--- a/sage-3.1.1/devel/doc-main/tut/tut.tex     2008-08-30 20:52:45.000000000 
+1000
+++ b/sage-3.1.1/devel/doc-main/tut/tut.tex     2008-08-30 20:46:40.000000000 
+1000
@@ -183,14 +183,14 @@
 \end{itemize}%two are needed for some weird reason


-\section{Longterm Goals for \SAGE}
+\section{Long-Term Goals for \SAGE}
 \index{goals for SAGE}

 \begin{itemize}

 \item \textbf{Useful}: \SAGE's intended audience
 is mathematics students (from high school to graduate
-school), teachers, and research mathematics. The aim
+school), teachers, and research mathematicians. The aim
   is to provide software that can be used to explore and experiment
   with mathematical constructions in algebra, geometry, number theory,
   calculus, numerical computation, etc.
@@ -657,7 +657,7 @@
 help to simplify and organize your \sage programs.
 Below, we define a class that represents the
 list of even positive integers up
-to \emph{n}; it derives from the builtin type \code{list}.
+to \emph{n}; it derives from the built-in type \code{list}.
 \begin{verbatim}
 sage: class Evens(list):
 ...       def __init__(self, n):
@@ -1019,7 +1019,7 @@
 Numerically approximate \emph{z}(\emph{t}) at \emph{t}=1 using 4 steps of
 Euler's method, where $z''+tz'+z=0$, $z(0)=1$, $z'(0)=0$.

-One must reduce the 2nd order ODE down to a system of two
+We must reduce the 2nd order ODE down to a system of two
 first order DEs (using $x=z$, $y=z'$) and apply Euler's method:
 %skip -- no way to doctest attach commands since can't be converted
to python code.
 \begin{verbatim}
@@ -1344,7 +1344,7 @@
 \end{verbatim}%link

 There is one subtlety in defining complex numbers: as mentioned above,
-the symbol \code{i} represents a square root of \minusone, but it is a
+the symbol \code{i} represents the square root of \minusone, but it is a
 \emph{formal} square root of \minusone; it is not in the complex numbers.
 Calling \code{CC(i)} returns the complex square root of \minusone.
 %link
@@ -1394,7 +1394,7 @@
 \end{verbatim}%link

 This creates a polynomial ring and tells \SAGE to use (the string) `t'
-as the indeterminate when printing to the screen; however, this does
+as the indeterminate when printing to the screen. However, this does
 not define the symbol \code{t} for use in \sage, so you cannot use it
 to enter a polynomial (such as
 \latexhtml{$t^2+1$}{\emph{t}\begin{rawhtml}<sup>2</sup>\end{rawhtml}+1})
@@ -1552,7 +1552,7 @@
 \end{verbatim}

 \SAGE also has support for power series and Laurent series rings over
-any base ring.  In the following example we create an element of
+any base ring.  In the following example, we create an element of
 
\latexhtml{$\F_7[[T]]$}{\textbf{F}\begin{rawhtml}<sub>7</sub>\end{rawhtml}[[\emph{T}]]}
 and divide to create an element of
 
\latexhtml{$\F_7((T))$}{\textbf{F}\begin{rawhtml}<sub>7</sub>\end{rawhtml}((\emph{T}))}.
@@ -2109,12 +2109,12 @@
 [(1, 1, 1, 1), (1, 1, 2), (2, 2), (1, 3), (4,)]
 \end{verbatim}

-\subsection{\latexhtml{$p$}{\emph{p}}-adic numbers}
+\subsection{\latexhtml{$p$}{\emph{p}}-adic Numbers}
 \index{p-adic numbers}

 The field of \latexhtml{$p$}{\emph{p}}-adic numbers is implemented in
 \sage.  Note that once a \latexhtml{$p$}{\emph{p}}-adic field is
-created, you can not change its precision.
+created, you cannot change its precision.

 \begin{verbatim}
 sage: K = Qp(11); K
@@ -2739,12 +2739,12 @@
 \chapter{The Interactive Shell}\label{ch:shell}
 \index{interactive shell, using SAGE in}
 \index{command line, using SAGE in}
-In most of this tutorial we assume you start the \SAGE interpreter
+In most of this tutorial, we assume you start the \SAGE interpreter
 using the \code{sage} command.  This starts a customized version of the
 IPython shell, and imports many functions and classes, so they are
 ready to use from the command prompt.  Further customization is
 possible by editing the \code{SAGE_ROOT/ipythonrc} file.  Upon
-starting \SAGE you get output similar to the following:
+starting \SAGE, you get output similar to the following:

 %skip
 \begin{verbatim}
@@ -2757,7 +2757,7 @@
 sage:
 \end{verbatim}
 \index{quitting}\index{exitting}
-To quit \SAGE either press Ctrl-D or type \code{quit} or \code{exit}.
+To quit \SAGE, either press Ctrl-D or type \code{quit} or \code{exit}.
 %skip
 \begin{verbatim}
 sage: quit
@@ -2772,13 +2772,13 @@
 Maple processes, or cleanup temporary files from
 \code{\$HOME/.sage/tmp}.}

-\section{Your \SAGE session}
+\section{Your \SAGE Session}
 \index{session!SAGE}

 \index{session|boldidx}
 The {\it session} is the sequence of input and output from
 when you start \SAGE until you quit.
-\SAGE logs all \SAGE input, via IPython.  In fact if you're using the
+\SAGE logs all \SAGE input, via IPython.  In fact, if you're using the
 interactive shell (not the notebook interface), then at any point
 you may type
 \code{\%hist} to get a listing of all input lines typed so far.
@@ -2987,7 +2987,7 @@
 This means that 0.66 seconds total were taken, and the ``Wall time'',
 i.e., the amount of time that elapsed on your wall clock,
 is also 0.66 seconds.   If your computer is heavily loaded
-with other programs the wall time may be much larger than
+with other programs, the wall time may be much larger than
 the CPU time.

 Next we time exponentiation using the native \SAGE Integer type,
@@ -3114,7 +3114,7 @@


 The interactive debugger is sometimes useful for understanding what
-went wrong.  You can toggle it being on or off using
+went wrong.  You can toggle it on or off using
 \code{\%pdb} (the default is off).
 The prompt \code{ipdb>} appears if an exception is raised and the
 debugger is on.  From within the debugger, you can print the state of
@@ -3132,7 +3132,7 @@

 ipdb>
 \end{verbatim}
-For a list of commands in the debugger type \code{?} at
+For a list of commands in the debugger, type \code{?} at
 the \code{ipdb>} prompt:

 %skip
@@ -3338,7 +3338,7 @@
 particularly helpful to type \code{help(module_name)}.  For example,
 vector spaces are defined in \code{sage.modules.free_module}, so type
 \code{help(sage.modules.free_module)} for documentation about that
-whole module.  When viewing documentation using help you can search by
+whole module.  When viewing documentation using help, you can search by
 typing \code{/} and in reverse by typing \code{?}.
 \index{documentation, viewing inline}

@@ -3370,7 +3370,7 @@

 Almost all \sage objects x can be saved in compressed form to disk
 using \code{save(x, filename)} (or in many cases
-\code{x.save(filename)}).  To load the object back in use
+\code{x.save(filename)}).  To load the object back in, use
 \code{load(filename)}.
 %skip
 \begin{verbatim}
@@ -3414,7 +3414,7 @@
 sage: v = E.anlist(100000)              # instant!
 \end{verbatim}

-\note{In Python saving and loading is accomplished using
+\note{In Python, saving and loading is accomplished using
 the \module{cPickle} module.   In particular, a \sage object x
 can be saved via \code{cPickle.dumps(x, 2)}.  Note the $2$!}
 \index{cPickle}
@@ -3449,7 +3449,8 @@
 architectures or operating systems, e.g., you could save a huge matrix
 on 32-bit OS X and reload it on 64-bit Linux, find the echelon form,
 then move it back.  Also, in many cases you can even load objects into
-version of \sage that are different than they were saved in, as long
+versions of \sage that are different from the versions they were saved
+in, as long
 as the code for that object isn't too different.  All the attributes
 of the objects are saved, along with the class (but not source code)
 that defines the object.  If that class no longer exists in a new
@@ -3458,7 +3459,7 @@
 dictionary (with \code{x.__dict__}), and save the dictionary, and load
 that into the newer version.

-\subsection{Saving as text}
+\subsection{Saving as Text}
 You can also save the ASCII text representation of
 objects to a plain text file by simply opening
 a file in write mode and writing the string representation
@@ -3590,7 +3591,7 @@
 or \sage, or whatever, that human-readable file contains everything needed to
 reconstruct your worksheet.

-From within \sage type \code{notebook?} for much
+From within \sage, type \code{notebook?} for much
 more about how to start a notebook server.

 The following diagram illustrates the architecture of the \SAGE Notebook:
@@ -3663,7 +3664,7 @@
 sage: pari('znprimroot(10007)')
 Mod(5, 10007)
 \end{verbatim}
-In the first case a separate copy of the GP interpreter is
+In the first case, a separate copy of the GP interpreter is
 started as a server, and the string \code{'znprimroot(10007)'}
 is sent to it, evaluated by GP, and the result is assigned
 to a variable in GP (which takes up space in the child GP
@@ -3684,8 +3685,8 @@
 can do absolutely anything you could do in the usual GP/PARI command line
 program, since it {\em is} running that program.  In particular, you can
 load complicated PARI programs and run them.
-In contrast, the PARI interface (via the C library) is much more restrictive;
-first not all member functions have been implemented.  Second, a lot of code,
+In contrast, the PARI interface (via the C library) is much more restrictive.
+First, not all member functions have been implemented.  Second, a lot of code,
 e.g., involving numerical integration, won't work via the PARI interface.
 That said, the PARI interface can be significantly faster and more robust
 than the GP one.
@@ -3962,7 +3963,7 @@

 \chapter{Programming}

-\section{Loading and Attaching \SAGE files}\label{sec:loadattach}
+\section{Loading and Attaching \SAGE Files}\label{sec:loadattach}
 \index{attach into SAGE}
 \index{load into SAGE}

@@ -4151,7 +4152,7 @@

 print factor(sage_eval(sys.argv[1]))
 \end{verbatim}
-In order to use this script your \code{SAGE_ROOT} must
+In order to use this script, your \code{SAGE_ROOT} must
 be in your PATH.  If the above script is called \code{factor},
 here is an example usage:
 %skip
@@ -4184,7 +4185,7 @@
 <type 'float'>
 \end{verbatim}

-To this \sage adds many other types.  E.g., vector spaces:
+To this \sage adds many other types.  For example, vector spaces:
 \begin{verbatim}
 sage: V = VectorSpace(QQ, 1000000); V
 Vector space of dimension 1000000 over Rational Field
@@ -4212,7 +4213,7 @@
 -1.46035450880959
 \end{verbatim}

-In some very common cases the usual functional notation is also supported for
+In some very common cases, the usual functional notation is also supported for
 convenience and because mathematical expressions might look confusing
 using object-oriented notation.  Here are some examples.
 \begin{verbatim}
@@ -4246,7 +4247,7 @@
 \code{A.}, then type the \code{[tab]} key on your keyboard, as
 explained in Section~\ref{sec:tabcompletion}.

-\section{Lists, Tuples, and Sequence}
+\section{Lists, Tuples, and Sequences}
 \index{list!creating a}

 The list data type stores elements of arbitrary type. Like in C, C++,
@@ -4627,9 +4628,9 @@
 \end{verbatim}
 When comparing objects of different types in \SAGE, in most cases
 \SAGE tries to find a canonical coercion of both objects to a common
-parent, and if successful the comparison is performed between the
-coerced objects; if not successful the objects are considered not
-equal.  For testing whether two variables reference the same object
+parent.  If successful, the comparison is performed between the
+coerced objects; if not successful, the objects are considered not
+equal.  For testing whether two variables reference the same object,
 use \code{is}.  For example:
 \begin{verbatim}
 sage: 1 is 2/2
@@ -4639,7 +4640,7 @@
 sage: 1 == 2/2
 True
 \end{verbatim}
-In the following two lines the first equality is \code{False} because
+In the following two lines, the first equality is \code{False} because
 there is no {\em canonical} morphism $\Q\to \F_5$, hence no canonical
 way to compare the $1$ in $\F_5$ to the $1 \in \Q$.  In contrast,
 there is a canonical map $\Z \to \F_5$, hence the second comparison
is \code{True}.
@@ -4814,7 +4815,7 @@
 from invocation until exit), \code{percall} is the quotient of \code{cumtime}
 divided by primitive calls, and \code{filename:lineno(function)} provides
 the respective data of each function. The rule of thumb here is: The
-higher the function in that listing the more expensive it is. Thus it
+higher the function in that listing, the more expensive it is. Thus it
 is more interesting for optimization.

 As usual, \code{prun?} provides details on how to use the profiler and
@@ -4834,7 +4835,7 @@
 because prun is an IPython shell command, not a regular function.

 %Strip this, as it is not SAGE self contained?
-For a nice graphical representation of profiling data you can use the
+For a nice graphical representation of profiling data, you can use the
 hotshot profiler, a small script called \code{hotshot2cachetree} and
 the program \code{kcachegrind} (Unix only). The same example with the
 hotshot profiler:
@@ -4857,7 +4858,7 @@
 directory. It can now be converted to the cachegrind format for
 visualization.

-On a system shell type
+On a system shell, type
 %skip
 \begin{verbatim}
 hotshot2calltree -o cachegrind.out.42 pythongrind.prof
@@ -4906,7 +4907,7 @@
     to your current username.
     \item Run \code{d = dsage.start_all()}. This command will launch the
     server, the web server, $2$ workers and return an object (\code{d}) which
-    is a connection to the server. From here on your interaction with
+    is a connection to the server. From here on, your interaction with
     \code{dsage} will be mainly though the \code{d} object.
     \item Open up your browser and go to \url{http://localhost:8082} to see
     the web interface of \code{dsage}. From here you will be able to see the
@@ -4926,7 +4927,7 @@

 \subsection{Example 2}

-In this example we will show you how to use the \code{DistributedFactor}
+In this example, we will show you how to use the \code{DistributedFactor}
 class that comes built-in with \code{dsage}. DistributedFactor attempts to
 factor numbers by using a combination of the ECM and the QSieve algorithm, as
 well as trial factorization for small factors.
@@ -4968,7 +4969,7 @@
 \section{Why Python?}
 \index{Python and SAGE}

-\subsection{Advantages to Python}
+\subsection{Advantages of Python}

 The primary implementation language of \SAGE  is Python (see \cite{Py}),
 though code that must be fast is implemented in a compiled language.
@@ -5111,7 +5112,7 @@
 be imported into \SAGE.

 \note{To install a Python library, for example that you have found on
-the internet, follow the directions, but run \code{sage -python}
+the Internet, follow the directions, but run \code{sage -python}
 instead of \code{python}.  Very often this means typing \code{sage
 -python setup.py install}.}

@@ -5121,10 +5122,10 @@
 appreciated! It can range from substantial code contributions to
 adding to the \SAGE documentation to reporting bugs.

-Browse the \SAGE web page for information for developers; among other
+Browse the \SAGE web page for information for developers.  Among other
 things, you can find a long list of \SAGE-related projects ordered by
 priority and category.  The ``\SAGE Programming Guide'' has helpful
-information, as well, and you can also check out the \code{sage-devel}
+information as well, and you can also check out the \code{sage-devel}
 Google group.


@@ -5167,7 +5168,7 @@
 What is \verb|3^2*4 + 2%5|?  The value (38) is determined by this
 ``operator precedence table''.  The table below is based on the table
 in \S 5.14 of the \emph{Python Language Reference Manual} by G. Rossum
-and F. Drake; the operations are listed here in increasing order of
+and F. Drake.  The operations are listed here in increasing order of
 precedence.

 \begin{center}




-- 
Regards
Minh Van Nguyen

Web: http://nguyenminh2.googlepages.com
Blog: http://mvngu.wordpress.com

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