Showing posts with label automating. Show all posts
Showing posts with label automating. Show all posts

Saturday, December 7, 2013

Automated Creative Testing With Statistical Significance

In the spirit of the Holidays, I've got a little gift for everyone. This script will monitor your AdGroups for creative tests that have hit statistical significance and notify you with an email so that you can take action. The script keeps track of changes to any AdGroups so that it always knows when a new test has started without you having to keep track. It applies labels to your Ads and then notifies you via email when the tests have completed.

This script is based on my previous Ad Testing Script but has some additional features. Namely, instead of pausing stats based purely on a metric, this script calculates the statistical significance of the test before making a decision. The calculations are based on a blog post and spreadsheet from VisualWebsiteOptimizer that I modified to work with AdWords Ads.

I also incorporated the ability to link directly to the Campaign or AdGroup from the notification email which I posted about before. All you need to do is fill in the __c and __u parameters to enable that feature.

And finally, since this is probably the largest and most complicated script I've shared here, I used the logic from my post about Google Analytics reporting to fire a beacon whenever the script is ran. You are more than welcome to disable it (remove beacon(); from the second to the last line of the main function), but I would love to get an idea of just how many people are using this script.

Since this script is pretty big, and the formatting here can be a little iffy sometimes, you can also download it from GitHub.

Thanks as always for reading and have a fun and safe holiday.

Thanks,
Russ

/*********************************************
* Automated Creative Testing With Statistical Significance
* Version 2.1
* Changelog v2.1
*   - Fixed INVALID_PREDICATE_ENUM_VALUE
* Changelog v2.0
*   - Fixed bug in setting the correct date
*   - Script now uses a minimum visitors threshold 
*        per Ad instead of AdGroup
*   - Added the ability to add the start date as a label to AdGroups
*   - Added ability to check mobile and desktop ads separately
* Changelog v1.1.1 - Fixed bug with getDisplayUrl
* Changelog v1.1 
*   - Added ability to only run on some campaigns
*   - Fixed bug in info logging
* Russ Savage
* FreeAdWordsScripts.com
**********************************************/
var EXTRA_LOGS = true;
var TO = ['user@email.com'];
var CONFIDENCE_LEVEL = 95; // 90%, 95%, or 99% are most common
 
//If you only want to run on some campaigns, apply a label to them
//and put the name of the label here.  Leave blank to run on all campaigns.
var CAMPAIGN_LABEL = '';
 
//These two metrics are the components that make up the metric you
//want to compare. For example, this measures CTR = Clicks/Impressions
//Other examples might be:
// Cost Per Conv = Cost/Conversions
// Conversion Rate = Conversions/Clicks
// Cost Per Click = Cost/Clicks
var VISITORS_METRIC = 'Impressions';
var CONVERSIONS_METRIC = 'Clicks';
//This is the number of impressions the Ad needs to have in order
//to start measuring the results of a test.
var VISITORS_THRESHOLD = 100;

//Setting this to true to enable the script to check mobile ads
//against other mobile ads only. Enabling this will start new tests
//in all your AdGroups so only enable this after you have completed
//a testing cycle.
var ENABLE_MOBILE_AD_TESTING = false;

//Set this on the first run which should be the approximate last time
//you started a new creative test. After the first run, this setting
//will be ignored.
var OVERRIDE_LAST_TOUCHED_DATE = 'Jan 1, 2014';
 
var LOSER_LABEL = 'Loser '+CONFIDENCE_LEVEL+'% Confidence';
var CHAMPION_LABEL = 'Current Champion';

// Set this to true and the script will apply a label to 
// each AdGroup to let you know the date the test started
// This helps you validate the results of the script.
var APPLY_TEST_START_DATE_LABELS = true;
 
//These come from the url when you are logged into AdWords
//Set these if you want your emails to link directly to the AdGroup
var __c = '';
var __u = '';
 
function main() {
  createLabelIfNeeded(LOSER_LABEL,"#FF00FF"); //Set the colors of the labels here
  createLabelIfNeeded(CHAMPION_LABEL,"#0000FF"); //Set the colors of the labels here
   
  //Let's find all the AdGroups that have new tests starting
  var currentAdMap = getCurrentAdsSnapshot();
  var previousAdMap = getPreviousAdsSnapshot();
  if(previousAdMap) {
    currentAdMap = updateCurrentAdMap(currentAdMap,previousAdMap);
  }
  storeAdsSnapshot(currentAdMap);
  previousAdMap = null;
   
  //Now run through the AdGroups to find tests
   var agSelector = AdWordsApp.adGroups()
    .withCondition('CampaignStatus = ENABLED')
    .withCondition('AdGroupStatus = ENABLED')
    .withCondition('Status = ENABLED');
  if(CAMPAIGN_LABEL !== '') {
    var campNames = getCampaignNames();
    agSelector = agSelector.withCondition("CampaignName IN ['"+campNames.join("','")+"']");
  }
  var agIter = agSelector.get();
  var todayDate = getDateString(new Date(),'yyyyMMdd');
  var touchedAdGroups = [];
  var finishedEarly = false;
  while(agIter.hasNext()) {
    var ag = agIter.next();

    var numLoops = (ENABLE_MOBILE_AD_TESTING) ? 2 : 1;
    for(var loopNum = 0; loopNum < numLoops; loopNum++) {
      var isMobile = (loopNum == 1);
      var rowKey;
      if(isMobile) {
        info('Checking Mobile Ads in AdGroup: "'+ag.getName()+'"');
        rowKey = [ag.getCampaign().getId(),ag.getId(),'Mobile'].join('-');
      } else {
        info('Checking Ads in AdGroup: "'+ag.getName()+'"');
        rowKey = [ag.getCampaign().getId(),ag.getId()].join('-');
      }

      if(!currentAdMap[rowKey]) {  //This shouldn't happen
        warn('Could not find AdGroup: '+ag.getName()+' in current ad map.');
        continue; 
      }
      
      if(APPLY_TEST_START_DATE_LABELS) {
        var dateLabel;
        if(isMobile) {
          dateLabel = 'Mobile Tests Started: '+getDateString(currentAdMap[rowKey].lastTouched,'yyyy-MM-dd');
        } else {
          dateLabel = 'Tests Started: '+getDateString(currentAdMap[rowKey].lastTouched,'yyyy-MM-dd');
        }

        createLabelIfNeeded(dateLabel,"#8A2BE2");
        //remove old start date
        var labelIter = ag.labels().withCondition("Name STARTS_WITH '"+dateLabel.split(':')[0]+"'")
                                   .withCondition("Name != '"+dateLabel+"'").get();
        while(labelIter.hasNext()) {
          var label = labelIter.next();
          ag.removeLabel(label.getName());
          if(!label.adGroups().get().hasNext()) {
            //if there are no more entities with that label, delete it.
            label.remove();
          }
        }
        applyLabel(ag,dateLabel);
      }
          
      //Here is the date range for the test metrics
      var lastTouchedDate = getDateString(currentAdMap[rowKey].lastTouched,'yyyyMMdd');
      info('Last Touched Date: '+lastTouchedDate+' Todays Date: '+ todayDate);
      if(lastTouchedDate === todayDate) {
        //Special case where the AdGroup was updated today which means a new test has started.
        //Remove the old labels, but keep the champion as the control for the next test
        info('New test is starting in AdGroup: '+ag.getName());
        removeLoserLabelsFromAds(ag,isMobile);
        continue;
      }
      
      //Is there a previous winner? if so we should use it as the control.
      var controlAd = checkForPreviousWinner(ag,isMobile);
      
      //Here we order by the Visitors metric and use that as a control if we don't have one
      var adSelector = ag.ads().withCondition('Status = ENABLED').withCondition('AdType = TEXT_AD');
      if(!AdWordsApp.getExecutionInfo().isPreview()) {
        adSelector = adSelector.withCondition("LabelNames CONTAINS_NONE ['"+[LOSER_LABEL,CHAMPION_LABEL].join("','")+"']");
      }
      var adIter = adSelector.forDateRange(lastTouchedDate, todayDate)
                             .orderBy(VISITORS_METRIC+" DESC")
                             .get();
      if( (controlAd == null && adIter.totalNumEntities() < 2) ||
          (controlAd != null && adIter.totalNumEntities() < 1) )
      { 
        info('AdGroup did not have enough eligible Ads. Had: '+adIter.totalNumEntities()+', Needed at least 2'); 
        continue; 
      }
      
      if(!controlAd) {
        info('No control set for AdGroup. Setting one.');
        while(adIter.hasNext()) {
          var ad = adIter.next();
          if(shouldSkip(isMobile,ad)) { continue; }
          controlAd = ad;
          break;
        }
        if(!controlAd) {
          continue;
        }
        applyLabel(controlAd,CHAMPION_LABEL);
      }
      
      while(adIter.hasNext()) {
        var testAd = adIter.next();
        if(shouldSkip(isMobile,testAd)) { continue; }
        //The Test object does all the heavy lifting for us.
        var test = new Test(controlAd,testAd,
                            CONFIDENCE_LEVEL,
                            lastTouchedDate,todayDate,
                            VISITORS_METRIC,CONVERSIONS_METRIC);
        info('Control - Visitors: '+test.getControlVisitors()+' Conversions: '+test.getControlConversions());
        info('Test    - Visitors: '+test.getTestVisitors()+' Conversions: '+test.getTestConversions());
        info('P-Value: '+test.getPValue());
        
        if(test.getControlVisitors() < VISITORS_THRESHOLD ||
           test.getTestVisitors() < VISITORS_THRESHOLD)
        {
          info('Not enough visitors in the control or test ad.  Skipping.');
          continue;
        }
        
        //Check for significance
        if(test.isSignificant()) {
          var loser = test.getLoser();
          removeLabel(loser,CHAMPION_LABEL); //Champion has been dethroned
          applyLabel(loser,LOSER_LABEL);
          
          //The winner is the new control. Could be the same as the old one.
          controlAd = test.getWinner();
          applyLabel(controlAd,CHAMPION_LABEL);
          
          //We store some metrics for a nice email later
          if(!ag['touchCount']) {
            ag['touchCount'] = 0;
            touchedAdGroups.push(ag);
          }
          ag['touchCount']++;
        }
      }
      
      //Let's bail if we run out of time so we can send the emails.
      if((!AdWordsApp.getExecutionInfo().isPreview() && AdWordsApp.getExecutionInfo().getRemainingTime() < 60) ||
         ( AdWordsApp.getExecutionInfo().isPreview() && AdWordsApp.getExecutionInfo().getRemainingTime() < 10) )
      {
        finishedEarly = true;
        break;
      }
    }
  }
  if(touchedAdGroups.length > 0) {
    sendMailForTouchedAdGroups(touchedAdGroups,finishedEarly);
  }
  beacon();
}
 
// A helper function to return the list of campaign ids with a label for filtering 
function getCampaignNames() {
  var campNames = [];
  var labelIter = AdWordsApp.labels().withCondition("Name = '"+CAMPAIGN_LABEL+"'").get();
  if(labelIter.hasNext()) {
    var label = labelIter.next();
    var campIter = label.campaigns().get();
    while(campIter.hasNext()) {
      campNames.push(campIter.next().getName()); 
    }
  }
  return campNames;
}
 
function applyLabel(entity,label) {
  if(!AdWordsApp.getExecutionInfo().isPreview()) {
    entity.applyLabel(label);
  } else {
    var adText = (entity.getEntityType() === 'Ad') ? [entity.getHeadline(),entity.getDescription1(),
                                                      entity.getDescription2(),entity.getDisplayUrl()].join(' ') 
                                                   : entity.getName();
    Logger.log('PREVIEW: Would have applied label: '+label+' to Entity: '+ adText);
  }
}
 
function removeLabel(ad,label) {
  if(!AdWordsApp.getExecutionInfo().isPreview()) {
    ad.removeLabel(label);
  } else {
    var adText = [ad.getHeadline(),ad.getDescription1(),ad.getDescription2(),ad.getDisplayUrl()].join(' ');
    Logger.log('PREVIEW: Would have removed label: '+label+' from Ad: '+ adText);
  }
}
 
// This function checks if the AdGroup has an Ad with a Champion Label
// If so, the new test should use that as the control.
function checkForPreviousWinner(ag,isMobile) {
  var adSelector = ag.ads().withCondition('Status = ENABLED')
                           .withCondition('AdType = TEXT_AD');
  if(!AdWordsApp.getExecutionInfo().isPreview()) {
    adSelector = adSelector.withCondition("LabelNames CONTAINS_ANY ['"+CHAMPION_LABEL+"']");
  }
  var adIter = adSelector.get();
  while(adIter.hasNext()) {
    var ad = adIter.next();
    if(shouldSkip(isMobile,ad)) { continue; }
    info('Found a previous winner. Using it as the control.');
    return ad;
  }
  return null;
}

function shouldSkip(isMobile,ad) {
  if(isMobile) {
    if(!ad.isMobilePreferred()) {
      return true;
    }
  } else {
    if(ad.isMobilePreferred()) {
      return true;
    }
  }
  return false;
}
 
// This function sends the email to the people in the TO array.
// If the script finishes early, it adds a notice to the email.
function sendMailForTouchedAdGroups(ags,finishedEarly) {
  var htmlBody = '<html><head></head><body>';
  if(finishedEarly) {
    htmlBody += 'The script was not able to check all AdGroups. ' +
                'It will check additional AdGroups on the next run.<br / >' ;
  }
  htmlBody += 'The following AdGroups have one or more creative tests that have finished.' ;
  htmlBody += buildHtmlTable(ags);
  htmlBody += '<p><small>Generated by <a href="http://www.freeadwordsscripts.com">FreeAdWordsScripts.com</a></small></p>' ;
  htmlBody += '</body></html>';
  var options = { 
    htmlBody : htmlBody,
  };
  var subject = ags.length + ' Creative Test(s) Completed - ' + 
    Utilities.formatDate(new Date(), AdWordsApp.currentAccount().getTimeZone(), 'yyyy-MM-dd');
  for(var i in TO) {
    MailApp.sendEmail(TO[i], subject, ags.length+' AdGroup(s) have creative tests that have finished.', options);
  }
}

// This function uses my HTMLTable object to build the styled html table for the email.
function buildHtmlTable(ags) {
  var table = new HTMLTable();
  //CSS from: http://coding.smashingmagazine.com/2008/08/13/top-10-css-table-designs/
  //Inlined using: http://inlinestyler.torchboxapps.com/
  table.setTableStyle(['font-family: "Lucida Sans Unicode","Lucida Grande",Sans-Serif;',
                       'font-size: 12px;',
                       'background: #fff;',
                       'margin: 45px;',
                       'width: 480px;',
                       'border-collapse: collapse;',
                       'text-align: left'].join(''));
  table.setHeaderStyle(['font-size: 14px;',
                        'font-weight: normal;',
                        'color: #039;',
                        'padding: 10px 8px;',
                        'border-bottom: 2px solid #6678b1'].join(''));
  table.setCellStyle(['border-bottom: 1px solid #ccc;',
                      'padding: 4px 6px'].join(''));
  table.addHeaderColumn('#');
  table.addHeaderColumn('Campaign Name');
  table.addHeaderColumn('AdGroup Name');
  table.addHeaderColumn('Tests Completed');
  for(var i in ags) {
    table.newRow();
    table.addCell(table.getRowCount());
    var campName = ags[i].getCampaign().getName();
    var name = ags[i].getName();
    var touchCount = ags[i]['touchCount'];
    var campLink, agLink;
    if(__c !== '' && __u !== '') { // You should really set these.
      campLink = getUrl(ags[i].getCampaign(),'Ad groups');
      agLink = getUrl(ags[i],'Ads');
      table.addCell(a(campLink,campName));
      table.addCell(a(agLink,name));
    } else {
      table.addCell(campName);
      table.addCell(name);
    }
    table.addCell(touchCount,'text-align: right');
  }
  return table.toString();
}

// Just a helper to build the html for a link.
function a(link,val) {
  return '<a href="'+link+'">'+val+'</a>';
}
 
// This function finds all the previous losers and removes their label.
// It is used when the script detects a change in the AdGroup and needs to 
// start a new test.
function removeLoserLabelsFromAds(ag,isMobile) {
  var adSelector = ag.ads().withCondition('Status = ENABLED');
  if(!AdWordsApp.getExecutionInfo().isPreview()) {
    adSelector = adSelector.withCondition("LabelNames CONTAINS_ANY ['"+LOSER_LABEL+"']");
  }
  var adIter = adSelector.get();
  while(adIter.hasNext()) {
    var ad = adIter.next();
    if(shouldSkip(isMobile,ad)) { continue; }
    removeLabel(ad,LOSER_LABEL);
  }
}
 
// A helper function to create a new label if it doesn't exist in the account.
function createLabelIfNeeded(name,color) {
  if(!AdWordsApp.labels().withCondition("Name = '"+name+"'").get().hasNext()) {
    info('Creating label: "'+name+'"');
    AdWordsApp.createLabel(name,"",color);
  } else {
    info('Label: "'+name+'" already exists.');
  }
}
 
// This function compares the previous and current Ad maps and
// updates the current map with the date that the AdGroup was last touched.
// If OVERRIDE_LAST_TOUCHED_DATE is set and there is no previous data for the 
// AdGroup, it uses that as the last touched date.
function updateCurrentAdMap(current,previous) {
  info('Updating the current Ads map using historical snapshot.');
  for(var rowKey in current) {
    var currentAds = current[rowKey].adIds;
    var previousAds = (previous[rowKey]) ? previous[rowKey].adIds : [];
    if(currentAds.join('-') === previousAds.join('-')) {
      current[rowKey].lastTouched = previous[rowKey].lastTouched;
    }
    if(previousAds.length === 0 && OVERRIDE_LAST_TOUCHED_DATE !== '') {
      current[rowKey].lastTouched = new Date(OVERRIDE_LAST_TOUCHED_DATE);
    }
    //if we make it here without going into the above if statements
    //then the adgroup has changed and we should keep the new date
  }
  info('Finished updating the current Ad map.');
  return current;
}
 
// This stores the Ad map snapshot to a file so it can be used for the next run.
// The data is stored as a JSON string for easy reading later.
function storeAdsSnapshot(data) {
  info('Storing the Ads snapshot to Google Drive.');
  var fileName = getSnapshotFilename();
  var file = DriveApp.getFilesByName(fileName).next();
  file.setContent(Utilities.jsonStringify(data));
  info('Finished.');
}
 
// This reads the JSON formatted previous snapshot from a file on GDrive
// If the file doesn't exist, it creates a new one and returns an empty map.
function getPreviousAdsSnapshot() {
  info('Loading the previous Ads snapshot from Google Drive.');
  var fileName = getSnapshotFilename();
  var fileIter = DriveApp.getFilesByName(fileName);
  if(fileIter.hasNext()) {
    return Utilities.jsonParse(fileIter.next().getBlob().getDataAsString());
  } else {
    DriveApp.createFile(fileName, '');
    return {};
  }
}
 
// A helper function to build the filename for the snapshot.
function getSnapshotFilename() {
  var accountId = AdWordsApp.currentAccount().getCustomerId();
  return (accountId + ' Ad Testing Script Snapshot.json');
}
 
// This function pulls the Ad Performance Report which is the fastest
// way to build a snapshot of the current ads in the account.
// This only pulls in active text ads.
function getCurrentAdsSnapshot() {
  info('Running Ad Performance Report to get current Ads snapshot.');
  var OPTIONS = { includeZeroImpressions : true };
  var cols = ['CampaignId','AdGroupId','Id','DevicePreference','Impressions'];
  var report = 'AD_PERFORMANCE_REPORT';
  var query = ['select',cols.join(','),'from',report,
               'where AdType = TEXT_AD',
               'and AdNetworkType1 = SEARCH',
               'and CampaignStatus = ENABLED',
               'and AdGroupStatus = ENABLED',
               'and Status = ENABLED',
               'during','TODAY'].join(' ');
  var results = {}; // { campId-agId : row, ... }
  var reportIter = AdWordsApp.report(query, OPTIONS).rows();
  while(reportIter.hasNext()) {
    var row = reportIter.next();
    var rowKey = [row.CampaignId,row.AdGroupId].join('-');
    if(ENABLE_MOBILE_AD_TESTING && row.DevicePreference == 30001) {
      rowKey += '-Mobile';
    }
    if(!results[rowKey]) {
      results[rowKey] = { adIds : [], lastTouched : new Date() };
    }
    results[rowKey].adIds.push(row.Id);
  }
  for(var i in results) {
    results[i].adIds.sort();
  }
  info('Finished building the current Ad map.');
  return results;
}
 
//Helper function to format the date
function getDateString(date,format) {
  return Utilities.formatDate(new Date(date),AdWordsApp.currentAccount().getTimeZone(),format); 
}
 
// Function to build out the urls for deeplinking into the AdWords account.
// For this to work, you need to have __c and __u filled in.
// Taken from: http://www.freeadwordsscripts.com/2013/11/building-entity-deep-links-with-adwords.html
function getUrl(entity,tab) {
  var customerId = __c;
  var effectiveUserId = __u;
  var decodedTab = getTab(tab);  
    
  var base = 'https://adwords.google.com/cm/CampaignMgmt?';
  var url = base+'__c='+customerId+'&__u='+effectiveUserId+'#';
   
  if(typeof entity['getEntityType'] === 'undefined') {
    return url+'r.ONLINE.di&app=cm';
  }
   
  var type = entity.getEntityType()
  if(type === 'Campaign') {
    return url+'c.'+entity.getId()+'.'+decodedTab+'&app=cm';
  }
  if(type === 'AdGroup') {
    return url+'a.'+entity.getId()+'_'+entity.getCampaign().getId()+'.'+decodedTab+'&app=cm';
  }
  if(type === 'Keyword') {
    return url+'a.'+entity.getAdGroup().getId()+'_'+entity.getCampaign().getId()+'.key&app=cm';
  }
  if(type === 'Ad') {
    return url+'a.'+entity.getAdGroup().getId()+'_'+entity.getCampaign().getId()+'.create&app=cm';
  }
  return url+'r.ONLINE.di&app=cm';
    
  function getTab(tab) {
    var mapping = {
      'Ad groups':'ag','Settings:All settings':'st_sum',
      'Settings:Locations':'st_loc','Settings:Ad schedule':'st_as',
      'Settings:Devices':'st_p','Ads':'create',
      'Keywords':'key','Audiences':'au','Ad extensions':'ae',
      'Auto targets':'at','Dimensions' : 'di'
    };
    if(mapping[tab]) { return mapping[tab]; }
    return 'key'; //default to keyword tab
  }
}
 
// Helper function to print info logs
function info(msg) {
  if(EXTRA_LOGS) {
    Logger.log('INFO: '+msg);
  }
}
 
// Helper function to print more serious warnings
function warn(msg) {
  Logger.log('WARNING: '+msg);
}
 
/********************************
* Track Script Runs in Google Analytics
* Created By: Russ Savage
* FreeAdWordsScripts.com
********************************/
function beacon() {
  var TAG_ID = 'UA-40187672-2';
  var CAMPAIGN_SOURCE = 'adwords';
  var CAMPAIGN_MEDIUM = 'scripts';
  var CAMPAIGN_NAME = 'AdTestingScriptV2_1';
  var HOSTNAME = 'www.freeadwordsscripts.com';
  var PAGE = '/Ad_Testing_Script_v2_1';
  if(AdWordsApp.getExecutionInfo().isPreview()) {
    PAGE += '/preview';
  }
  var DOMAIN_LINK = 'http://'+HOSTNAME+PAGE;
  
  //Pulled from: http://stackoverflow.com/questions/105034/how-to-create-a-guid-uuid-in-javascript
  var uuid = 'xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx'.replace(/[xy]/g, 
    function(c) {var r = Math.random()*16|0,v=c=='x'?r:r&0x3|0x8;return v.toString(16);});
    
  var url = 'http://www.google-analytics.com/collect?';
  var payload = {
    'v':1,'tid':TAG_ID,'cid':uuid,    
    't':'pageview','cs':CAMPAIGN_SOURCE,'cm':CAMPAIGN_MEDIUM,'cn':CAMPAIGN_NAME,
    'dl':DOMAIN_LINK
  };
  var qs = '';
  for(var key in payload) {
    qs += key + '=' + encodeURIComponent(payload[key]) + '&';
  }
  url += qs.substring(0,qs.length-1);
  UrlFetchApp.fetch(url);
}
 
/*********************************************
* Test: A class for runnning A/B Tests for Ads
* Version 1.0
* Based on VisualWebsiteOptimizer logic: http://goo.gl/jiImn
* Russ Savage
* FreeAdWordsScripts.com
**********************************************/
// A description of the parameters:
// control - the control Ad, test - the test Ad
// startDate, endDate - the start and end dates for the test
// visitorMetric, conversionMetric - the components of the metric to use for the test
function Test(control,test,desiredConf,startDate,endDate,visitorMetric,conversionMetric) {
  this.desiredConfidence = desiredConf/100;
  this.verMetric = visitorMetric;
  this.conMetric = conversionMetric;
  this.startDate = startDate;
  this.endDate = endDate;
  this.winner;
   
  this.controlAd = control;
  this.controlStats = (this.controlAd['stats']) ? this.controlAd['stats'] : this.controlAd.getStatsFor(this.startDate, this.endDate);
  this.controlAd['stats'] = this.controlStats;
  this.controlVisitors = this.controlStats['get'+this.verMetric]();
  this.controlConversions = this.controlStats['get'+this.conMetric]();
  this.controlCR = getConversionRate(this.controlVisitors,this.controlConversions);
   
  this.testAd = test;
  this.testStats = (this.testAd['stats']) ? this.testAd['stats'] : this.testAd.getStatsFor(this.startDate, this.endDate);
  this.testAd['stats'] = this.testStats;
  this.testVisitors = this.testStats['get'+this.verMetric]();
  this.testConversions = this.testStats['get'+this.conMetric]();
  this.testCR = getConversionRate(this.testVisitors,this.testConversions);
   
  this.pValue;
   
  this.getControlVisitors = function() { return this.controlVisitors; }
  this.getControlConversions = function() { return this.controlConversions; }
  this.getTestVisitors = function() { return this.testVisitors; }
  this.getTestConversions = function() { return this.testConversions; }
   
  // Returns the P-Value for the two Ads
  this.getPValue = function() {
    if(!this.pValue) {
      this.pValue = calculatePValue(this);
    }
    return this.pValue;
  };
   
  // Determines if the test has hit significance
  this.isSignificant = function() {
    var pValue = this.getPValue();
    if(pValue && pValue !== 'N/A' && (pValue >= this.desiredConfidence || pValue <= (1 - this.desiredConfidence))) {
      return true;
    }
    return false;
  }
   
  // Returns the winning Ad
  this.getWinner = function() {
    if(this.decideWinner() === 'control') {
      return this.controlAd;
    }
    if(this.decideWinner() === 'challenger') {
      return this.testAd;
    }
    return null;
  };
   
  // Returns the losing Ad
  this.getLoser = function() {
    if(this.decideWinner() === 'control') {
      return this.testAd;
    }
    if(this.decideWinner() === 'challenger') {
      return this.controlAd;
    }
    return null;
  };
   
  // Determines if the control or the challenger won
  this.decideWinner = function () {
    if(this.winner) {
      return this.winner;
    }
    if(this.isSignificant()) {
      if(this.controlCR >= this.testCR) {
        this.winner = 'control';
      } else {
        this.winner = 'challenger';
      }
    } else {
      this.winner = 'no winner';
    }
    return this.winner;
  }
   
  // This function returns the confidence level for the test
  function calculatePValue(instance) {
    var control = { 
      visitors: instance.controlVisitors, 
      conversions: instance.controlConversions,
      cr: instance.controlCR
    };
    var challenger = { 
      visitors: instance.testVisitors, 
      conversions: instance.testConversions,
      cr: instance.testCR
    };
    var z = getZScore(control,challenger);
    if(z == -1) { return 'N/A'; }
    var norm = normSDist(z);
    return norm;
  }
   
  // A helper function to make rounding a little easier
  function round(value) {
    var decimals = Math.pow(10,5);
    return Math.round(value*decimals)/decimals;
  }
   
  // Return the conversion rate for the test
  function getConversionRate(visitors,conversions) {
    if(visitors == 0) {
      return -1;
    }
    return conversions/visitors;
  }
   
  function getStandardError(cr,visitors) {
    if(visitors == 0) {
      throw 'Visitors cannot be 0.';
    }
    return Math.sqrt((cr*(1-cr)/visitors));
  }
   
  function getZScore(c,t) {
    try {
      if(!c['se']) { c['se'] = getStandardError(c.cr,c.visitors); }
      if(!t['se']) { t['se'] = getStandardError(t.cr,t.visitors); }
    } catch(e) {
      Logger.log(e);
      return -1;
    }
     
    if((Math.sqrt(Math.pow(c.se,2)+Math.pow(t.se,2))) == 0) { 
      Logger.log('WARNING: Somehow the denominator in the Z-Score calulator was 0.');
      return -1;
    }
    return ((c.cr-t.cr)/Math.sqrt(Math.pow(c.se,2)+Math.pow(t.se,2)));
  }
   
  //From: http://www.codeproject.com/Articles/408214/Excel-Function-NORMSDIST-z
  function normSDist(z) {
    var sign = 1.0;
    if (z < 0) { sign = -1; }
    return round(0.5 * (1.0 + sign * erf(Math.abs(z)/Math.sqrt(2))));
  }
   
  // From: http://picomath.org/javascript/erf.js.html
  function erf(x) {
    // constants
    var a1 =  0.254829592;
    var a2 = -0.284496736;
    var a3 =  1.421413741;
    var a4 = -1.453152027;
    var a5 =  1.061405429;
    var p  =  0.3275911;
     
    // Save the sign of x
    var sign = 1;
    if (x < 0) {
      sign = -1;
    }
    x = Math.abs(x);
     
    // A&S formula 7.1.26
    var t = 1.0/(1.0 + p*x);
    var y = 1.0 - (((((a5*t + a4)*t) + a3)*t + a2)*t + a1)*t*Math.exp(-x*x);
     
    return sign*y;
  }
}
 
/*********************************************
* HTMLTable: A class for building HTML Tables
* Version 1.0
* Russ Savage
* FreeAdWordsScripts.com
**********************************************/
function HTMLTable() {
  this.headers = [];
  this.columnStyle = {};
  this.body = [];
  this.currentRow = 0;
  this.tableStyle;
  this.headerStyle;
  this.cellStyle;
  
  this.addHeaderColumn = function(text) {
    this.headers.push(text);
  };
  
  this.addCell = function(text,style) {
    if(!this.body[this.currentRow]) {
      this.body[this.currentRow] = [];
    }
    this.body[this.currentRow].push({ val:text, style:(style) ? style : '' });
  };
  
  this.newRow = function() {
    if(this.body != []) {
      this.currentRow++;
    }
  };
  
  this.getRowCount = function() {
    return this.currentRow;
  };
  
  this.setTableStyle = function(css) {
    this.tableStyle = css;
  };
  
  this.setHeaderStyle = function(css) {
    this.headerStyle = css; 
  };
  
  this.setCellStyle = function(css) {
    this.cellStyle = css;
    if(css[css.length-1] !== ';') {
      this.cellStyle += ';';
    }
  };
  
  this.toString = function() {
    var retVal = '<table ';
    if(this.tableStyle) {
      retVal += 'style="'+this.tableStyle+'"';
    }
    retVal += '>'+_getTableHead(this)+_getTableBody(this)+'</table>';
    return retVal;
  };
  
  function _getTableHead(instance) {
    var headerRow = '';
    for(var i in instance.headers) {
      headerRow += _th(instance,instance.headers[i]);
    }
    return '<thead><tr>'+headerRow+'</tr></thead>';
  };
  
  function _getTableBody(instance) {
    var retVal = '<tbody>';
    for(var r in instance.body) {
      var rowHtml = '<tr>';
      for(var c in instance.body[r]) {
        rowHtml += _td(instance,instance.body[r][c]);
      }
      rowHtml += '</tr>';
      retVal += rowHtml;
    }
    retVal += '</tbody>';
    return retVal;
  };
  
  function _th(instance,val) {
    var retVal = '<th scope="col" ';
    if(instance.headerStyle) {
      retVal += 'style="'+instance.headerStyle+'"';
    }
    retVal += '>'+val+'</th>';
    return retVal;
  };
  
  function _td(instance,cell) {
    var retVal = '<td ';
    if(instance.cellStyle || cell.style) {
      retVal += 'style="';
      if(instance.cellStyle) {
        retVal += instance.cellStyle;
      }
      if(cell.style) {
        retVal += cell.style;
      }
      retVal += '"';
    }
    retVal += '>'+cell.val+'</td>';
    return retVal;
  };
}

Saturday, June 22, 2013

Ad Creative Test Automation Script

This is a script I've been working on for a little while and I think it's really useful. I hope you do too.

Every SEM manager worth anything is constantly running creative tests. And many of you, since you are reading this blog, probably use scripts in some way to make that easier. But how do you figure out exactly when the tests start? They could be different for every AdGroup.

I have seen some people use labels, some people use schedules, but I never really liked having to keep track of those things. So I created this script which will keep track of the start dates for creative tests automatically.

The approach I took stores a copy of your ad ids in a google spreadsheet. Then it checks the current ads in the AdGroup against the ads from the spreadsheet and figures out if something changed by looking at the ad ids. If it has, the script assumes a new test has started and notes the date in the spreadsheet accordingly. Using this method, a marketer can be sure that the script is comparing statistics from the proper time frame to determine a test winner.

But then a reader mentioned that they wanted to be able to choose the metric to measure the ads by and also use a threshold to only start measuring after a certain number of clicks in the AdGroup. So I added that ability to the script as well. You only need to adjust a few parameters at the top of the script and you have a fully functional creative testing script in place.

Whenever it takes action on an ad by pausing it, the results will be sent to you in an email so that you can create a new challenger ad for that AdGroup.

I did a few things differently with this script. I always hate making my readers go into Google Docs and create a blank spreadsheet for my scripts to use as storage. So to get around that, this script will check for the existence of a special label in the account where the spreadsheet id is stored. If it finds one, it will use it. And if it is missing (like it will be on the first run), it will create the spreadsheet and label. This way, no messy spreadsheet urls in the scripts. It is a little bit of a workaround but until Google allows us to store additional config data for scripts, I thought this was an ok way to handle this.

As always, I'm open to your feedback on if this script is useful to you. What other metrics do you judge ad performance by? What else is this script missing?

Thanks,
Russ

/************************************
* Ad Creative Test Automation Script
* Version: 1.3
* Changelog v1.3 - Data is written to the spreadsheet a little faster
* Changelog v1.2 - Added additional threshold options
* Changelog v1.1 - Fixed issue with dates in email
* Created By: Russ Savage
* FreeAdWordsScripts.com
************************************/
// You can use any of the same values here as you can for METRIC below
var THRESHOLD = { metric : 'Clicks', value : 100 };
var TO = ['example@example.com'];
  
//Try any of these values for METRIC:
//AverageCpc, AverageCpm, AveragePageviews, AveragePosition, 
//AverageTimeOnSite, BounceRate, Clicks, ConversionRate, 
//Conversions, Cost, Ctr, Impressions
var METRIC = 'Ctr';
var ASC_OR_DESC = 'ASC'; //ASC - pause ad with lowest value, DESC - pause ad with highest value
  
function main() {
  //Start by finding what has changed in the account
  var ad_map = buildCurrentAdMap();
  var prev_ad_map = readMapFromSpreadsheet();
  prev_ad_map = updatePreviousAdMap(prev_ad_map,ad_map);
  writeMapToSpreadsheet(prev_ad_map);
    
  //Now run through the adgroups to find creative tests
  var ag_iter = AdWordsApp.adGroups().get();
  var paused_ads = [];
  while(ag_iter.hasNext()) {
    var ag = ag_iter.next();
    if(!prev_ad_map[ag.getId()]) { continue; }
      
    //Here is the date range for the test metrics
    var last_touched_str = _getDateString(prev_ad_map[ag.getId()].last_touched,'yyyyMMdd');
    var get_today_str = _getDateString(new Date(),'yyyyMMdd');
      
    var ag_stats = ag.getStatsFor(last_touched_str, get_today_str);
    if(ag_stats['get'+THRESHOLD.metric]() >= THRESHOLD.value) {
      var ad_iter = ag.ads().withCondition('Status = ENABLED')
                            .forDateRange(last_touched_str, get_today_str)
                            .orderBy(METRIC+" "+ASC_OR_DESC).get();
      var ad = ad_iter.next();
      var metric = ad.getStatsFor(last_touched_str, get_today_str)['get'+METRIC]();
      ad.pause();
      paused_ads.push({a : ad, m : metric});
    }
  }
  sendEmailForPausedAds(paused_ads);
}
  
// A function to send an email with an attached report of ads it has paused
function sendEmailForPausedAds(ads) {
  if(ads.length == 0) { return; } //No ads paused, no email
  var email_body = '"' + ['CampaignName','AdGroupName','Headline','Desc1','Desc2','DisplayUrl',METRIC].join('","') + '"\n';
  for(var i in ads) {
    var ad = ads[i].a;
    var metric = ads[i].m;
    email_body += '"' + [ad.getCampaign().getName(),
                         ad.getAdGroup().getName(),
                         ad.getHeadline(),
                         ad.getDescription1(),
                         ad.getDescription2(),
                         ad.getDisplayUrl(),
                         metric
                        ].join('","') +
                  '"\n';
  }
  var date_str = _getDateString(new Date(),'yyyy-MM-dd');
  var options = { attachments: [Utilities.newBlob(email_body, 'text/csv', "FinishedTests_"+date_str+'.csv')] };
  var subject = 'Finished Tests - ' + date_str;
  for(var i in TO) {
    MailApp.sendEmail(TO[i], subject, 'See attached.', options);
  }
}
  
//Given two lists of ads, this checks to make sure they are the same.
function sameAds(ads1,ads2) {
  for(var i in ads1) {
    if(ads1[i] != ads2[i]) { return false; }
  }
  return true;
}
  
//This reads the stored data from the spreadsheet
function readMapFromSpreadsheet() {
  var ad_map = {};
  var sheet = SpreadsheetApp.openById(findSpreadsheetId()).getActiveSheet();
  var data = sheet.getRange('A:C').getValues();
  for(var i in data) {
    if(data[i][0] == '') { break; }
    var [ag_id,last_touched,ad_ids] = data[i];
    ad_map[ag_id] = { ad_ids : (''+ad_ids).split(','), last_touched : new Date(last_touched) };
  }
  return ad_map;
}
  
//This will search for a label containing the spreadsheet id
//If one isn't found, it will create a new one and the label as well
function findSpreadsheetId() {
  var spreadsheet_id = "";
  var label_iter = AdWordsApp.labels().withCondition("Name STARTS_WITH 'history_script:'").get();
  if(label_iter.hasNext()) {
    var label = label_iter.next();
    return label.getName().split(':')[1]; 
  } else {
    var sheet = SpreadsheetApp.create('AdGroups History');
    var sheet_id = sheet.getId();
    AdWordsApp.createLabel('history_script:'+sheet_id, 'stores sheet id for adgroup changes script.');
    return sheet_id;
  }
}
  
//This will store the data from the account into a spreadsheet
function writeMapToSpreadsheet(ad_map) {
  var toWrite = [];
  for(var ag_id in ad_map) {
    var ad_ids = ad_map[ag_id].ad_ids;
    var last_touched = ad_map[ag_id].last_touched;
    toWrite.push([ag_id,last_touched,ad_ids.join(',')]);
  }
  writeToSpreadsheet(toWrite);
}

// Write the keyword data to the spreadsheet
function writeToSpreadsheet(toWrite) {
  var sheet = SpreadsheetApp.openById(findSpreadsheetId()).getActiveSheet();
  sheet.clear();
  
  var numRows = sheet.getMaxRows();
  if(numRows < toWrite.length) {
    sheet.insertRows(1,toWrite.length-numRows); 
  }
  var range = sheet.getRange(1,1,toWrite.length,toWrite[0].length);
  range.setValues(toWrite);
}
  
//This builds a map of the ads in the account so that it is easy to compare
function buildCurrentAdMap() {
  var ad_map = {}; // { ag_id : { ad_ids : [ ad_id, ... ], last_touched : date } }
  var ad_iter = AdWordsApp.ads().withCondition('Status = ENABLED').get();
  while(ad_iter.hasNext()) {
    var ad = ad_iter.next();
    var ag_id = ad.getAdGroup().getId();
    if(ad_map[ag_id]) {
      ad_map[ag_id].ad_ids.push(ad.getId());
      ad_map[ag_id].ad_ids.sort();
    } else {
      ad_map[ag_id] = { ad_ids : [ad.getId()], last_touched : new Date() };
    }
  }
  return ad_map;
}
  
//This takes the old ad map and the current ad map and returns an
//updated map with all changes.
function updatePreviousAdMap(prev_ad_map,ad_map) {
  for(var ag_id in ad_map) {
    var current_ads = ad_map[ag_id].ad_ids;
    var previous_ads = (prev_ad_map[ag_id]) ? prev_ad_map[ag_id].ad_ids : [];
    if(!sameAds(current_ads,previous_ads)) {
      prev_ad_map[ag_id] = ad_map[ag_id];
    }
  }
  return prev_ad_map;
}
  
//Helper function to format the date
function _getDateString(date,format) {
  return Utilities.formatDate(date,AdWordsApp.currentAccount().getTimeZone(),format); 
}

Monday, December 3, 2012

Automating Maintenance Tasks with AdWords Scripting Part 2

Let's continue with automating the maintenance tasks found in AdWords for Dummies with AdWords scripting. Let's continue with the maintenance that is run on the 15th of the month.


Reward keywords that are bringing in cheap traffic.


Similar to the previous post, you will need to have set up conversion tracking for all of this to work.  We can actually use a variation of the previous script to accomplish this.  Really we are doing the same thing just increasing bids instead of decreasing them.

//-----------------------------------
// Increase Bids Cheap Conversion Keywords
// Created By: Russ Savage
// FreeAdWordsScripts.com
//-----------------------------------
function main() {
  //For keywords with less than $5 CPC, let's pump those bids up by 35%
  var AMAZING_COST_PER_CONV = 5;
  var AMAZING_BID_INCREASE_AMOUNT = .35;
  
  //For keywords with between $5 and $8 CPCs, we will only increase the bids by 20%
  var GREAT_COST_PER_CONV = 8;
  var GREAT_BID_INCREASE_AMOUNT = .20;
  
  var kw_iter = AdWordsApp.keywords()
    .withCondition("Status = ENABLED")
    .get();
  
  while(kw_iter.hasNext()) {
    var kw = kw_iter.next();
    var kw_stats = kw.getStatsFor("LAST_30_DAYS");
    var cost = kw_stats.getCost();
    var conversions = kw_stats.getConversions();
    if(conversions > 0) {
      var cost_per_conversion = (cost/(conversions*1.0));
      
      if(cost_per_conversion <= AMAZING_COST_PER_CONV) {
        kw.setMaxCpc(kw.getMaxCpc() * (1+AMAZING_BID_INCREASE_AMOUNT)); 
      }
      else if(cost_per_conversion <= GREAT_COST_PER_CONV) {
        kw.setMaxCpc(kw.getMaxCpc() * (1+GREAT_BID_INCREASE_AMOUNT));
      }
    }else{
      //no conversions on this keyword
      //we will deal with that later
      continue;
    }
  }
}
Stay tuned for the next and final installment where we de-clutter our accounts by deleting the keywords with no conversions.

Thanks,
Russ