Showing posts with label API. Show all posts
Showing posts with label API. Show all posts

Your genome data through API

Recently 23andme.com reduced their prices of DNA test kit to $99 and now you get your hereditary and other related information for price less than $100!  That is a big drop from where it started $999 and then $299.  I know little about genome/ genomics but it is a very interesting, dynamic, fast growing field which has potential to change the way we view health (one now is empowered to know whether they are at any risk of potential congenital diseases now or in the future ) or one's ancestry!

My interest was in the data that you can play with.  With the API in place you can pull your or demo data.  To do that first I needed to setup data pull through API and following is quick summary of setup I had on my mac.

Some important links:
23andme API
OAuth Introduction
OAuth flow

After creating a developer login account  you can set up the application/client with given credentials - client_id and client_secret.  See below.



For quick testing and pull, I used Dancer web framework on local mac and 23andme uses OAuth2 with 3 legged authentication.  As a first step get the 'code' by creating a simple page with link to their login page.

For exmaple link below takes the user to authorize your client and once successfully user logins the authentication dance happens between the client and server.

"a api.23andme.com="" authorize="" href="http://www.blogger.com/" https:="" redirect_uri="http://localhost:5000/receive_code/&response_type=code&client_id=YOUR_CLIENT_ID&scope=basic" rs123="">"Connect with 23andMe. [pid: $$]";

Note: pid above is a process id for me to know when I killed and restarted the Dancer.

User clicks on the link


and then login to authorize your client to access to her resources.  This is the point where 'code' is received and exchanged for access_token.


After successful OAuth dance now you can call any of end-points ( https://api.23andme.com/docs/reference/ ).  Here is demo user call ( https://api.23andme.com/1/demo/user/ )


Download Google keywords through SUDS

There are sometimes situations where you may want to download all the keywords (criteria) uploaded to Google Adwords and if you have substantial keyword basket (say, more than a million), then either downloading manually or checking through the tools provided by Google become prohibitive.  Also, Google daily keyword performance report provides metrics for all the keywords that have had at least one impression.

Following application is a simple tool that downloads all keywords and dumps that data to different files.    I have removed error handling code and hardcoded many values to simplify it and you can modify this your requirements and don't forget to add your account and API details.  I have been able to download few million keywords using multiple processes.

Environment:
Ubuntu karmic OS running Python 2.6.4 for Adwords API version 13 (V13) using Python SUDS SOAP module.

SEM - Google Adwords API Data Retriever

If you are running many large campaigns or thousands of campaigns and want to track keyword performance of Google Adwords, the following application helps retrieve the data on regular intervals (daily, weekly, monthly, etc.). Using your data warehouse and reporting infrastructure you can slice and dice the data based on your business requirements.

Application is a multi-threaded implementation of pulling data through API. Each thread gets a campaign id to pull keyword performance report.  The code included here is a skeletal code and you need to add error handing, code to suit your database schema and some ETL.  In my environment I have used MySQL 5.0, linux (2.6) and Windows, Perl 5.10.1 and Google Adwords API v13.  You can also use Google's client libraries available in many languages including Java, Python, DotNet, Perl, PHP and others.


Other posts that may be of interest:
1. Google Analytics Data Retriever
2. Bulk data loading using Talend
3. Google Keyword Performance data pull


Campaign Class:

package Campaign;

#-------------------------------------
# Campaign Package
#-------------------------------------

use strict;
use DBI;

sub new {
    my $self = {};
    $self->{campIds} = [];  #-- Master campaign ID array

    bless($self);

    $self->_populateCampaignIds();
    return $self;
}

sub _populateCampaignIds {
    my $self = shift;

    #--------------------------
    #- Connect to database to get list of campaigns (IDs).
    #--------------------------
    #- my $dbh = DBI->connect($data_source, $user_name, $pw);
    #- my $sth = $dbh->prepare(
    #-                  "SELECT campaign_id from campaign
    #-                   WHERE  search_engine = 'google'
    #-                     AND  status = 'active';
    #-                  ";
    #- $sth->execute() or die "Unable to execute a query.\n";
    #- while ( @id = $sth->fetchrow_array ) {
    #-     push (${$self->{campIds}}, $id[0]);
    #- }
    #-
    #- $dbh->disconnect;

    #---- For demo, I have hard-coded some IDs.
    push( @{$self->{campIds} }, '1111');
    push( @{$self->{campIds} }, '2222');
    push( @{$self->{campIds} }, '3333');

    return 1;
}

#----------------------------
#- Returns master list of campaign IDs
#----------------------------
sub getCampaignIds {
    my $self = shift;

    return @{ $self->{campIds} };
}

#----------------------------
#- Returns chunk of campaign IDs from master array.
#----------------------------
sub getCampaignIdChunk {
    my $self = shift;
    my $chunks = shift;
    my $index = shift;

    if (!defined $index and !defined $chunks) { 
        return undef; 
    }

    my $chunkSize = int (scalar(@ {$self->{campIds}})/$chunks);
    if ($chunkSize < 1) {
        print "Error: no campaigns to process for thread $index\n";
        return undef;
    }
    my $lIx = $chunkSize * ($index - 1);  #-- low index
    my $hIx = $chunkSize * ($index);      #-- high index

    my @campIds = ();
    if ($index < $chunks) {
        @campIds = splice (@ {$self->{campIds}}, $lIx, $chunkSize);
    } else {
        #- print "Getting LAST chunk for $index from lower $lIx element and a chunk size of $chunkSize\n";
        @campIds = splice (@ {$self->{campIds}}, $lIx);
    }

    return @campIds;
}

1;


Prototype application:

#-------------------------------------------------
# Adwords Data Retriever
#   This is skeleton application to pull Adwords Keywords Performance Report Data
#   from Google through Adwords API.
#   Uses multi-threaded programming technique for simultaneous pull of many campaigns. 
#   Campaign ids in the application are hard-coded with dummy values and hence replace them by connecting
#     to your database and getting actual campaign ids (code shown).
#   Also, for authentication use your user name, password, developer & application code.
# Valid for Google Adwords v13.  
# Author: Shiva M.
#-------------------------------------------------

#- use lib "Add directory where you installed Campaign.pm";
use strict;
use Benchmark;
use Getopt::Std;
use Data::Dumper;

use XML::Simple;
use LWP::Simple;
use Crypt::SSLeay;
use SOAP::Lite;
use IO::Uncompress::Gunzip qw();

use threads;
use threads::shared;

use Campaign;

my (%opts, @worker) = undef;
my $NUM_THREADS = 3;     #-- Modify this to suit your environment. Or better use Config module with ini file to setup application configuration.
my $GOOGLE_API = 'https://adwords.google.com/api/adwords/v13';

#-------------------------------------------------
# Main program.
#-------------------------------------------------
getOpts();

if ($opts{'s'} == 1) {
    for (my $i = 1; $i < ($NUM_THREADS+1); $i++) {
        print "MASTER: Starting thread " . $i, "\n";
        $worker[$i] = threads->new(\&pullCampaignData, $i);
        sleep 5;
    }

  while(anyRunningThread()) {
     for (my $ii = 1; $ii < scalar(@worker); $ii++) {
         my $thr = $worker[$ii];
         if ($thr->is_joinable) {
            my $ret = eval { $thr->join() };
            print "Thread $ii returned: $ret\n";
         }
     }
     sleep(10);
   }
}

exit (0);

#-------------------------------------------------
# Subroutines.
#-------------------------------------------------
sub getOpts {
    if (!getopts('s:d:', \%opts)) {
        print "Invalid option. Exiting\n";
        exit (-1);
    }

    return 1;
}

#-----------------------------
#- Any thread still running?. Returns Yes/No (1/0)
#-----------------------------
sub anyRunningThread {
    my $runThrs = threads->list(threads::running);
    print "Still $runThrs threads are running.\n";
    if ($runThrs) { return 1; }

    return 0;
}

#---------------------------
#- Each thread to pull keyword performance reports for a list of campaigns
#---------------------------
sub pullCampaignData {
    my ($tId) = @_;
    my $thr = $worker[$tId];

    my $to_dollar_conv_factor = 1 /(1000 * 1000);  #-- Currency in micros. $1 <=> 1000 * 1000;

    my $log = "thread_$tId.log";
    open (TFH, ">$log") or die "Unable to open file $log\n";   #-- Log file for the thread.

    #---------------------------------
    #- Get this thread share of load - list of campaign IDs
    #---------------------------------
    my $campaign = Campaign->new();
    my @tCampIds = $campaign->getCampaignIdChunk($NUM_THREADS,$tId);

    print TFH "\npullCampaignData \$tId: $tId: campaignIDs:", map {"$_ "} @tCampIds;

    my @headers = (SOAP::Header->name('email'            => $email),
                   SOAP::Header->name('password'         => $pw),
                   SOAP::Header->name('useragent'        => $ua_name),
                   SOAP::Header->name('developerToken'   => $developer_token),
                   SOAP::Header->name('applicationToken' => $application_token)
                  );

    my $url = sprintf('https://%s.google.com/api/adwords/v13/ReportService', 'adwords');
    my $wsdl = $url . '?wsdl';
    my $service = SOAP::Lite->service($wsdl)->autotype(0)->readable(1)->proxy($url);
    print TFH "\ndebug:service=$service" if $opts{d};

    $service->on_fault(
                sub {
                     my $response = $::ARG[1];
                     die('The following SOAP fault occurred:', "\n", 'faultcode: ',
                         $response->faultcode(), "\n",
                         'faultstring: ', $response->faultstring(),
                         "\n");
                }
    );
    SOAP::Lite->import(+trace => 'debug') if $opts{d};


    #---------------------------
    # Make SOAP call.
    # Get one campaign data at a time. Generate a file to bulk load into database.
    #---------------------------

    foreach my $cId (@tCampIds) {

        my $AWJobParams = {
                  'selectedReportType' => 'Keyword',
                  'name'               => 'AW Keyword Perf Daily Report',
                  'aggregationTypes'   => ['Daily'],
                  'startDay'           => $yesterday_date,
                  'endDay'             => $yesterday_date,
                  'selectedColumns'    => [ qw (
                     KeywordId Keyword CampaignId CampaignStatus
                     AdGroupId AdGroupStatus AdGroupMaxCpa AdWordsType
                     Impressions Clicks CTR CPC Conversions ConversionRate Cost
                     AveragePosition QualityScore AverageConversionValue BottomPosition
                     CPM CostPerConverstion CostPerTransaction DailyBudget DefaultCount
                     DefaultValue FirstPageCpc KeywordDestUrlDisplay KeywordStatus
                     KeywordTypeDisplay LeadCount LeadValue MaxContentCPC MaximumCPC
                     MaximumCPM PageViewCount PageViewValue SalesCount SalesValue
                     TopPosition TotalConversionValue Transactions ValuePerClick
                     ValuePerCost CustomerName ExternalCustomerId )  
                                          ],
                  'crossClient'        => 1,
                  'campaigns'          => [$cId]
        };


        #------------------------------
        # Step 1. Define a job
        #------------------------------
        my $report_job = SOAP::Data->name('job' => $AWJobParams);
        $report_job->attr({'xsi:type' => 'DefinedReportJob', 'xmlns' => "$GOOGLE_API"});

        #------------------------------
        # Output XML file after unzipped.
        #------------------------------
        my $output = "${cId}_kw_perf.xml";


        #-------------------------------
        # Catch any exception
        #-------------------------------
        eval {

            #------------------------------
            # Step 2. Validate report.
            #------------------------------
            $service->call('validateReportJob' => $report_job, @headers);
            print TFH "debug: about to schedule report \n";

            #------------------------------
            # Step 3. Schedule report.
            #------------------------------
            my $job_id = $service->call('scheduleReportJob' => $report_job, @headers)->result();
            $job_id = SOAP::Data->name('reportJobId' => $job_id);

            #------------------------------
            # Step 4. Get report status. Wait until finish or error.
            #------------------------------
            my $status = $service->call('getReportJobStatus' => $job_id, @headers)->result();
            while ($status ne 'Completed' and $status ne 'Failed') {
                print TFH "Report job status is $status\n";
                sleep(30);
                $status = $service->call('getReportJobStatus' => $job_id, @headers)->result();
            }
            if ($status eq 'Failed') {
                die("Report job generation failed.\n");
            }

            #------------------------------
            # Step 5. Get report URL to download the file.
            #------------------------------
            my $report_url = $service->call('getGzipReportDownloadUrl' => $job_id, @headers)->result();
            print TFH "Report is available at $report_url\n" if $opts{d};

            #------------------------------
            # Step 6. Get the data file (report).
            #------------------------------
            my $gzip_report_data = LWP::Simple::get($report_url);


            #------------------------------
            # Step 6a. Save it to local file.
            #------------------------------
            my $localFile = "${cId}_kw_perf.xml.gz";
            open(LFH, ">$localFile") or die "Could not open $localFile: $!\n";
            print LFH $gzip_report_data . "\n";
            close LFH;


            #------------------------------
            # Step 7. Unzip the file and build xml hash.
            #------------------------------
            IO::Uncompress::Gunzip::gunzip(\$gzip_report_data => $output);

            my $xml_hash = XMLin($output);
            print TFH Dumper($xml_hash) if $opts{d};

            #------------------------------
            # Step 8. Create database bulk load file.
            #------------------------------
            open (BLFH, ">${cId}_bulk_load_input.txt") or die "Unable to create bulk load file: $!\n";


            #-- Uncomment the fields that are of interest to you.
            foreach my $row (@{$xml_hash->{table}->{rows}->{row}}) {
                print BLFH
                    $row->{keywordid},"\t", $row->{keyword},"\t",
                    $row->{campaignid},"\t",
                    # $row->{campaign},"\t",
                    $row->{campStatus},"\t", $row->{adgroupid},"\t",
                    # $row->{adgroup},"\t",
                    # $row->{agstatus},"\t",
                    # $row->{agMaxCpa} * $to_dollar_conv_factor,"\t",
                    # $row->{adwordsType}, $row->{keywordid}, $row->{keyword}, $row->{kwStatus},
                    # $row->{customerid}, $row->{acctname}, $row->{kwDestUrl},
                    $row->{imps},"\t", $row->{clicks},"\t", $row->{ctr},"\t",
                    # $row->{cpc} * $to_dollar_conv_factor, $row->{conv},
                    # $row->{convRate},
                    $row->{cost} * $to_dollar_conv_factor,"\t",
                    $row->{pos},"\t",
                    $row->{qualityScore},"\t",
                    # $row->{avgConvValue} * $to_dollar_conv_factor,
                    # $row->{bottomPosition}, $row->{cpm} * $to_dollar_conv_factor,
                    # $row->{costPerConv} * $to_dollar_conv_factor,
                    # $row->{cpt} * $to_dollar_conv_factor,
                    # $row->{budget} * $to_dollar_conv_factor, $row->{defaultConv},
                    # $row->{defaultConvValue} * $to_dollar_conv_factor,
                    # $row->{firstPageCpc} * $to_dollar_conv_factor,
                    $row->{kwDestUrl},"\t", $row->{kwType},
                    # $row->{leads}, $row->{leadValue} * $to_dollar_conv_factor,
                    # $row->{maxContentCpc} * $to_dollar_conv_factor,
                    # $row->{maxCpc} * $to_dollar_conv_factor,
                    # $row->{maxCpm} * $to_dollar_conv_factor, $row->{pageviews},
                    # $row->{pageviewValue} * $to_dollar_conv_factor,
                    # $row->{purchases},
                    # $row->{purchaseValue} * $to_dollar_conv_factor,
                    # $row->{topPosition},
                    # $row->{convValue} * $to_dollar_conv_factor,
                    # $row->{transactions}, $row->{convVpc},
                    # $row->{valueCostRatio},
                    "\n";
            }
            close(BLFH);
        };

        if ($@) {
            print("Report job failed validation due to the following error: ", $@, "\n");
            exit (-1);
        }
    }

    close(TFH);
    return 1;
}


Bulk loading into data warehouse staging and perform summarization.

#- Psuedo code
#-  1. Cleanup or perform any needed transformation of data in the application.
#-  2. Concatenate all the campaign keyword performance data to a file(s).
#-  3. Bulk load file into a staging table.
#-  4. Transform and summarize the data through SQL.

Enjoy,
Shiva

Adwords Keyword Performance data pull

If you are handling multiple accounts or a large account at Adwords center managing few tens of thousand of keywords to millions of keywords, you would be interested in tracking the keyword performance over a period of time. You can do so by pulling daily summary report from Google through Adwords API and storing the data in your data mart or data warehouse for further analysis.

Pulling the data through API involves 6 steps:
   1. definedReportJob object - Specifies the type of report you want.
   2. validateReportJob - Validate the report that you would like to get. Returns nothing.
   3. scheduleReportJob - Now schedule the job for above object. This request returns an ID.
   4. getReportJobStatus - Get status of the report. If "Completed" go to next.
   5. getReportDownloadUrl - Retrieve the URL where your report is stored. The returned URL is valid for five minutes. If the URL expires, just call getReportDownloadUrl again. Keep this URL private, since anyone can use it to access your report.
   6. getGzipReportDownloadUrl - Download your report by sending an HTTP GET request.

Following pseudo code and code explains each step execution in more detail.  I use Perl SOAP calls to generate Adwords requests. Also, note the following code works well with API version v13 and Google is transitioning many of its Adwords API to v2009. As of Dec.2009 ReportService was still available only in v13.