Tuesday, 26 July 2011

Query Twitter with Talend to see what people think about …

Hi all,

Almost on holidays after a very hard working year. I have some beach time.

This morning, I tried to query Twitter and to process the data. My purpose is to quickly build a data set showing what people are talking about … let’s say, Obama. Easy, Twitter is providing an interface to run queries and retrieve the results back with json format.

Well, my proposition is to implement a basic word frequency analysis. My tool is Talend, but this process is also easy to set up using java, php, python, shell, Kettle …

image

Here are some details :

  • fileInputJSON : just read the json from Twitter search engine. The syntax is : http://search.twitter.com/search.json?&q=YOUR_QUERY_HERE&rpp=10000, where YOUR_QUERY_HERE = the key word you want to search for. Don’t forget to distribute the answer into a string column :
    • answer ====> “$..text” : where “$..text” stands for the tweet message you want to read.
  • tmap : just to transform the text into lower case. I tried to do it on the fly in the json step, but it does not work.
  • tnormalize : transform all words from anwer into rows (separator is space).
  • tfilter : filter your data in order to avoid “|” (pipes) and other special chars + get rid of words having less than 4 letters.
  • taggregate : aggregate on the words and add a new column named nb that will store the distinct count of all words.
  • tsortrow : now you have words and counts, just sort the data from higher counts to lower (desc).
  • tsamplerow : as we just want to read the first top 20 words, we create a sample based on the sorted rows with range “1..20”.

Finally, I print everything into the console by using a tlogrow + “:” separator.

Here are the data for the keyword “obama”, the query was done on July 26 at 16h00.

image

Finally, I will use Jonathan Feinberg, wordle, to create a nice and sexy word map with the above results.

image

 

Setting up the process and testing it only took 20 minutes. Of course, this can be improved a lot by adding string cleaning, custom data filtering… or better :

  • Capture who created the tweet and who received it : you can create relationship networks with, for instance, networkx.
  • Send the data to a powerfull text analytics framework like NLTK, for better analytics.
  • Create the word map picture into Talend. I have some source code for this, will have to work on it …

I ll see how to add one of these features soon.

170 comments:

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Further, there are also no collaterals associated with these loans.
There is minimal paper function required on the element of borrower.
There are also no hidden or further documentation or faxing
expected right here. Applying for these loans is also especially handy.

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Issues such as defaults, arrears, bankruptcy, CCJs and even IVAs are not viewed as here.
Further, there are also no collaterals connected with these loans.
There is minimal paper perform expected on the element of borrower.
There are also no hidden or further documentation or faxing
required here. Applying for these loans is also especially practical.
People today only require filling an via the internet form and
once this gets approved cash is received inside 24 hours time frame.
These loans are usually provided beneath convenient terms and situations.
The common simple applicant criteria here is that they should really be a UK resident and of 18 years of
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Additional, there are also no collaterals related with these loans.

There is minimal paper perform required on the component of borrower.
There are also no hidden or further documentation or faxing required right here.
Applying for these loans is also incredibly convenient.
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is received within 24 hours time frame. These loans are generally provided under convenient terms and conditions.
The general fundamental applicant criteria right here is that they should really be a UK resident and of
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regarded right here. Further, there are also no collaterals
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expected here. Applying for these loans is also quite handy.
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CCJs and even IVAs are not regarded here. Further,
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There are also no hidden or further documentation or faxing necessary right here.
Applying for these loans is also very hassle-free. Men and women simply demand filling an on the internet
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