diff --git a/README.md b/README.md
index 6141aac..e90b388 100644
--- a/README.md
+++ b/README.md
@@ -33,7 +33,7 @@ There are two parts to this repository:
## SECTION 2: IMPORTING DATA
-| ~20m | [notebook](http://nbviewer.jupyter.org/urls/code.keithmaull.net/kmaull/talk_2017_08_RMACC_GotPandas/raw/master/nb/2_dataframe_operations.ipynb) | [slides](http://keithmaull.com/talks/20170817/slides/2_importing_data.slides.html) |
+| ~20m | [notebook](http://nbviewer.jupyter.org/urls/code.keithmaull.net/kmaull/talk_2017_08_RMACC_GotPandas/raw/master/nb/2_importing_data.ipynb) | [slides](http://keithmaull.com/talks/20170817/slides/2_importing_data.slides.html) |
|-------------:|:-------------------------------------------------------------------|
| **Content** | importing data; csv and excel; json; sql; other supported data formats |
| **Expected
Outcomes** | • import data of various formats
• perform data imports into dataframes
• perform various conversions in Pandas
|
@@ -42,7 +42,7 @@ There are two parts to this repository:
## SECTION 3: MANIPULATING DATA
-| ~20m | [notebook](http://nbviewer.jupyter.org/urls/code.keithmaull.net/kmaull/talk_2017_08_RMACC_GotPandas/raw/master/nb/3_importing_data.ipynb) | [slides](http://keithmaull.com/talks/20170817/slides/3_dataframe_operations.slides.html) |
+| ~20m | [notebook](http://nbviewer.jupyter.org/urls/code.keithmaull.net/kmaull/talk_2017_08_RMACC_GotPandas/raw/master/nb/3_dataframe_operations.ipynb) | [slides](http://keithmaull.com/talks/20170817/slides/3_dataframe_operations.slides.html) |
|-------------:|:-------------------------------------------------------------------|
| **Content** | basic terminology; selecting data; slicing dataframes; setting and assigning operations; built-in summary statistics |
| **Expected
Outcomes** | • understand the basic terminology
• perform selecting data by row, coloum
• perform selecting data by label/index and boolean selections
• perform slicing, merging and subsetting
• perform multi-indexing
• access basic stats and summary
|