData | 1:17 | 3000 | pandas | 2017 | Novice | + + +* (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 + +### + + + + +-------------------------------------------------------------------------------- + +Every video is below. + | Title | Speaker | Uploader | Time | Views | Keyword | Year | Level | | ----- | ------- | -------- | -------- | ----- | -------- | ---- | ----- | | [How to become a Data Scientist in 6 months](https://www.youtube.com/watch?v=rIofV14c0tc) | Tetiana Ivanova | PyData | 0:56 | 148000 | misc | 2016 | :snake: | @@ -98,56 +172,3 @@ A collection of resources for pandas (Python) and related subjects. | [Jupyter Advanced Topics Tutorial](https://www.youtube.com/watch?v=38R7jiCspkw) [[repo](https://github.com/jupyter/scipy-advanced-tutorial)] | Jonathan Frederic & Matthias Bussonier | Enthought | 2:48 | 4000 | jupyter | 2015 | Novice | | [Using randomness to make code much faster](https://www.youtube.com/watch?v=7i6kBz1kZ-A) | Rachel Thomas | SF Python | 0:54 | 1000 | scipy | 2017 | Novice | | [Python Profiling & Performance](https://www.youtube.com/watch?v=Dgnp28Ijm_M) | Mahmoud Hashemi | SF Python | 0:28 | 1000 | python | 2016 | Novice | - - -* (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 - -###