Sunday, February 21, 2016

How to store twitter search results from R into SQL Server

I was messing around with R and grabbing twitter searches from within R, after that I decided to store the result in a csv file. Instead of stroring the results in a file, what if I want to store that info into a SQL Server database? This is pretty easy to do. If you want to try this out yourself, first head on over to my other post Using twitter from the R console. There you will be able to see how to setup OAuth so that you can use twitter within R, you will also see how to install the R twitteR package as well.

Time to get started....

First let's see how to connect to SQL Server from R
To load data from SQL Server into R, you first need to create an ODBC Data Source, I created one named LocalSqlServer, this DSN Data Source points to my local SQL Server 2016 instance.


After you have created your ODBC data source, you need to load the (RODBC) package, create a connection, execute a query, display the results and close the connection.. Here is what it looks like in the R Console



> require(RODBC)

>db <- odbcConnect("LocalSqlServer")

> Sample <- sqlQuery(db, "select * from sysobjects", stringsAsFactors=FALSE)

> head(Sample)
> close(db)  #close ORDBC connection
name id xtype uid info status base_schema_ver 1 sp_MSalreadyhavegeneration -1073624922 P 4 0 0 0 2 sp_MSwritemergeperfcounter -1072815163 P 4 0 0 0 3 TABLE_PRIVILEGES -1072372588 V 3 0 4 sp_replsetsyncstatus -1071944761 X 4 0 0 0 5 sp_replshowcmds -1070913306 P 4 0 0 0 6 sp_publishdb -1070573756 P 4 0 0 0

Now that we know how to connect to SQL Server, let's see if we can get the twitteR package to work, head on over to my other post Using twitter from the R console to see how to install twitterR and how some queries are executed.


Assuming the twitteR package is installed, we need to load it to use it


library(twitteR)

The next command is the command to enable OAuth, to see how to set this up go here Using twitter from the R console

setup_twitter_oauth("API key", "API secret", "Access token", "Access secret")
[1] "Using direct authentication"

Now it is time to do a simple search

tweets <- searchTwitter('#rstats', n=6) 
tweets





Running that command should have given you some results. However what we need as output is a dataframe, this way we can easily load this into a table in SQL Server. You can use the twListToDF function


tweets <- searchTwitter('#rstats', n=6) 
twListToDF(tweets)


The output now looks different



1                             RT @rquintino: @Mairos_B #sqlsatportugal session: all about R in #SqlServer 2016 #rstats https://t.co/DHrqIZrz1e
2                                                      a quick script to use imgcat in #rstats https://t.co/fpUlgWNX33 https://t.co/AhCCMLewCH
3 RT @KirkDBorne: Useful packages (libraries) for Data Analysis in R: https://t.co/haRKopFyly #DataScience #Rstats by @analyticsvidhya https:…
4                      Hey #rstats tweeps, do you have any readings to recommend on sensitivity analysis? Books/articles/websites all welcome.
5 RT @KirkDBorne: A Complete Tutorial on Time Series Modeling in R: https://t.co/7oI6JKyU4E #MachineLearning #DataScience #Rstats by @Analyti…
6 RT @KirkDBorne: A Complete Tutorial on Time Series Modeling in R: https://t.co/7oI6JKyU4E #MachineLearning #DataScience #Rstats by @Analyti…
  favorited favoriteCount replyToSN             created truncated replyToSID
1     FALSE             0        NA 2016-02-20 20:29:54     FALSE         NA
2     FALSE             0        NA 2016-02-20 20:24:50     FALSE         NA
3     FALSE             0        NA 2016-02-20 20:16:25     FALSE         NA
4     FALSE             0        NA 2016-02-20 20:11:08     FALSE         NA
5     FALSE             0        NA 2016-02-20 20:11:06     FALSE         NA
6     FALSE             0        NA 2016-02-20 20:02:05     FALSE         NA
                  id replyToUID
1 701141750161784834         NA
2 701140474019577856         NA
3 701138356466483204         NA
4 701137026075140096         NA
5 701137018508722176         NA
6 701134750296227840         NA
                                                                            statusSource
1                Mobile Web (M5)
Tweetbot for Mac
3   Twitter for Android
4                     Twitter Web Client
5     Twitter for iPhone
6                     Twitter Web Client
     screenName retweetCount isRetweet retweeted longitude latitude
1      psousa75            3      TRUE     FALSE        NA       NA
2      millerdl            0     FALSE     FALSE        NA       NA
3   diana_nario           50      TRUE     FALSE        NA       NA
4    emjonaitis            0     FALSE     FALSE        NA       NA
5       caryden           41      TRUE     FALSE        NA       NA
6 ArkangelScrap           41      TRUE     FALSE        NA       NA



The output now has a lot more stuff, you can see if it has been retweeted or favorited as well as the latitude, longtitude and more.

Time to send the result to SQL Server

There is a problem with how the sqlSave method creates the table, it makes the created column a float and then all inserts fail.


Run the following DDL statement in your database
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CREATE TABLE [dbo].[tweets](
	[rownames] [nvarchar](255) NULL,
	[text] [nvarchar](255) NULL,
	[favorited] [nvarchar](5) NULL,
	[favoriteCount] [float] NULL,
	[replyToSN] [nvarchar](5) NULL,
	[created] [datetime] NULL,
	[truncated] [nvarchar](5) NULL,
	[replyToSID] [nvarchar](5) NULL,
	[id] [nvarchar](255) NULL,
	[replyToUID] [nvarchar](5) NULL,
	[statusSource] [nvarchar](255) NULL,
	[screenName] [nvarchar](255) NULL,
	[retweetCount] [float] NULL,
	[isRetweet] [nvarchar](5) NULL,
	[retweeted] [nvarchar](5) NULL,
	[longitude] [nvarchar](255) NULL,
	[latitude] [nvarchar](255) NULL
) ON [PRIMARY]

Now we are ready to save our twitter data in SQL Server,  here is how you do it.


> sqlSave(db,append = TRUE,colnames = FALSE,verbose = FALSE, addPK = FALSE, twListToDF(tweets))
Here is what the results look in SSMS



Make sure that you have append = TRUE, if you make it FALSE, the table will be recreated every time but since the command issued creates the wrong data type for the created column, you can't use it


So to recap, here are the commands you need after you loaded the twitterR package and have setup OAuth


> tweets <- searchTwitter('#rstats', n=6) #store the twitter search results
> twListToDF(tweets)  #convert to dataframe

> require(RODBC)  # load RODBC package
> db <- odbcConnect("LocalSqlServer")  #connect
> sqlSave(db,append = TRUE,colnames = FALSE,verbose = FALSE, addPK = FALSE, twListToDF(tweets))  #insert data into your table
> close(db)  #close ORDBC connection
 

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