diff --git a/README.md b/README.md
index 67571e6..3279b57 100644
--- a/README.md
+++ b/README.md
@@ -31,16 +31,15 @@ A collection of resources for pandas (Python) and related subjects.
 | [Machine Learning with Scikit Learn](https://www.youtube.com/watch?v=80fZrVMurPM) [[repo](https://github.com/amueller/scipy_2015_sklearn_tutorial)] | Andreas Mueller & Kyle Kastner | Enthought | 3:22 | 48000 | sklearn | 2015 | :snake: :snake: |
 | [Machine Learning for Time Series Data in Python](https://www.youtube.com/watch?v=ZgHGCfwExw0) | Brett Naul | Enthought | 0:24 | 24000 | cesium | 2016 | :snake: |
 | [The Fun of Reinvention](https://www.youtube.com/watch?v=js_0wjzuMfc) | David Beazley | David Beazley | 0:52 | 11000 | python | 2017 | :snake::snake::snake: |
-| [Analyzing and Manipulating Data with Pandas Beginner   SciPy 2016 Tutorial   Jonathan Rocher - YouTube](https://www.youtube.com/watch?v=6ohWS7J1hVA) | NAME | Enthought | DURATION | 22000 | None | 2016 | Novice |
-| [Super Advanced Python - YouTube](https://www.youtube.com/watch?v=u2KZJzoz-qI) | NAME | Next Day Video | DURATION | 143000 | None | 2013 | Novice |
-| [Computational Statistics   SciPy 2017 Tutorial   Allen Downey - YouTube](https://www.youtube.com/watch?v=He9MCbs1wgE) | NAME | Enthought | DURATION | 10000 | None | 2017 | Novice |
-| [Raymond Hettinger, "Being a Core Developer in Python", PyBay2016 - YouTube](https://www.youtube.com/watch?v=voXVTjwnn-U) | NAME | SF Python | DURATION | 19000 | None | 2016 | Novice |
-| [Aileen Nielsen - Time Series Analysis - PyCon 2017 - YouTube](https://www.youtube.com/watch?v=zmfe2RaX-14) | NAME | PyCon 2017 | DURATION | 9000 | None | 2017 | Novice |
-| [Learning TensorFlow - YouTube](https://www.youtube.com/watch?v=bvHgESVuS6Q) | NAME | PyCon Australia | DURATION | 18000 | None | 2016 | Novice |
-| [JupyterHub: Deploying Jupyter Notebooks for students and researchers - YouTube](https://www.youtube.com/watch?v=gSVvxOchT8Y) | NAME | PyData | DURATION | 17000 | None | 2016 | Novice |
-| [Jeffrey Yau   Applied Time Series Econometrics in Python and R - YouTube](https://www.youtube.com/watch?v=tJ-O3hk1vRw) | NAME | PyData | DURATION | 17000 | None | 2016 | Novice |
-| [Machine Learning with scikit learn Part One   SciPy 2017 Tutorial   Andreas Mueller & Alexandre Gram - YouTube](https://www.youtube.com/watch?v=2kT6QOVSgSg) | NAME | Enthought | DURATION | 8000 | None | 2017 | Novice |
-| [Introduction to Numerical Computing with NumPy   SciPy 2017 Tutorial   Dillon Niederhut - YouTube](https://www.youtube.com/watch?v=lKcwuPnSHIQ) | NAME | Enthought | DURATION | 8000 | None | 2017 | Novice |
+| [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: |
+| [Computational Statistics](https://www.youtube.com/watch?v=He9MCbs1wgE) [[repo](https://github.com/AllenDowney/CompStats)] | Allen Downey | Enthought | 2:05 | 10000 | scipy | 2017 | :snake: :snake: |
+| [Being a Core Developer in Python](https://www.youtube.com/watch?v=voXVTjwnn-U) | Raymond Hettinger | SF Python | 1:02 | 19000 | python | 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: |
+| [Learning TensorFlow](https://www.youtube.com/watch?v=bvHgESVuS6Q) | Robert Layton | PyCon Australia | 0:40 | 18000 | tensorflow | 2016 | :snake: :snake: |
+| [JupyterHub: Deploying Jupyter Notebooks](https://www.youtube.com/watch?v=gSVvxOchT8Y) | Min Ragan Kelley & Thomas Kluyver | PyData | 1:36 | 17000 | jupyter | 2016 | :snake: |
+| [Applied Time Series Econometrics](https://www.youtube.com/watch?v=tJ-O3hk1vRw) | Jeffrey Yau | PyData | 1:39 | 17000 | statsmodels | 2016 | :snake: :snake: |
+| [Machine Learning with scikit learn](https://www.youtube.com/watch?v=2kT6QOVSgSg) [[repo](https://github.com/amueller/scipy-2017-sklearn)] | Andreas Mueller & Alexandre Gram | Enthought | 3:10 | 8000 | sklearn | 2017 | :snake: :snake: |
+| [Introduction to Numerical Computing with NumPy](https://www.youtube.com/watch?v=lKcwuPnSHIQ) | Dillon Niederhut | Enthought | 2:27 | 8000 | NumPy | 2017 | :snake: |
 | [Matthew Rocklin   Dask A Pythonic Distributed Data Science Framework   PyCon 2017 - YouTube](https://www.youtube.com/watch?v=RA_2qdipVng) | NAME | PyCon 2017 | DURATION | 7000 | None | 2017 | Novice |
 | [Christopher Fonnesbeck - Introduction to Statistical Modeling with Python - PyCon 2017 - YouTube](https://www.youtube.com/watch?v=TMmSESkhRtI) | NAME | PyCon 2017 | DURATION | 7000 | None | 2017 | Novice |
 | [Fully Convolutional Networks for Image Segmentation   SciPy 2017   Daniil Pakhomov - YouTube](https://www.youtube.com/watch?v=-lXfsWP7DJ8) | NAME | Enthought | DURATION | 7000 | None | 2017 | Novice |