5 files changed, 11 insertions, 11 deletions
diff --git a/day1/cheatsheet1.tex b/day1/cheatsheet1.tex
index 29aa60f..a5f59e1 100755
--- a/day1/cheatsheet1.tex
+++ b/day1/cheatsheet1.tex
@@ -44,7 +44,7 @@ Do you really want to exit ([y]/n)? y
 
 \subsection{plot}
 \typ{In []: plot(X, Y)}\\
-For given arrays of equal length(above case X and Y), \typ{plot} plots the correspoding *x* and *y* pairs taken from X and Y.
+For given arrays of equal length(above case X and Y), \typ{plot} plots the corresponding *x* and *y* pairs taken from X and Y.
 
 \subsection{Colors of plots}
 \typ{In []: plot(y, sin(y), 'g')}\\
@@ -78,7 +78,7 @@ Same way one can have TeX expression on xlabel, ylabel etc.
 
 \subsection{legends}
 \typ{In []: legend('sin(x)',loc=center)} \\
-Placec a legend on the current plot at location *loc*.\\
+Places a legend on the current plot at location *loc*.\\
 Apart from \typ{center}, some other \typ{loc} which can be specified are:
 \begin{lstlisting}
 'best'
diff --git a/day1/cheatsheet2.tex b/day1/cheatsheet2.tex
index 0b61e7c..58076f6 100755
--- a/day1/cheatsheet2.tex
+++ b/day1/cheatsheet2.tex
@@ -119,11 +119,11 @@ In []: print greet.split()
 Out[]: ['hello', 'world']
 In []: greet = ``hello, world''
 In []: print greet.split(',')
-Out[]: ['hello', ' world'] # Note the whitespace before 'world'
+Out[]: ['hello', ' world'] # Note the white space before 'world'
 \end{lstlisting}
 A string can be split based on the delimiter specified within quotes. A combination of more than one delimiter can also be used.\\
 \typ{In []: greet.split(', ')}\\
-\typ{Out[]: ['hello', 'world']}\\Note the whitespace is not there anymore.
+\typ{Out[]: ['hello', 'world']}\\Note the white space is not there anymore.
 \newpage
 \section{Plotting from Files}
 \subsection{Opening files}
diff --git a/day1/cheatsheet4.tex b/day1/cheatsheet4.tex
index d04609a..68257a8 100755
--- a/day1/cheatsheet4.tex
+++ b/day1/cheatsheet4.tex
@@ -28,7 +28,7 @@
 Matrix Creation\\
 \typ{In []: C = array([[1,1,2], [2,4,1], [-1,3,7]])}\\
 It creates C matrix of shape 3x3\\
-Shape is dimenions of given array.
+Shape is dimensions of given array.
 \begin{lstlisting}
 In []: C.shape 
 Out[]: (3, 3)
@@ -52,7 +52,7 @@ array([[ 1,  1,  2],
 In []: C[1,2]
 Out[]: 1
 \end{lstlisting}
-Two indexes seperated by \typ{','} specifies [row, column]. So \typ{C[1,2]} gets third element of second row(indices starts from 0).
+Two indexes separated by \typ{','} specifies [row, column]. So \typ{C[1,2]} gets third element of second row(indices starts from 0).
 \newpage
 \begin{lstlisting}
 In []: C[1]
@@ -77,7 +77,7 @@ array([[ 1,  1,  2],
 \end{lstlisting}
 
 \subsection{Slicing}
-Accessing rows with Matricies is straightforward. But If one wants to access particular Column, or want a sub-matrix, Slicing is the way to go.
+Accessing rows with Matrices is straightforward. But If one wants to access particular Column, or want a sub-matrix, Slicing is the way to go.
 \begin{lstlisting}
 In []: C[:,1]
 Out[]: array([1, 0, 3])
@@ -123,7 +123,7 @@ array([[ 0,  0],
 \typ{':2'} => Start from first column, till and excluding third column.
 \newpage
 \subsection{Striding}
-Often apart from submatrix, one needs to get some mechanism to jump a step. For example, how can we have all alternate rows of a Matrix. \\
+Often apart from sub-matrix, one needs to get some mechanism to jump a step. For example, how can we have all alternate rows of a Matrix. \\
 Following method will return Matrix with alternate rows.
 \begin{lstlisting}
 In []: C[::2,:]
diff --git a/day1/cheatsheet5.tex b/day1/cheatsheet5.tex
index 0a0f600..cf9b405 100644
--- a/day1/cheatsheet5.tex
+++ b/day1/cheatsheet5.tex
@@ -15,7 +15,7 @@ In [2]: x, y = loadtxt('points.txt', unpack = True)
 #load data file directly into Arrays.
 \end{verbatim}
 \section{}
-Interploate
+Interpolate
 \begin{verbatim}
 In []: from scipy.interpolate import splrep
 In []: tck = splrep(x,y) #get spline curve representation for x,y.
diff --git a/day1/cheatsheet6.tex b/day1/cheatsheet6.tex
index 5dacecc..5d3cfdf 100755
--- a/day1/cheatsheet6.tex
+++ b/day1/cheatsheet6.tex
@@ -24,7 +24,7 @@ showstringspaces=false,
 \large{FOSSEE}
 \end{center}
 \section{Solving linear equations}
-Condier following sets of equations:\\
+Consider following sets of equations:\\
   \begin{align*}
     3x + 2y - z  & = 1 \\
     2x - 2y + 4z  & = -2 \\
@@ -82,7 +82,7 @@ Out[95]: 1.5707963267948966
 In [96]: expression(pi/3)
 Out[96]: 0.90689968211710881
 \end{lstlisting}
-\subsection{Roots of non-linear eqations}
+\subsection{Roots of non-linear equations}
 For Finding the roots of a non linear equation(defined as $f(x)=0$), around a starting estimate we use \typ{fsolve}:\\
 \typ{In []: from scipy.optimize import fsolve}\\
 \typ{fsolve} is not a part of \typ{pylab}, instead is a function in the \textbf{optimize} module of \textbf{scipy}, and hence we \textbf{import} it.\\