diff --git a/README.md b/README.md
index d496f90..9492ccd 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,6 @@
# Lectures on Quantitative Methods for ACJ Students
-### [Descriptive Statistics](../master/descriptive-statistics.org)
-### [Introduction to Statistical Inference](../master/statistical-inference.org)
+## [Introduction](../master/index.org)
+## [Descriptive Statistics](../master/descriptive-statistics.org)
+## [Introduction to Statistical Inference](../master/statistical-inference.org)
diff --git a/descriptive-statistics.org b/descriptive-statistics.org
index 5a29526..71cdca0 100644
--- a/descriptive-statistics.org
+++ b/descriptive-statistics.org
@@ -1,4 +1,4 @@
-#+TITLE: Quantitative Methods
+#+TITLE: Descriptive Statistics
#+PROPERTY: header-args:R :session acj :eval never-export
#+STARTUP: hideall inlineimages hideblocks
#+SETUPFILE: https://fniessen.github.io/org-html-themes/setup/theme-readtheorg.setup
@@ -6,23 +6,8 @@
* Title slide :slide:
#+BEGIN_SRC emacs-lisp-slide
-(org-show-animate '("Quantitative Methods, Part-II" "Descriptive Statistics" "Vikas Rawal" "Prachi Bansal" "" "" ""))
+(org-show-animate '("Quantitative Methods" "Descriptive Statistics" "Vikas Rawal" "Prachi Bansal" "" "" ""))
#+END_SRC
-* Title slide
-#+BEGIN_SRC emacs-lisp-slide
-(org-show-animate '("Why do financial journalists need to know quantitative methods?" "" "" ""))
-#+END_SRC
-
-* What do we aim to achieve in this course? :slide:
-*** Make friends with numbers
-*** Learn how to read numbers, how to present them, and how to write about them
-*** Learn how to use computers to work with numbers
-* Two Types of Statistics :slide:
-** Descriptive Statistics
-*** Use summaries of data for the entire population to describe a population
-*** Use summaries of sample data to describe a sample
-** Inferential Statistics
-*** Use sample data to describe a population
* Descriptive Statistics :slide:
+ Frequency
@@ -212,70 +197,6 @@ $cov=\frac{standard.deviation}{mean}$
| M | 89680952381 | 299467.8 | 1.74 |
| F | 54500000 | 7382.4 | 0.16 |
-
-* Graphical Displays of Quantitative Information: Common Pitfalls
-
-** Common uses of statistical graphics :slide:
-+ To show trends over time
-+ To show mid-point variations across categories
-+ To show composition
-+ (less commonly, though more usefully) to show/analyse dispersion
-
-** Mis-representation :slide:
-
-#+CAPTION: "and sometimes the fact that numbers have a magnitude as well as an order is simply forgotten"
-[[file:graphics/tufte-insanity.png]]
-
-** Mis-representation :slide:
-
-#+CAPTION: Another example borrowed from Tufte
-[[file:graphics/tufte-fuel.png]]
-
-** Mis-representation :slide:
-
-#+CAPTION: Tufte's graph on fuel economy of cars
-#+attr_html: :width 400px
-[[file:graphics/tufte-fuel2.png]]
-
-** Mis-representation :slide:
-
-#+CAPTION: Nobel prizes awarded in science (National Science Foundation, 1974)
-#+attr_html: :width 300px
-[[file:graphics/nobel-wrong.png]]
-
-** Mis-representation :slide:
-
-#+CAPTION: Nobel prizes awarded in science (corrected by Tufte)
-#+attr_html: :width 300px
-[[file:graphics/nobel-right.png]]
-
-** Mis-representation: illustrations from Thomas Piketty's work (source Noah Wright) :slide:
-
-[[file:graphics/piketty1_o.png]]
-
-** Mis-representation: illustrations from Thomas Piketty's work (source Noah Wright) :slide:
-
-[[file:graphics/piketty1_c.png]]
-
-** Mis-representation: illustrations from Thomas Piketty's work (source Noah Wright) :slide:
-
-[[file:graphics/piketty2_o.png]]
-
-** Mis-representation: illustrations from Thomas Piketty's work (source Noah Wright) :slide:
-
-[[file:graphics/piketty2_c.png]]
-
-** The problem multiplied with the coming in of spreadsheets :slide:
-
-#+ATTR_html: :width 300px
-[[file:graphics/chart1.png]]
-
-#+ATTR_html: :width 300px
-[[file:graphics/chart2.png]]
-
-#+ATTR_html: :width 300px
-[[file:graphics/chart3.png]]
-
* Graphical Displays of Quantitative Information: Dispersion :slide:
** Histogram :slide:
@@ -386,7 +307,68 @@ $cov=\frac{standard.deviation}{mean}$
+* Graphical Displays of Quantitative Information: Common Pitfalls
+
+** Common uses of statistical graphics :slide:
++ To show trends over time
++ To show mid-point variations across categories
++ To show composition
++ (less commonly, though more usefully) to show/analyse dispersion
+
+** Mis-representation :slide:
+
+#+CAPTION: "and sometimes the fact that numbers have a magnitude as well as an order is simply forgotten"
+[[file:graphics/tufte-insanity.png]]
+
+** Mis-representation :slide:
+
+#+CAPTION: Another example borrowed from Tufte
+[[file:graphics/tufte-fuel.png]]
+
+** Mis-representation :slide:
+
+#+CAPTION: Tufte's graph on fuel economy of cars
+#+attr_html: :width 400px
+[[file:graphics/tufte-fuel2.png]]
+
+** Mis-representation :slide:
+
+#+CAPTION: Nobel prizes awarded in science (National Science Foundation, 1974)
+#+attr_html: :width 300px
+[[file:graphics/nobel-wrong.png]]
+
+** Mis-representation :slide:
+
+#+CAPTION: Nobel prizes awarded in science (corrected by Tufte)
+#+attr_html: :width 300px
+[[file:graphics/nobel-right.png]]
+
+** Mis-representation: illustrations from Thomas Piketty's work (source Noah Wright) :slide:
+
+[[file:graphics/piketty1_o.png]]
+
+** Mis-representation: illustrations from Thomas Piketty's work (source Noah Wright) :slide:
+
+[[file:graphics/piketty1_c.png]]
+
+** Mis-representation: illustrations from Thomas Piketty's work (source Noah Wright) :slide:
+
+[[file:graphics/piketty2_o.png]]
+
+** Mis-representation: illustrations from Thomas Piketty's work (source Noah Wright) :slide:
+
+[[file:graphics/piketty2_c.png]]
+
+** The problem multiplied with the coming in of spreadsheets :slide:
+
+#+ATTR_html: :width 300px
+[[file:graphics/chart1.png]]
+
+#+ATTR_html: :width 300px
+[[file:graphics/chart2.png]]
+#+ATTR_html: :width 300px
+[[file:graphics/chart3.png]]
* Paul Krugman on Fiscal Austerity
diff --git a/index.org b/index.org
new file mode 100644
index 0000000..9bee447
--- /dev/null
+++ b/index.org
@@ -0,0 +1,25 @@
+#+TITLE: Quantitative Methods: Introduction
+#+PROPERTY: header-args:R :session acj :eval never-export
+#+STARTUP: hideall inlineimages hideblocks
+#+HTML_HEAD:
+
+* Title slide :slide:
+#+BEGIN_SRC emacs-lisp-slide
+(org-show-animate '("Quantitative Methods" "Introduction" "Vikas Rawal" "Prachi Bansal" "" "" ""))
+#+END_SRC
+
+* Title slide
+#+BEGIN_SRC emacs-lisp-slide
+(org-show-animate '("Why do financial journalists need to know quantitative methods?" "" "" ""))
+#+END_SRC
+
+* What do we aim to achieve in this course? :slide:
+*** Make friends with numbers
+*** Learn how to read numbers, how to present them, and how to write about them
+*** Learn how to use computers to work with numbers
+* Two Types of Statistics :slide:
+** Descriptive Statistics
+*** Use summaries of data for the entire population to describe a population
+*** Use summaries of sample data to describe a sample
+** Inferential Statistics
+*** Use sample data to describe a population
diff --git a/statistical-inference.org b/statistical-inference.org
index 7e892f1..0d9682b 100644
--- a/statistical-inference.org
+++ b/statistical-inference.org
@@ -1,4 +1,4 @@
-#+TITLE: Quantitative Methods
+#+TITLE: Introduction to Statistical Inference
#+PROPERTY: header-args:R :session acj :eval never-export
#+STARTUP: hideall inlineimages hideblocks
#+HTML_HEAD:
@@ -13,7 +13,7 @@
** Sampling Distributions :slide:
# #+RESULTS: sampling2
-[[file:bsample2.png]]
+
#+NAME: sampling2
#+BEGIN_SRC R :results output graphics :exports results :file bsample2.png :width 2500 :height 1500 :res 300