tf-idf implementation - text-mining

I,am making Plagiarism Detection for 2 strings and for that I am using "Levenshtein Distance Algorithm" to find percentage of plagiarism and "tf idf" to find keywords. But now i am having problem for highlighting the text similar text, I am thinking of using keywords as a seed to form clusters and highlight that cluster, but it seems to be alot of work. Can anyone guide me to how to do it, or any other way. Please help me its my college project.

Assuming you have your own way to find similar words in the text, you can add a span tag around the words you want to mark, give them class attributes, and set that CSS class to background-color:yellow;
I'm assuming you have a foreach evaluation to check each word in a text.
foreach (word in words)
{
if (*word is similar*)
{
word = "<span class='highlight'>" + word + "</span>";
}
}
and in your HTML / CSS
.highlight
{
background-color: yellow;
}

i used LCS to get common substring (i know its not perfect) and used #Mithgroth to highlight those substrings

Related

XQuery Full Text Search: Text Near Element?

I am using the eXist implementation of Lucene. Is there a query that would allow me to find, for instance, all occurrences of <span>A</span> B in a document? I.e., all Bs that occur within 1 word of <span>A</span>, but aren’t wrapped in their own elements?
This XPath should do the trick:
//span[. = 'A'][following-sibling::node()[1] = ' B']
This doesn't make use of eXist's Lucene-based full text index, but you haven't said if you've applied an index to the span element here. If there's another aspect to the challenge, please let me know.

Getting the RIGHT word count of a PDF file

The response in this topic helped me understand why sometimes my
PDF fails to find a word and why I keep getting different word counts when using
different PDF word count programs. I decided to use xpdf. I converted it to text
and added the -layout tag and then opened the resulting text file with Word 2003.
I noted the word count. Then I decided, unfortunately, to remove the -layout tag.
This time, though, the word count is different.
Why did that tag affect the word count? Is there an accurate way to find the word count
of a PDF file? I would even pay for such software if I have to so long as it gives me
the right number of words.
(I checked another topic but thought I'd find out if the solution I just offered would solve everything. There was another topic where advancedpdf was recommended.)
I'd like to argue that there is no reliable word counting. One could, for example, just to make your life harder, put each character of this lovely Stackoverflow answer into a single text object and position such objects such that, only when rendered, gives a meaningful paragraph to humans. Like this:
<html><body><style>
div {float: left;}
</style><div><p>S</p></div><div><p>t</p></div><div><p>a</p></div>
<div><p>c</p></div><div><p>k</p></div>
I would suggest an open source solution using Java. First you would have to parse the pdf file and extract all the text using Tika.
Then i believe you can achieve this simply by scanning the extracted text and counting the words.
Sample code would look like this:
if (f.getName().endsWith(".txt"))
{
in = new BufferedReader(new FileReader(f));
StringBuilder sb = new StringBuilder();
String s = null;
while ((s = in.readLine()) != null)
sb.append(s);
String[] tokenizedTerms = sb.toString().replaceAll("[\\W&&[^\\s]]", "").split("\\W+"); //to get individual terms
}
In tokenizedTerms array , you wil have all the terms(words) of the document and you can count them by calling tokenizedTerms.length(). Hope this was useful. :-)

How would you get count of a given word in a given PDF?

Interview Question
I have been asked this question in an interview, and the answer doesn't have to be specific programming language, platform- or tool- specific.
The question was phrased as following:
How would you get the instance count of a given word in a PDF. The answer doesn't have to be programming, platform, or tool specific. Just let me know how would you do it in a memory and speed efficient way
I am posting this question for following reasons:
To better understand the context - I still fail to understand the context of this question, what might the interviewer be looking for by asking this question?
To get diverse opinions - I tend to answer such questions based on my skills on a programming language (C#), but there might be other valid options to get this done.
Thanks for your interest.
If I had to write a program to do it, I'd find a PDF rendering library capable of extracting text from PDF files, such as Xpdf and then count the words.
If this was a one-of task or something that needed to be automated for a non-production quality task, I'd just feed the file into pdftotext program and then parsed the output file with python, splitting into words, putting them in a dictionary and counting number of occurances.
If I was asking this interviewing question, I'd be looking for a couple of things:
understanding the difference between the setting for this task:
one-off script thingy vs production code
not attempting to
implement PDF rendered yourself and trying to find a library
instead.
Now I wouldn't expect this from any random candidate with no PDF experience, but you can have a very meaningful discussion about what PDF is and what a "word" is. You see, PDF stored text as a bunch of string with coordinates. Each string is not necessarily a word. Often times, the words will be split into a couple of completely separate strings which are absolutely positioned in the document to make a single word. This is why sometimes when searching for words in a PDF document you get strange looking results. So to implement word searching in a document you'd have to glue these strings back together (pdftotext takes care of that for you).
It's not a bad question at all.
You can use Trie It is very easy to get the count of given word.
I would suggest an open source solution using Java. First you would have to parse the pdf file and extract all the text using Tika.
Then I believe the correct question is how to to find the TF(term frequency) of a word in a text. I will not trouble you with definitions because you can achieve this simply by scanning the extracted text and counting the frequency of word.
Sample code would look like this:
while(scan.hasNext())
{
word = scan.next();
ha += (" " + word + " ");
int countWord = 0;
if(!listOfWords.containsKey(word))
{
listOfWords.put(word, 1); //first occurance of this word
}
else
{
countWord = listOfWords.get(word) + 1; //get current count and increment
//now put the new value back in the HashMap
listOfWords.remove(word); //first remove it (can't have duplicate keys)
listOfWords.put(word, countWord); //now put it back with new value
}
}

Regex to extract content between css

So I'm trying to make it so the I get all the text out of a css class.
For instance,
h1 {
font-weight: bold;
}
I need to get a string which will contain "font-weight: bold;"
I also need to make sure this doesn't get mixed up with other classes. Basically imagine that was in the middle of a huge css file. How would I get just that class.
(it is ok to ignore things such as h1.blah or variations of h1.)
This would be the RegEx to grab anything inside of a standard h1 declaration. It takes into account spacing and so forth. You probably want more finely-tuned results, but the question lacks the specificity necessary to address the problem further.
/h1\s*{(.+?)}/m

Proportional font IDE

I would really like to see a proportional font IDE, even if I have to build it myself (perhaps as an extension to Visual Studio). What I basically mean is MS Word style editing of code that sort of looks like the typographical style in The C++ Programming Language book.
I want to set tab stops for my indents and lining up function signatures and rows of assignment statements, which could be specified in points instead of fixed character positions. I would also like bold and italics. Various font sizes and even style sheets would be cool.
Has anyone seen anything like this out there or know the best way to start building one?
I'd still like to see a popular editor or IDE implement elastic tabstops.
Thinking with Style suggests to use your favorite text-manipulation software like Word or Writer. Create your programme code in rich XML and extract the compiler-relevant sections with XSLT. The "Office" software will provide all advanced text-manipulation and formatting features.
i expected you'll get down-modded and picked on for that suggestion, but there's some real sense to the idea.
The main advantage of the traditional 'non-proportional' font requirement in code editors is to ease the burden of performing code formatting.
But with all of the interactive automatic formatting that occurs in modern IDE's, it's really possible that a proportional font could improve the readability of the code (rather than hampering it, as i'm sure many purists would expect).
A character called Roedy Green (famous for his 'how to write unmaintainable code' articles) wrote about a theoretical editor/language, based on Java and called Bali. It didn't include non-proportional fonts exactly, but it did include the idea of having non-uniform font-sizes.
Also, this short Joel Spolsky post posts to a solution, elastic tab stops (as mentioned by another commentor) that would help with the support of non-proportional (and variable sized) fonts.
#Thomas Owens
I don't find code formatted like that easier to read.
That's fine, it is just a personal preference and we can disagree. Format it the way you think is best and I'll respect it. I frequently ask myself 'how should I format this or that thing?' My answer is always to format it to improve readability, which I admit can be subjective.
Regarding your sample, I just like having that nicely aligned column on the right hand side, its sort of a quick "index" into the code on the left. Having said that, I would probably avoid commenting every line like that anyway because the code itself shouldn't need that much explanation. And if it does I tend to write a paragraph above the code.
But consider this example from the original poster. Its easier to spot the comments in the second one in my opinion.
for (size-type i = 0; i<v.size(); i++) { // rehash:
size-type ii = has(v[i].key)%b.size9); // hash
v[i].next = b[ii]; // link
b[ii] = &v[i];
}
for (size-type i = 0; i<v.size(); i++) { // rehash:
size-type ii = has(v[i].key)%b.size9); // hash
v[i].next = b[ii]; // link
b[ii] = &v[i];
}
#Thomas Owens
But do people really line comments up
like that? ... I never try to
line up declarations or comments or
anything, and the only place I've ever
seen that is in textbooks.
Yes people do line up comments and declarations and all sorts of things. Consistently well formatted code is easier to read and code that is easier to read is easier to maintain.
I wonder why nobody actually answers your question, and why the accepted answer doesn't really have anything to do with your question. But anyway...
a proportional font IDE
In Eclipse you can cchoose any font on your system.
set tab stops for my indents
In Eclipse you can configure the automatic indentation, including setting it to "tabs only".
lining up function signatures and rows of assignment statements
In Eclipse, automatic indentation does that.
which could be specified in points instead of fixed character positions.
Sorry, I don't think Eclipse can help you there. But it is open source. ;-)
bold and italics
Eclipse has that.
Various font sizes and even style sheets would be cool
I think Eclipse only uses one font and font-size for each file type (for example Java source file), but you can have different "style sheets" for different file types.
When I last looked at Eclipse (some time ago now!) it allowed you to choose any installed font to work in. Not so sure whether it supported the notion of indenting using tab stops.
It looked cool, but the code was definitely harder to read...
Soeren: That's kind of neat, IMO. But do people really line comments up like that? For my end of line comments, I always use a single space then // or /* or equivalent, depending on language I'm using. I never try to line up declarations or comments or anything, and the only place I've ever seen that is in textbooks.
#Brian Ensink: I don't find code formatted like that easier to read.
int var1 = 1 //Comment
int longerVar = 2 //Comment
int anotherVar = 4 //Command
versus
int var2 = 1 //Comment
int longerVar = 2 //Comment
int anotherVar = 4 //Comment
I find the first lines easier to read than the second lines, personally.
The indentation part of your question is being done today in a real product, though possibly to even a greater level of automation than you imagined, the product I mention is an XSLT IDE, but the same formatting principles would work with most (but not all) conventional code syntaxes.
This really has to be seen in video to get the sense of it all (sorry about the music back-track). There's also a light XML editor spin-off product, XMLQuire, that serves as a technology demonstrator.
The screenshot below shows XML formatted with quite complex formatting rules in this XSLT IDE, where all indentation is performed word-processor style, using the left margin - not space or tab characters.
To emphasise this formatting concept, all characters have been highlighted to show where the left-margin extends to keep indentation. I use the term Virtual Formatting to describe this - it's not like elastic tab stops, because there simply are no tabs, just margin information which is part of the 'paragraph' formatting (RTF codes are used here). The parser reformats continuously, in the same pass as syntax coloring.
A proportional font hasn't been used here, but it could have been quite easily - because the indentation is set in TWIPS. The editing experience is quite compelling because, as you refactor the code (XML in this case), perhaps through drag and drop, or by extending the length of an attribute value, the indentation just re-flows itself to fit - there's no tab-key or 'reformat' button to press.
So, the indentation is there, but the font work is a more complex problem. I've experimented with this, but found that if fonts are re-selected as you type, the horizontal shifting of the code is too distracting - there would need to be a user-initiated 'format fonts' command probably. The product also has Ink/Handwriting technology built-in for annotating code, but I've yet to exploit this in the live release.
Folks are all complaining about comments not lining up.
Seems to me that there's a very simple solution: Define the unit space as the widest character in the font. Now, proportionally space all characters except the space. the space takes up as much room so as to line up the next character where it would be if all preceeding characters on the line were the widest in the font.
ie:
iiii_space_Foo
xxxx_space_Foo
would line up the "Foo", with the space after the "i" being much wider than after the "x".
So call it elastic spaces. rather than tab-stops.
If you're a smart editor, treat comments specially, but that's just gravy
Let me recall arguments about using the 'var' keyword in C#. People hated it, and thought it would make code less clear. For example, you couldn't know the type in something like:
var x = GetResults("Main");
foreach(var y in x)
{
WriteResult(x);
}
Their argument was, that you couln't see if x was an array, an List or any other IEnumerable. Or what the type of y was. In my opinion the unclearity did not arise from using var, but from picking unclear variable names. Why not just type:
var electionResults = GetRegionalElactionResults("Main");
foreach(var result in electionResults)
{
Write(result); // you can see what you're writing!!
}
"But you still cannot see the type of electionResults!" - does it really matter? If you want to change the return type of GetRegionalElectionResults, you can do so. Any IEnumerable will do.
Fast forward to now. People want to align comments en similar code:
int var2 = 1; //The number of days since startup, including the first
int longerVar = 2; //The number of free days per week
int anotherVar = 38; //The number of working hours per week
So without the comment everything is unclear. And if you don't align the values, you cannot seperate them from the variales. But do you? What about this (ignore the bullets please)
int daysSinceStartup = 1; // including first
int freeDaysPerWeek = 2;
int workingHoursPerWeek = 38;
If you need a comment on EVERY LINE, you're doing something wrong. "But you still need to align the VALUES" - do you? what does 38 have to do with 2?
In C# Most code blocks can easily be aligned using only tabs (or acually, multiples of four spaces):
var regionsWithIncrease =
from result in GetRegionalElectionResults()
where result.TotalCount > result > PreviousTotalCount &&
result.PreviousTotalCount > 0 // just new regions
select result.Region;
foreach (var region in regionsWithIncrease)
{
Write(region);
}
You should never use line-to-line comments and you should rarely need to vertically align things. Rarely, not never. So I understand if some of you guys prefer a monospaced font. I prefer the readibility of font Noto Sans or Source Sans Pro. These fonts are available freely from Google, and resemble Calibri, but are designed for programming and thus have all the neccesary characteristics:
Big : ; . , so you can clearly see the difference
Clearly distinct 0Oo and distinct Il|
The major problem with proportional fonts is they destroy the vertical alignment of the code and this is a fairly major loss when it comes to writing code.
The vertical alignment makes it possible to manipulate rectangular blocks of code that span multiple lines by allowing block operations like cut, copy, paste, delete and indent, unindent etc to be easily performed.
As an example consider this snippet of code:
a1 = a111;
B2 = aaaa;
c3 = AAAA;
w4 = wwWW;
W4 = WWWW;
In a mono-spaced font the = and the ; all line up.
Now if this text is loded into Word and display using a proportional font the text effectively turns into this:
NOTE: Extra white space added to show how the = and ; no longer line up:
a1 = a1 1 1;
B2 = aaaa;
c3 = A A A A;
w4 = w w W W;
W4 = W W W W;
With the vertical alignment gone those nice blocks of code effectively disappear.
Also because the cursor is no longer guaranteed to move vertically (i.e. the column number is not always constant from one line to the next) it makes it more difficult to write throw away macro scripts designed to manipulated similar looking lines.