Merged Mainline and Madhu branches.

4 files changed, 1038 insertions, 195 deletions

diff --git a/day1/Session-4.tex b/day1/Session-4.tex
index 652c9af..4dc586b 100755
--- a/day1/Session-4.tex
+++ b/day1/Session-4.tex
@@ -193,8 +193,8 @@ False
 \begin{frame}
   \frametitle{Problem set 6.2}
   \begin{description}
-    \item[2.2.1] Given a dictionary of the names of students and their marks, identify how many duplicate marks are there? and what are these?
-    \item[2.2.2] Given a string of the form ``4-7, 9, 12, 15'' find the numbers missing in this list for a given range.
+    \item[6.2.1] Given a dictionary of the names of students and their marks, identify how many duplicate marks are there? and what are these?
+    \item[6.2.2] Given a string of the form ``4-7, 9, 12, 15'' find the numbers missing in this list for a given range.
 \end{description}
 \inctime{10}
 \end{frame}
diff --git a/day1/handout.tex b/day1/handout.tex
new file mode 100644
index 0000000..c16725a
--- /dev/null
+++ b/day1/handout.tex
@@ -0,0 +1,673 @@
+\documentclass[12pt]{article}
+\title{Python Workshop\\Problems and Exercises}
+\author{Asokan Pichai\\Prabhu Ramachandran}
+\begin{document}
+\maketitle
+
+\section{Python}
+\subsection{Getting started}
+   \begin{verbatim}
+>>> print 'Hello Python' 
+>>> print 3124 * 126789
+>>> 1786 % 12
+>>> 3124 * 126789
+>>> a = 3124 * 126789
+>>> big = 12345678901234567890 ** 3
+>>> verybig = big * big * big * big 
+>>> 12345**6, 12345**67, 12345**678
+
+>>> s = 'Hello '
+>>> p = 'World'
+>>> s + p 
+>>> s * 12 
+>>> s * s
+>>> s + p * 12, (s + p)* 12
+>>> s * 12 + p * 12
+>>> 12 * s 
+\end{verbatim}
+\newpage
+
+\begin{verbatim}
+>>> 17/2
+>>> 17/2.0
+>>> 17.0/2
+>>> 17.0/8.5
+>>> int(17/2.0)
+>>> float(17/2)
+>>> str(17/2.0)
+>>> round( 7.5 )
+\end{verbatim}
+  
+\subsection{Mini exercises}
+\begin{itemize}
+  \item Round a float to the nearest integer, using \texttt{int()}?
+  \item What does this do?  \\\texttt{round(amount * 10) /10.0 }
+  \item How to round a number to the nearest  5 paise?
+    \begin{description}
+      \item[Remember] 17.23 $\rightarrow$ 17.25,\\ while 17.22 $\rightarrow$ 17.20
+    \end{description}
+  \item How to round a number to the nearest 20 paise?
+\end{itemize}
+
+\begin{verbatim}
+    amount = 12.68
+    denom = 0.05
+    nCoins = round(amount/denom)
+    rAmount = nCoins * denom
+\end{verbatim}
+
+\subsection{Dynamic typing}
+\begin{verbatim}
+a = 1
+a = 1.1
+a = "Now I am a string!"
+\end{verbatim}
+
+\subsection{Comments}
+\begin{verbatim}
+a = 1  # In-line comments
+# Comment in a line to itself.
+a = "# This is not a comment!"
+  \end{verbatim}
+
+\section{Data types}
+\subsection{Numbers}
+  \begin{verbatim}
+>>> a = 1 # Int.
+>>> l = 1000000L # Long
+>>> e = 1.01325e5 # float
+>>> f = 3.14159 # float
+>>> c = 1+1j # Complex!
+>>> print f*c/a
+(3.14159+3.14159j)
+>>> print c.real, c.imag
+1.0 1.0
+>>> abs(c)
+1.4142135623730951
+>>> abs( 8 - 9.5 )
+1.5
+  \end{verbatim}
+
+\subsection{Boolean}
+  \begin{verbatim}
+>>> t = True
+>>> f = not t
+False
+>>> f or t
+True
+>>> f and t
+False
+>>>  NOT True
+\ldots ???
+>>>  not TRUE
+\ldots ???
+\end{verbatim}
+
+\subsection{Relational and logical operators}
+  \begin{verbatim}
+>>> a, b, c = -1, 0, 1
+>>> a == b
+False
+>>> a <= b 
+True
+>>> a + b != c
+True
+>>> a < b < c
+True
+>>> c >= a + b
+True
+  \end{verbatim}
+
+\subsection{Strings}
+  \begin{verbatim}
+s = 'this is a string'
+s = 'This one has "quotes" inside!'
+s = "I have 'single-quotes' inside!"
+l = "A string spanning many lines\
+one more line\
+yet another"
+t = """A triple quoted string does
+not need to be escaped at the end and 
+"can have nested quotes" etc."""
+  \end{verbatim}
+
+  \begin{verbatim}
+>>> w = "hello"    
+>>> print w[0] + w[2] + w[-1]
+hlo
+>>> len(w) # guess what
+5
+>>> s = u'Unicode strings!'
+>>> # Raw strings (note the leading 'r')
+... r_s = r'A string $\alpha \nu$'
+  \end{verbatim}
+  \begin{verbatim}
+>>> w[0] = 'H' # Can't do that!
+Traceback (most recent call last):
+  File "<stdin>", line 1, in ?
+TypeError: object does not support item assignment
+  \end{verbatim}
+
+  \subsection{IPython}
+  \begin{verbatim}
+In [1]: a = 'hello world'
+In [2]: a.startswith('hell')
+Out[2]: True
+In [3]: a.endswith('ld')
+Out[3]: True
+In [4]: a.upper()
+Out[4]: 'HELLO WORLD'
+In [5]: a.upper().lower()
+Out[5]: 'hello world'
+
+In [6]: a.split()
+Out[6]: ['hello', 'world']
+In [7]: ''.join(['a', 'b', 'c'])
+Out[7]: 'abc'
+In [8] 'd' in ''.join( 'a', 'b', 'c')
+Out[8]: False
+a.split( 'o' )}
+???
+'x'.join( a.split( 'o' ) )
+???
+
+In [11]: x, y = 1, 1.2
+In [12]: 'x is %s, y is %s' %(x, y)
+Out[12]: 'x is 1, y is 1.234'
+
+'x is \%d, y is \%f' \%(x, y)
+???
+'x is \%3d, y is \%4.2f' \%(x, y)
+??? 
+  \end{verbatim}
+
+\subsection{A classic problem}
+    How to interchange values of two variables? Please note that the type of either variable is unknown and it is not necessary that both be of the same type even!
+
+\subsection{Basic conditional flow}
+  \begin{verbatim}
+In [21]: a = 7
+In [22]: b = 8
+In [23]: if a > b:
+   ....:    print 'Hello'
+   ....: else:
+   ....:     print 'World'
+   ....:
+   ....:
+World
+  \end{verbatim}
+
+\subsection{\texttt{If...elif...else} example}
+\begin{verbatim}
+x = int(raw_input("Enter an integer:"))
+if x < 0:
+     print 'Be positive!'
+elif x == 0:
+     print 'Zero'
+elif x == 1:
+     print 'Single'
+else:
+     print 'More'
+\end{verbatim}
+
+\subsection{Basic looping}
+  \begin{verbatim}
+# Fibonacci series:
+# the sum of two elements
+# defines the next
+a, b = 0, 1
+while b < 10:
+    print b,
+    a, b = b, a + b
+ 
+\end{verbatim}
+
+\section{Problem set 1}
+All the problems can be solved using \texttt{if} and \texttt{while} 
+\begin{description}
+  \item[1.1] Write a program that displays all three digit numbers that are equal to the sum of the cubes of their digits. That is, print numbers $abc$ that have the property $abc = a^3 + b^3 + c^3$\\
+These are called $Armstrong$ numbers.
+  
+\item[1.2 Collatz sequence]
+\begin{enumerate}
+  \item Start with an arbitrary (positive) integer. 
+  \item If the number is even, divide by 2; if the number is odd multiply by 3 and add 1.
+  \item Repeat the procedure with the new number.
+  \item There is a cycle of 4, 2, 1 at which the procedure loops.
+\end{enumerate}
+    Write a program that accepts the starting value and prints out the Collatz sequence.
+
+\item[1.3]
+  Write a program that prints the following pyramid on the screen. 
+  \begin{verbatim}
+1
+2  2
+3  3  3
+4  4  4  4
+  \end{verbatim}
+The number of lines must be obtained from the user as input.\\
+When can your code fail?
+\end{description}
+
+\subsection{Functions: examples}
+  \begin{verbatim}
+def signum( r ):
+    """returns 0 if r is zero
+    -1 if r is negative
+    +1 if r is positive"""
+    if r < 0:
+        return -1
+    elif r > 0:
+        return 1
+    else:
+        return 0
+
+def pad( n, size ): 
+    """pads integer n with spaces
+    into a string of length size
+    """
+    SPACE = ' '
+    s = str( n )
+    padSize = size - len( s )
+    return padSize * SPACE + s
+  \end{verbatim}
+What about \%3d?
+
+\subsection  {What does this function do?}
+  \begin{verbatim}
+def what( n ):
+    if n < 0: n = -n
+    while n > 0:
+        if n % 2 == 1:
+            return False
+        n /= 10
+    return True
+  \end{verbatim}
+\newpage
+
+\subsection{What does this function do?}
+\begin{verbatim}
+def what( n ):
+    i = 1    
+    while i * i < n:
+        i += 1
+    return i * i == n, i
+  \end{verbatim}
+
+\subsection{What does this function do?}
+  \begin{verbatim}
+def what( n, x ):
+    z = 1.0
+    if n < 0:
+        x = 1.0 / x
+        n = -n
+    while n > 0:
+        if n % 2 == 1:
+            z *= x
+        n /= 2
+        x *= x
+    return z
+  \end{verbatim}
+
+\section{Problem set 2}
+  The focus is on writing functions and calling them.
+\begin{description}
+  \item[2.1] Write a function to return the gcd of two numbers.
+  \item[2.2 Primitive Pythagorean Triads] A pythagorean triad $(a,b,c)$ has the property $a^2 + b^2 = c^2$.\\By primitive we mean triads that do not `depend' on others. For example, (4,3,5) is a variant of (3,4,5) and hence is not primitive. And (10,24,26) is easily derived from (5,12,13) and should not be displayed by our program. \\
+Write a program to print primitive pythagorean triads. The program should generate all triads with a, b values in the range 0---100
+\item[2.3] Write a program that generates a list of all four digit numbers that have all their digits even and are perfect squares.\\For example, the output should include 6400 but not 8100 (one digit is odd) or 4248 (not a perfect square).
+\item[2.4 Aliquot] The aliquot of a number is defined as: the sum of the \emph{proper} divisors of the number. For example, the aliquot(12) = 1 + 2 + 3 + 4 + 6 = 16.\\
+  Write a function that returns the aliquot number of a given number. 
+\item[2.5 Amicable pairs] A pair of numbers (a, b) is said to be \emph{amicable} if the aliquot number of a is b and the aliquot number of b is a.\\
+  Example: \texttt{220, 284}\\
+  Write a program that prints all five digit amicable pairs.
+\end{description}
+
+\section{Lists}
+\subsection{List creation and indexing}
+\begin{verbatim}
+>>> a = [] # An empty list.
+>>> a = [1, 2, 3, 4] # More useful.
+>>> len(a) 
+4
+>>> a[0] + a[1] + a[2] + a[-1]
+10
+\end{verbatim}
+
+\begin{verbatim}
+>>> a[1:3] # A slice.
+[2, 3]
+>>> a[1:-1]
+[2, 3, 4]
+>>> a[1:] == a[1:-1]
+False  
+\end{verbatim}
+Explain last result
+
+\newpage
+\subsection{List: more slices}
+\begin{verbatim}
+>>> a[0:-1:2] # Notice the step!
+[1, 3]
+>>> a[::2]
+[1, 3]
+>>> a[-1::-1]
+\end{verbatim}
+What do you think the last one will do?\\
+\emph{Note: Strings also use same indexing and slicing.}
+  \subsection{List: examples}
+\begin{verbatim}
+>>> a = [1, 2, 3, 4]
+>>> a[:2]
+[1, 3]
+>>> a[0:-1:2]
+[1, 3]
+\end{verbatim}
+\emph{Lists are mutable (unlike strings)}
+
+\begin{verbatim}
+>>> a[1] = 20
+>>> a
+[1, 20, 3, 4]
+\end{verbatim}
+
+  \subsection{Lists are mutable and heterogenous}
+\begin{verbatim}
+>>> a = ['spam', 'eggs', 100, 1234]
+>>> a[2] = a[2] + 23
+>>> a
+['spam', 'eggs', 123, 1234]
+>>> a[0:2] = [1, 12] # Replace items
+>>> a
+[1, 12, 123, 1234]
+>>> a[0:2] = [] # Remove items
+>>> a.append( 12345 )
+>>> a
+[123, 1234, 12345]
+\end{verbatim}
+
+  \subsection{List methods}
+\begin{verbatim}
+>>> a = ['spam', 'eggs', 1, 12]
+>>> a.reverse() # in situ
+>>> a
+[12, 1, 'eggs', 'spam']
+>>> a.append(['x', 1]) 
+>>> a
+[12, 1, 'eggs', 'spam', ['x', 1]]
+>>> a.extend([1,2]) # Extend the list.
+>>> a.remove( 'spam' )
+>>> a
+[12, 1, 'eggs', ['x', 1], 1, 2]
+\end{verbatim}
+
+  \subsection{List containership}
+  \begin{verbatim}
+>>> a = ['cat', 'dog', 'rat', 'croc']
+>>> 'dog' in a
+True
+>>> 'snake' in a
+False
+>>> 'snake' not in a
+True
+>>> 'ell' in 'hello world'
+True
+  \end{verbatim}
+  \subsection{Tuples: immutable}
+\begin{verbatim}
+>>> t = (0, 1, 2)
+>>> print t[0], t[1], t[2], t[-1] 
+0 1 2 2
+>>> t[0] = 1
+Traceback (most recent call last):
+  File "<stdin>", line 1, in ?
+TypeError: object does not support item assignment
+\end{verbatim}  
+    Multiple return values are actually a tuple.\\
+    Exchange is tuple (un)packing
+  \subsection{\texttt{range()} function}
+  \begin{verbatim}
+>>> range(7)
+[0, 1, 2, 3, 4, 5, 6]
+>>> range( 3, 9)
+[3, 4, 5, 6, 7, 8]
+>>> range( 4, 17, 3)
+[4, 7, 10, 13, 16]
+>>> range( 5, 1, -1)
+[5, 4, 3, 2]
+>>> range( 8, 12, -1)
+[]
+  \end{verbatim}
+
+  \subsection{\texttt{for\ldots range(\ldots)} idiom}
+  \begin{verbatim}
+In [83]: for i in range(5):
+   ....:     print i, i * i
+   ....:     
+   ....:     
+0 0
+1 1
+2 4
+3 9
+4 16
+\end{verbatim}
+
+  \subsection{\texttt{for}: the list companion}
+  
+  \begin{verbatim}
+In [84]: a = ['a', 'b', 'c']
+In [85]: for x in a:
+   ....:    print x, chr( ord(x) + 10 )
+   ....:
+a  k
+b  l
+c  m
+  \end{verbatim}
+
+  \subsection{\texttt{for}: the list companion}
+  \begin{verbatim}
+In [89]: for p, ch in enumerate( a ):
+   ....:     print p, ch
+   ....:     
+   ....:     
+0 a
+1 b
+2 c
+  \end{verbatim}
+Try: \texttt{print enumerate(a)}
+
+\section{Problem set 3}
+  As you can guess, idea is to use \texttt{for}!
+
+\begin{description}
+  \item[3.1] Which of the earlier problems is simpler when we use \texttt{for} instead of \texttt{while}? 
+  \item[3.2] Given an empty chessboard and one Bishop placed in any square, say (r, c), generate the list of all squares the Bishop could move to.
+  \item[3.3] Given two real numbers \texttt{a, b}, and an integer \texttt{N}, write a
+  function named \texttt{linspace( a, b, N)} that returns an ordered list
+  of \texttt{N} points starting with \texttt{a} and ending in \texttt{b} and
+  equally spaced.\\
+  For example, \texttt{linspace(0, 5, 11)}, should return, \\
+\begin{verbatim}
+[ 0.0 ,  0.5,  1.0 ,  1.5,  2.0 ,  2.5,  
+  3.0 ,  3.5,  4.0 ,  4.5,  5.0 ]
+\end{verbatim}
+  \item[3.4a] Use the \texttt{linspace} function and generate a list of N tuples of the form\\
+\texttt{[($x_1$,f($x_1$)),($x_2$,f($x_2$)),\ldots,($x_N$,f($x_N$))]}\\for the following functions,
+\begin{itemize}
+  \item \texttt{f(x) = sin(x)}
+  \item \texttt{f(x) = sin(x) + sin(10*x)}.
+\end{itemize}
+
+\item[3.4b] Using the tuples generated earlier, determine the intervals where the roots of the functions lie.
+\end{description}
+
+\section{IO}
+  \subsection{Simple tokenizing and parsing}
+  \begin{verbatim}
+s = """The quick brown fox jumped
+       over the lazy dog"""
+for word in s.split():
+    print word.capitalize()
+  \end{verbatim}
+
+  \begin{description}
+    \item[4.1] Given a string like, ``1, 3-7, 12, 15, 18-21'', produce the list\\
+      \texttt{[1,3,4,5,6,7,12,15,18,19,20,21]}
+\end{description}
+
+  \subsection{File handling}
+\begin{verbatim}
+>>> f = open('/path/to/file_name')
+>>> data = f.read() # Read entire file.
+>>> line = f.readline() # Read one line.
+>>> f.close() # close the file.
+\end{verbatim}
+Writing files
+\begin{verbatim}
+>>> f = open('/path/to/file_name', 'w')
+>>> f.write('hello world\n')
+>>> f.close()
+\end{verbatim}
+
+    \subsection{File and \texttt{for}}
+\begin{verbatim}
+>>> f = open('/path/to/file_name')
+>>> for line in f:
+...     print line
+...
+\end{verbatim}
+
+  \begin{description}
+    \item[4.2] The given file has lakhs of records in the form:
+    \texttt{RGN;ID;NAME;MARK1;\ldots;MARK5;TOTAL;PFW}.
+    Some entries may be empty.  Read the data from this file and print the
+    name of the student with the maximum total marks.
+  \item[4.3] For the same data file compute the average marks in different
+    subjects, the student with the maximum mark in each subject and also
+    the standard deviation of the marks.  Do this efficiently.
+\end{description}
+
+\section{Modules}
+\begin{verbatim}
+>>> sqrt(2)
+Traceback (most recent call last):
+  File "<stdin>", line 1, in <module>
+NameError: name 'sqrt' is not defined
+>>> import math        
+>>> math.sqrt(2)
+1.4142135623730951
+
+>>> from math import sqrt
+>>> from math import *
+>>> from os.path import exists
+\end{verbatim}
+
+  \subsection{Modules: example}
+  \begin{verbatim}
+# --- arith.py ---
+def gcd(a, b):
+    if a%b == 0: return b
+    return gcd(b, a%b)
+def lcm(a, b):
+    return a*b/gcd(a, b)
+# ------------------
+>>> import arith
+>>> arith.gcd(26, 65)
+13
+>>> arith.lcm(26, 65)
+130
+  \end{verbatim}
+\section{Problem set 5}
+  \begin{description}
+    \item[5.1] Put all the functions you have written so far as part of the problems
+  into one module called \texttt{iitb.py} and use this module from IPython.
+  \end{description}
+\newpage
+
+\section{Data Structures}
+
+   \subsection{Dictonary}
+   \begin{verbatim}
+>>>d = { 'Hitchhiker\'s guide' : 42, 'Terminator' : 'I\'ll be back'}
+>>>d['Terminator']
+"I'll be back"
+   \end{verbatim}
+
+\subsection{Problem Set 6.1}
+\begin{description}
+\item[6.1.1] You are given date strings of the form ``29, Jul 2009'', or ``4 January 2008''. In other words a number a string and another number, with a comma sometimes separating the items.Write a function that takes such a string and returns a tuple (yyyy, mm, dd) where all three elements are ints.
+\item[6.1.2] Count word frequencies in a file.
+\item[6.1.3] Find the most used Python keywords in your Python code (import keyword).
+\end{description}
+\subsection{Set}
+\begin{verbatim}
+>>> f10 = set([1,2,3,5,8])
+>>> p10 = set([2,3,5,7])
+>>> f10|p10
+set([1, 2, 3, 5, 7, 8])
+>>> f10&p10
+set([2, 3, 5])
+>>> f10-p10
+set([8, 1])
+>>> p10-f10, f10^p10
+set([7]), set([1, 7, 8])
+>>> set([2,3]) < p10
+True
+>>> set([2,3]) <= p10
+True
+>>> 2 in p10
+True
+>>> 4 in p10
+False
+>>> len(f10)
+5
+\end{verbatim}
+
+\subsection{Problem Set 6.2}
+\begin{description}
+  \item[6.2.1] Given a dictionary of the names of students and their marks, identify how many duplicate marks are there? and what are these?
+  \item[6.2.2] Given a string of the form ``4-7, 9, 12, 15'' find the numbers missing in this list for a given range.
+\end{description}
+\subsection{Fuctions: default arguments}
+\begin{verbatim}
+def ask_ok(prompt, complaint='Yes or no!'):
+    while True:
+        ok = raw_input(prompt)
+        if ok in ('y', 'ye', 'yes'): 
+            return True
+        if ok in ('n', 'no', 'nop',
+                  'nope'): 
+            return False
+        print complaint
+
+ask_ok('?')
+ask_ok('?', '[Y/N]')
+\end{verbatim}
+\newpage
+\subsection{Fuctions: keyword arguments}
+\begin{verbatim}
+def ask_ok(prompt, complaint='Yes or no!'):
+    while True:
+        ok = raw_input(prompt)
+        if ok in ('y', 'ye', 'yes'): 
+            return True
+        if ok in ('n', 'no', 'nop',
+                  'nope'): 
+            return False
+        print complaint
+
+ask_ok(prompt='?')
+ask_ok(prompt='?', complaint='[y/n]')
+ask_ok(complaint='[y/n]', prompt='?')
+\end{verbatim}
+\subsection{List Comprehensions}
+Lets say we want to squares of all the numbers from 1 to 100
+\begin{verbatim}
+squares = []
+for i in range(1, 100):
+    squares.append(i * i)
+# list comprehension
+squares = [i*i for i in range(1, 100)
+           if i % 10 in [1, 2, 5, 7]]
+\end{verbatim}
+\end{document}
diff --git a/day2/session3.tex b/day2/session3.tex
index 5d0f6ef..02caa0b 100644
--- a/day2/session3.tex
+++ b/day2/session3.tex
@@ -95,7 +95,7 @@
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 % Title page
-\title[]{3D data Vizualization\\ \& \\Test Driven Approach}
+\title[]{3D data Visualization}
 
 \author[FOSSEE Team] {Asokan Pichai\\Prabhu Ramachandran}
 
@@ -194,6 +194,66 @@
 
 \section{Tools at your disposal:}
 
+\subsection{Mayavi2.0}
+
+\begin{frame}
+  \frametitle{Introduction to Mayavi}
+  \begin{itemize}
+  \item Most scientists not interested in details of visualization
+  \item Visualization of data files with a nice UI
+  \item Interactive visualization of data (think Matlab)
+  \item Embedding visualizations in applications
+  \item Customization
+  \end{itemize}
+  \pause
+  \begin{block}{The Goal}
+      Provide a \alert{flexible} library/app for every one of these needs!
+  \end{block}
+\end{frame}
+
+\begin{frame}
+    {Overview of features}
+      \vspace*{-0.3in}
+  \begin{center}    
+    \hspace*{-0.2in}\pgfimage[width=5in]{MEDIA/m2/m2_app3_3}
+  \end{center}    
+\end{frame}
+
+
+\begin{frame}
+    \frametitle{Mayavi in applications}
+      \vspace*{-0.3in}
+  \begin{center}    
+    \hspace*{-0.2in}\pgfimage[width=4.5in]{MEDIA/m2/m2_envisage}
+  \end{center}
+\end{frame}
+
+\begin{frame}
+    {Exploring the documentation}
+    \begin{center}
+    \pgfimage[width=4in]{MEDIA/m2/m2_ug_doc}
+    \end{center}
+\end{frame}
+
+
+\begin{frame}
+  \frametitle{Summary}
+      \begin{itemize}
+          \item \url{http://code.enthought.com/projects/mayavi}
+          \item Uses VTK (\url{www.vtk.org})
+          \item BSD license
+          \item Linux, win32 and Mac OS X
+          \item Highly scriptable
+          \item Embed in Traits UIs (wxPython and PyQt4)
+          \item Envisage Plugins
+          \item Debian/Ubuntu/Fedora
+          \item \alert{Pythonic}
+      \end{itemize}
+    
+      \inctime{10}
+
+\end{frame}
+
 \subsection{mlab}
 
 \begin{frame}
@@ -249,7 +309,7 @@
             \item Mouse
             \item Keyboard
             \item Toolbar
-            \item Mayavi icon(wait for it...) \pgfimage[width=0.2in]{MEDIA/m2/m2_icon}
+            \item Mayavi icon\pgfimage[width=0.2in]{MEDIA/m2/m2_icon}
         \end{itemize}
     \end{columns}
 \end{frame}
@@ -319,7 +379,8 @@
 >>> y = sin(phi)*sin(theta)
 >>> z = cos(phi)
 >>> mlab.mesh(x, y, z, 
-...           representation='wireframe')
+...           representation=
+...           'wireframe')
 \end{lstlisting}
 
 \end{frame}
@@ -356,66 +417,6 @@
 \inctime{20}
 \end{frame}
 
-\subsection{Mayavi2.0}
-
-\begin{frame}
-  \frametitle{Introduction to Mayavi}
-  \begin{itemize}
-  \item Most scientists not interested in details of visualization
-  \item Visualization of data files with a nice UI
-  \item Interactive visualization of data (think Matlab)
-  \item Embedding visualizations in applications
-  \item Customization
-  \end{itemize}
-  \pause
-  \begin{block}{The Goal}
-      Provide a \alert{flexible} library/app for every one of these needs!
-  \end{block}
-\end{frame}
-
-\begin{frame}
-    {Overview of features}
-      \vspace*{-0.3in}
-  \begin{center}    
-    \hspace*{-0.2in}\pgfimage[width=5in]{MEDIA/m2/m2_app3_3}
-  \end{center}    
-\end{frame}
-
-
-\begin{frame}
-    \frametitle{Mayavi in applications}
-      \vspace*{-0.3in}
-  \begin{center}    
-    \hspace*{0.2in}\pgfimage[width=4.5in]{MEDIA/m2/m2_envisage}
-  \end{center}
-\end{frame}
-
-\begin{frame}
-    {Exploring the documentation}
-    \begin{center}
-    \pgfimage[width=4.5in]{MEDIA/m2/m2_ug_doc}
-    \end{center}
-\end{frame}
-
-
-\begin{frame}
-  \frametitle{Summary}
-      \begin{itemize}
-          \item \url{http://code.enthought.com/projects/mayavi}
-          \item Uses VTK (\url{www.vtk.org})
-          \item BSD license
-          \item Linux, win32 and Mac OS X
-          \item Highly scriptable
-          \item Embed in Traits UIs (wxPython and PyQt4)
-          \item Envisage Plugins
-          \item Debian/Ubuntu/Fedora
-          \item \alert{Pythonic}
-      \end{itemize}
-    
-      \inctime{10}
-
-\end{frame}
-
 \begin{frame}
     {Getting hands dirty!}
 
@@ -468,136 +469,6 @@ x, y, z = mgrid[-50:50:20j,-50:50:20j,
   \end{lstlisting}
 \inctime{20}
 \end{frame}
-
-\section{Test Driven Approach}
-
-\begin{frame}
-    \frametitle{Testing code with \typ{nosetests}}
-   
-    \begin{itemize}
-        \item Writing tests is really simple!
-
-        \item Using nose.
-
-        \item Example!
-    \end{itemize}
-\end{frame}
-
-\begin{frame}
-    \frametitle{Need of Testing!}
-   
-    \begin{itemize}
-        \item Quality
-
-        \item Regression
-
-        \item Documentation
-    \end{itemize}
-\end{frame}
-
-\begin{frame}[fragile]
-    \frametitle{Nosetest}
-  \begin{lstlisting}
-def gcd(a, b):
-    """Returns gcd of a and b, 
-     handles only positive numbers."""
-    if a%b == 0: return b
-    return gcd(b, a%b)
-def lcm(a, b):
-    return a*b/gcd(a, b)
-
-if __name__ == '__main__':
-    import nose
-    nose.main()
-  \end{lstlisting}
-\inctime{10}
-\end{frame}
-
-\begin{frame}[fragile]
-    \frametitle{Example}
-    \begin{block}{Problem Statement:}
-      Write a function to check whether a given input
-      string is a palindrome.
-    \end{block}
-\end{frame}
-
-\begin{frame}[fragile]
-    \frametitle{Function: code.py}
-\begin{lstlisting}    
-def is_palindrome(input_str):
-  return input_str == input_str[::-1]
-\end{lstlisting}    
-\end{frame}
-
-\begin{frame}[fragile]
-    \frametitle{Test for the palindrome: code.py}
-\begin{lstlisting}    
-from code import is_palindrome
-def test_function_normal_words():
-  input = "noon"
-  assert is_palindrome(input) == True
-\end{lstlisting}    
-\end{frame}
-
-\begin{frame}[fragile]
-    \frametitle{Running the tests.}
-\begin{lstlisting}    
-$ nosetests test.py 
-.
-----------------------------------------------
-Ran 1 test in 0.001s
-
-OK
-\end{lstlisting}    
-\end{frame}
-
-\begin{frame}[fragile]
-    \frametitle{Exercise: Including new tests.}
-\begin{lstlisting}    
-def test_function_ignore_cases_words():
-  input = "Noon"
-  assert is_palindrome(input) == True
-\end{lstlisting}
-Check
-
-\PythonCode{$ nosetests test.py} 
-
-Tweak the code to pass this test.
-\end{frame}
-
-\begin{frame}[fragile]
-    \frametitle{Lets write some test!}
-\begin{lstlisting}    
-#for form of equation y=mx+c
-#given m and c for two equation,
-#finding the intersection point.
-def intersect(m1,c1,m2,c2):
-    x = (c2-c1)/(m1-m2)
-    y = m1*x+c1
-    return (x,y)
-\end{lstlisting}
-
-Create a simple test for this
-
-function which will make it fail.
-
-\inctime{15} 
-\end{frame}
-
-\section{Summary}
-\begin{frame}{So we have covered:}
-  \begin{itemize}
-    \item Need for vizualization.
-    \item Tools available.
-    \item How to follow Test Driven Approach.
-  \end{itemize}
-\end{frame}
-\begin{frame}
-    \begin{center}
-        \Huge    
-        Thank you!
-    \end{center}
-\end{frame}
   
 \end{document}
 
diff --git a/day2/tda.tex b/day2/tda.tex
new file mode 100644
index 0000000..ae39f4a
--- /dev/null
+++ b/day2/tda.tex
@@ -0,0 +1,299 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Tutorial slides on Python.
+%
+% Author: Prabhu Ramachandran <prabhu at aero.iitb.ac.in>
+% Copyright (c) 2005-2009, Prabhu Ramachandran
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\documentclass[compress,14pt]{beamer}
+% \documentclass[handout]{beamer}
+% \usepackage{pgfpages}
+% \pgfpagesuselayout{4 on 1}[a4paper,border, shrink=5mm,landscape]
+\usepackage{tikz}
+\newcommand{\hyperlinkmovie}{}
+%\usepackage{movie15}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Note that in presentation mode 
+% \paperwidth  364.19536pt
+% \paperheight 273.14662pt
+% h/w = 0.888
+
+
+\mode<presentation>
+{
+  \usetheme{Warsaw}
+  %\usetheme{Boadilla}
+  %\usetheme{default}
+  \useoutertheme{split}
+  \setbeamercovered{transparent}
+}
+
+% To remove navigation symbols
+\setbeamertemplate{navigation symbols}{}
+
+\usepackage{amsmath}
+\usepackage[english]{babel}
+\usepackage[latin1]{inputenc}
+\usepackage{times}
+\usepackage[T1]{fontenc}
+
+% Taken from Fernando's slides.
+\usepackage{ae,aecompl}
+\usepackage{mathpazo,courier,euler}
+\usepackage[scaled=.95]{helvet}
+\usepackage{pgf}
+
+\definecolor{darkgreen}{rgb}{0,0.5,0}
+
+\usepackage{listings}
+\lstset{language=Python,
+    basicstyle=\ttfamily\bfseries,
+    commentstyle=\color{red}\itshape,
+  stringstyle=\color{darkgreen},
+  showstringspaces=false,
+  keywordstyle=\color{blue}\bfseries}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% My Macros
+\setbeamercolor{postit}{bg=yellow,fg=black}
+\setbeamercolor{emphbar}{bg=blue!20, fg=black}
+\newcommand{\emphbar}[1]
+{\begin{beamercolorbox}[rounded=true]{emphbar} 
+      {#1}
+ \end{beamercolorbox}
+}
+%{\centerline{\fcolorbox{gray!50} {blue!10}{
+%\begin{minipage}{0.9\linewidth}
+%    {#1} 
+%\end{minipage}
+%    }}}
+
+\newcommand{\myemph}[1]{\structure{\emph{#1}}}
+\newcommand{\PythonCode}[1]{\lstinline{#1}}
+
+\newcommand{\tvtk}{\texttt{tvtk}}
+\newcommand{\mlab}{\texttt{mlab}}
+
+\newcounter{time}
+\setcounter{time}{0}
+\newcommand{\inctime}[1]{\addtocounter{time}{#1}{\vspace*{0.1in}\tiny \thetime\ m}}
+
+\newcommand\BackgroundPicture[1]{%
+  \setbeamertemplate{background}{%
+      \parbox[c][\paperheight]{\paperwidth}{%
+      \vfill \hfill
+ \hfill \vfill
+}}}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Configuring the theme
+%\setbeamercolor{normal text}{fg=white}
+%\setbeamercolor{background canvas}{bg=black}
+
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Title page
+\title[]{Test Driven Approach}
+
+\author[FOSSEE Team] {Asokan Pichai\\Prabhu Ramachandran}
+
+\institute[IIT Bombay] {Department of Aerospace Engineering\\IIT Bombay}
+\date[] {11, October 2009}
+\date[] % (optional)
+}
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+%\pgfdeclareimage[height=0.75cm]{iitblogo}{iitblogo}
+%\logo{\pgfuseimage{iitblogo}}
+
+\AtBeginSection[]
+{
+  \begin{frame}<beamer>
+    \frametitle{Outline}
+      \Large
+    \tableofcontents[currentsection,currentsubsection]
+  \end{frame}
+}
+
+%% Delete this, if you do not want the table of contents to pop up at
+%% the beginning of each subsection:
+\AtBeginSubsection[]
+{
+  \begin{frame}<beamer>
+    \frametitle{Outline}
+    \tableofcontents[currentsection,currentsubsection]
+  \end{frame}
+}
+
+\AtBeginSection[]
+{
+  \begin{frame}<beamer>
+    \frametitle{Outline}
+    \tableofcontents[currentsection,currentsubsection]
+  \end{frame}
+}
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% DOCUMENT STARTS
+\begin{document}
+
+\begin{frame}
+  \maketitle
+\end{frame}
+
+\section{Test Driven Approach}
+
+\begin{frame}
+    \frametitle{Testing code with \typ{nosetests}}
+   
+    \begin{itemize}
+        \item Writing tests is really simple!
+
+        \item Using nose.
+
+        \item Example!
+    \end{itemize}
+\end{frame}
+
+\begin{frame}
+    \frametitle{Need of Testing!}
+   
+    \begin{itemize}
+        \item Quality
+
+        \item Regression
+
+        \item Documentation
+    \end{itemize}
+\end{frame}
+
+\begin{frame}[fragile]
+    \frametitle{Nosetest}
+  \begin{lstlisting}
+def gcd(a, b):
+    """Returns gcd of a and b, 
+     handles only positive numbers."""
+    if a%b == 0: return b
+    return gcd(b, a%b)
+def lcm(a, b):
+    return a*b/gcd(a, b)
+
+if __name__ == '__main__':
+    import nose
+    nose.main()
+  \end{lstlisting}
+\inctime{10}
+\end{frame}
+
+\begin{frame}[fragile]
+    \frametitle{Example}
+    \begin{block}{Problem Statement:}
+      Write a function to check whether a given input
+      string is a palindrome.
+    \end{block}
+\end{frame}
+
+\begin{frame}[fragile]
+    \frametitle{Function: palindrome.py}
+\begin{lstlisting}    
+def is_palindrome(input_str):
+  return input_str == input_str[::-1]
+\end{lstlisting}    
+\end{frame}
+
+\begin{frame}[fragile]
+    \frametitle{Test for the palindrome: palindrome.py}
+\begin{lstlisting}    
+from plaindrome import is_palindrome
+def test_function_normal_words():
+  input = "noon"
+  assert is_palindrome(input) == True
+\end{lstlisting}    
+\end{frame}
+
+\begin{frame}[fragile]
+    \frametitle{Running the tests.}
+\begin{lstlisting}    
+$ nosetests test.py 
+.
+----------------------------------------------
+Ran 1 test in 0.001s
+
+OK
+\end{lstlisting}    
+\end{frame}
+
+\begin{frame}[fragile]
+    \frametitle{Exercise: Including new tests.}
+\begin{lstlisting}    
+def test_function_ignore_cases_words():
+  input = "Noon"
+  assert is_palindrome(input) == True
+\end{lstlisting}
+     \vspace*{0.25in}
+     Check\\
+     \PythonCode{$ nosetests test.py} \\
+     \begin{block}{Task}
+     Tweak the code to pass this test.
+     \end{block}
+\end{frame}
+
+%\begin{frame}[fragile]
+%    \frametitle{Lets write some test!}
+%\begin{lstlisting}    
+%#for form of equation y=mx+c
+%#given m and c for two equation,
+%#finding the intersection point.
+%def intersect(m1,c1,m2,c2):
+%    x = (c2-c1)/(m1-m2)
+%    y = m1*x+c1
+%    return (x,y)
+%\end{lstlisting}
+%
+%Create a simple test for this
+%
+%function which will make it fail.
+%
+%\inctime{15} 
+%\end{frame}
+%
+
+\begin{frame}[fragile]
+    \frametitle{Exercise}
+    Based on Euclid's theorem:
+        $gcd(a,b)=gcd(b,b\%a)$\\
+    gcd function can be written as:
+    \begin{lstlisting}
+    def gcd(a, b):
+      if a%b == 0: return b
+      return gcd(b, a%b)
+    \end{lstlisting}
+    \begin{block}{Task}
+      For given gcd implementation write
+      at least two tests.
+    \end{block}
+    \begin{block}{Task}
+      Write a non recursive implementation
+      of gcd(), and test it using already 
+      written tests.
+    \end{block}
+    
+\inctime{15} 
+\end{frame}
+
+\begin{frame}{In this session we have covered:}
+  \begin{itemize}
+    \item Need for visualization.
+    \item Tools available.
+    \item How to follow Test Driven Approach.
+  \end{itemize}
+\end{frame}
+\begin{frame}
+    \begin{center}
+        \Huge    
+        Thank you!
+    \end{center}
+\end{frame}
+
+\end{document}