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BigQuery所有列分析GA分析数据

[英]BigQuery all columns data of GA analytics

有没有办法在查询Bigquery表时获取GA分析数据的所有数据。 截至目前,我能够实现这一目标,但是当我在同一条线上前进的时候。 我得到null结果。

    SELECT visitorId,
    visitNumber,
    visitId,
    visitStartTime,
    date,
    totals.visits,
    totals.hits,
    totals.pageviews,
    totals.timeOnSite,
    totals.bounces,
    totals.transactions,
    totals.transactionRevenue,
    totals.newVisits,
    totals.screenviews,
    totals.uniqueScreenviews,
    totals.timeOnScreen,
    totals.totalTransactionRevenue,
    totals.sessionQualityDim,
    trafficSource.referralPath,
    trafficSource.campaign,
    trafficSource.source,
    trafficSource.medium,
    trafficSource.keyword,
    trafficSource.adContent,
    trafficSource.adwordsClickInfo.campaignId,
    trafficSource.adwordsClickInfo.adGroupId,
    trafficSource.adwordsClickInfo.creativeId,
    trafficSource.adwordsClickInfo.criteriaId,
    trafficSource.adwordsClickInfo.page,
    trafficSource.adwordsClickInfo.slot,
    trafficSource.adwordsClickInfo.criteriaParameters,
    trafficSource.adwordsClickInfo.gclId,
    trafficSource.adwordsClickInfo.customerId,
    trafficSource.adwordsClickInfo.adNetworkType,
    trafficSource.adwordsClickInfo.targetingCriteria.boomUserlistId,
    trafficSource.adwordsClickInfo.isVideoAd,
    trafficSource.isTrueDirect,
    trafficSource.campaignCode,
    device.browser,
    device.browserVersion,
    device.browserSize,
    device.operatingSystem,
    device.operatingSystemVersion,
    device.isMobile,
    device.mobileDeviceBranding,
    device.mobileDeviceModel,
    device.mobileInputSelector,
    device.mobileDeviceInfo,
    device.mobileDeviceMarketingName,
    device.flashVersion,
    device.javaEnabled,
    device.language,
    device.screenColors,
    device.screenResolution,
    device.deviceCategory,
    geoNetwork.continent,
    geoNetwork.subContinent,
    geoNetwork.country,
    geoNetwork.region,
    geoNetwork.metro,
    geoNetwork.city,
    geoNetwork.cityId,
    geoNetwork.networkDomain,
    geoNetwork.latitude,
    geoNetwork.longitude,
    geoNetwork.networkLocation,
    h.type,
    h.social.socialInteractionNetwork,
    h.social.socialInteractionAction,
    h.social.socialInteractions,
    h.social.socialInteractionTarget,
    h.social.socialNetwork,
    h.social.uniqueSocialInteractions,
    h.social.hasSocialSourceReferral,
    h.social.socialInteractionNetworkAction,
    h.latencyTracking.pageLoadSample,
    h.latencyTracking.pageLoadTime,
    h.latencyTracking.pageDownloadTime,
    h.latencyTracking.redirectionTime,
    h.latencyTracking.speedMetricsSample,
    h.latencyTracking.domainLookupTime,
    h.latencyTracking.serverConnectionTime,
    h.latencyTracking.serverResponseTime,
    h.latencyTracking.domLatencyMetricsSample,
    h.latencyTracking.domInteractiveTime,
    h.latencyTracking.domContentLoadedTime,
    h.latencyTracking.userTimingValue,
    h.latencyTracking.userTimingSample,
    h.latencyTracking.userTimingVariable,
    h.latencyTracking.userTimingCategory,
    h.latencyTracking.userTimingLabel,
    h.contentGroup.contentGroup1,
    h.contentGroup.contentGroup2,
    h.contentGroup.contentGroup3,
    h.contentGroup.contentGroup4,
    h.contentGroup.contentGroup5,
    h.contentGroup.previousContentGroup1,
    h.contentGroup.previousContentGroup2,
    h.contentGroup.previousContentGroup3,
    h.contentGroup.previousContentGroup4,
    h.contentGroup.previousContentGroup5,
    h.contentGroup.contentGroupUniqueViews1,
    h.contentGroup.contentGroupUniqueViews2,
    h.contentGroup.contentGroupUniqueViews3,
    h.contentGroup.contentGroupUniqueViews4,
    h.contentGroup.contentGroupUniqueViews5,
    h.dataSource,
    h.promotionActionInfo.promoIsView,
    h.promotionActionInfo.promoIsClick,
    h.refund.refundAmount,
    h.refund.localRefundAmount,
    h.eCommerceAction.action_type,
    h.eCommerceAction.step,
    h.eCommerceAction.option,
    h.publisher.dfpClicks,
    h.publisher.dfpImpressions,
    h.publisher.dfpMatchedQueries,
    h.publisher.dfpMeasurableImpressions,
    h.publisher.dfpQueries,
    h.publisher.dfpRevenueCpm,
    h.publisher.dfpRevenueCpc,
    h.publisher.dfpViewableImpressions,
    h.publisher.dfpPagesViewed,
    h.publisher.adsenseBackfillDfpClicks,
    h.publisher.adsenseBackfillDfpImpressions,
    h.publisher.adsenseBackfillDfpMatchedQueries,
    h.publisher.adsenseBackfillDfpMeasurableImpressions,
    h.publisher.adsenseBackfillDfpQueries,
    h.publisher.adsenseBackfillDfpRevenueCpm,
    h.publisher.adsenseBackfillDfpRevenueCpc,
    h.publisher.adsenseBackfillDfpViewableImpressions,
    h.publisher.adsenseBackfillDfpPagesViewed,
    h.publisher.adxBackfillDfpClicks,
    h.publisher.adxBackfillDfpImpressions,
    h.publisher.adxBackfillDfpMatchedQueries,
    h.publisher.adxBackfillDfpMeasurableImpressions,
    h.publisher.adxBackfillDfpQueries,
    h.publisher.adxBackfillDfpRevenueCpm,
    h.publisher.adxBackfillDfpRevenueCpc,
    h.publisher.adxBackfillDfpViewableImpressions,
    h.publisher.adxBackfillDfpPagesViewed,
    h.publisher.adxClicks,
    h.publisher.adxImpressions,
    h.publisher.adxMatchedQueries,
    h.publisher.adxMeasurableImpressions,
    h.publisher.adxQueries,
    h.publisher.adxRevenue,
    h.publisher.adxViewableImpressions,
    h.publisher.adxPagesViewed,
    h.publisher.adsViewed,
    h.publisher.adsUnitsViewed,
    h.publisher.adsUnitsMatched,
    h.publisher.viewableAdsViewed,
    h.publisher.measurableAdsViewed,
    h.publisher.adsPagesViewed,
    h.publisher.adsClicked,
    h.publisher.adsRevenue,
    h.publisher.dfpAdGroup,
    h.publisher.dfpAdUnits,
    h.publisher.dfpNetworkId,
    h.hitNumber,
    h.time,
    h.hour,
    h.minute,
    h.isSecure,
    h.isInteraction,
    h.isEntrance,
    h.isExit,
    h.referer,
    h.page.pagePath,

h.page.hostname,
h.page.pageTitle,
h.page.searchKeyword,
h.page.searchCategory,
h.page.pagePathLevel1,
h.page.pagePathLevel2,
h.page.pagePathLevel3,
h.page.pagePathLevel4,
h.transaction.transactionId,
h.transaction.transactionRevenue as tRevenue,
h.transaction.transactionTax,
h.transaction.transactionShipping,
h.transaction.affiliation,
h.transaction.currencyCode,
h.transaction.localTransactionRevenue,
h.transaction.localTransactionTax,
h.transaction.localTransactionShipping,
h.transaction.transactionCoupon,
h.item.transactionId as tId,
h.item.productName,
h.item.productCategory,
h.item.productSku,
h.item.itemQuantity,
h.item.itemRevenue,
h.item.currencyCode as cCode,
h.item.localItemRevenue,
h.contentInfo.contentDescription,
h.appInfo.name,
h.appInfo.version,
h.appInfo.id,
h.appInfo.installerId,
h.appInfo.appInstallerId,
h.appInfo.appName,
h.appInfo.appVersion,
h.appInfo.appId,
h.appInfo.screenName,
h.appInfo.landingScreenName,
h.appInfo.exitScreenName,
h.appInfo.screenDepth,
h.exceptionInfo.description,
h.exceptionInfo.isFatal,
h.exceptionInfo.exceptions,
h.exceptionInfo.fatalExceptions,
h.eventInfo.eventCategory,
h.eventInfo.eventAction,
h.eventInfo.eventLabel,
h.eventInfo.eventValue

FROM `bigquery-public-data.google_analytics_sample.ga_sessions_20170801`, 
UNNEST(hits) as h

我正在尝试使用python库,并希望在删除后将所有列数据存储到dataframe中,以便我可以将其转换为csv。 请让我知道有没有可能得到上述的东西。

SELECT visitorId,
visitNumber,
visitId,
visitStartTime,
date,
totals.visits,
totals.hits,
totals.pageviews,
totals.timeOnSite,
totals.bounces,
totals.transactions,
totals.transactionRevenue,
totals.newVisits,
totals.screenviews,
totals.uniqueScreenviews,
totals.timeOnScreen,
totals.totalTransactionRevenue,
totals.sessionQualityDim,
trafficSource.referralPath,
trafficSource.campaign,
trafficSource.source,
trafficSource.medium,
trafficSource.keyword,
trafficSource.adContent,
trafficSource.adwordsClickInfo.campaignId,
trafficSource.adwordsClickInfo.adGroupId,
trafficSource.adwordsClickInfo.creativeId,
trafficSource.adwordsClickInfo.criteriaId,
trafficSource.adwordsClickInfo.page,
trafficSource.adwordsClickInfo.slot,
trafficSource.adwordsClickInfo.criteriaParameters,
trafficSource.adwordsClickInfo.gclId,
trafficSource.adwordsClickInfo.customerId,
trafficSource.adwordsClickInfo.adNetworkType,
trafficSource.adwordsClickInfo.targetingCriteria.boomUserlistId,
trafficSource.adwordsClickInfo.isVideoAd,
trafficSource.isTrueDirect,
trafficSource.campaignCode,
device.browser,
device.browserVersion,
device.browserSize,
device.operatingSystem,
device.operatingSystemVersion,
device.isMobile,
device.mobileDeviceBranding,
device.mobileDeviceModel,
device.mobileInputSelector,
device.mobileDeviceInfo,
device.mobileDeviceMarketingName,
device.flashVersion,
device.javaEnabled,
device.language,
device.screenColors,
device.screenResolution,
device.deviceCategory,
geoNetwork.continent,
geoNetwork.subContinent,
geoNetwork.country,
geoNetwork.region,
geoNetwork.metro,
geoNetwork.city,
geoNetwork.cityId,
geoNetwork.networkDomain,
geoNetwork.latitude,
geoNetwork.longitude,
geoNetwork.networkLocation,
cd.index,
cd.value,
h.hitNumber,
h.time,
h.hour,
h.minute,
h.isSecure,
h.isInteraction,
h.isEntrance,
h.isExit,
h.referer,
h.page.pagePath,
h.page.hostname,
h.page.pageTitle,
h.page.searchKeyword,
h.page.searchCategory,
h.page.pagePathLevel1,
h.page.pagePathLevel2,
h.page.pagePathLevel3,
h.page.pagePathLevel4,
h.transaction.transactionId,
h.transaction.transactionRevenue as tRevenue,
h.transaction.transactionTax,
h.transaction.transactionShipping,
h.transaction.affiliation,
h.transaction.currencyCode,
h.transaction.localTransactionRevenue,
h.transaction.localTransactionTax,
h.transaction.localTransactionShipping,
h.transaction.transactionCoupon,
h.item.transactionId as tId,
h.item.productName,
h.item.productCategory,
h.item.productSku,
h.item.itemQuantity,
h.item.itemRevenue,
h.item.currencyCode as cCode,
h.item.localItemRevenue,
h.contentInfo.contentDescription,
h.appInfo.name,
h.appInfo.version,
h.appInfo.id,
h.appInfo.installerId,
h.appInfo.appInstallerId,
h.appInfo.appName,
h.appInfo.appVersion,
h.appInfo.appId,
h.appInfo.screenName,
h.appInfo.landingScreenName,
h.appInfo.exitScreenName,
h.appInfo.screenDepth,
h.exceptionInfo.description,
h.exceptionInfo.isFatal,
h.exceptionInfo.exceptions,
h.exceptionInfo.fatalExceptions,
h.eventInfo.eventCategory,
h.eventInfo.eventAction,
h.eventInfo.eventLabel,
h.eventInfo.eventValue,
hp.productSKU as pSKU,
hp.v2ProductName,
hp.v2ProductCategory,
hp.productVariant,
hp.productBrand,
hp.productRevenue,
hp.localProductRevenue,
hp.productPrice,
hp.localProductPrice,
hp.productQuantity,
hp.productRefundAmount,
hp.localProductRefundAmount,
hp.isImpression,
hp.isClick,
hpc.index as hpcIndex,
hpc.value as hpcValue,
hpCustomMetrics.index as cusomMetricsIndex,
hpCustomMetrics.value as cusomMetricsValue,
hp.productListName,
hp.productListPosition,
hp.productCouponCode,
hpromotion.promoId, 
hpromotion.promoName,
hpromotion.promoCreative,
hpromotion.promoPosition,
h.promotionActionInfo.promoIsView,
h.promotionActionInfo.promoIsClick,
h.refund.refundAmount,
h.refund.localRefundAmount,
h.eCommerceAction.action_type,
h.eCommerceAction.step,
h.eCommerceAction.option,
hExperiment.experimentId,
hExperiment.experimentVariant,
h.publisher.dfpClicks,
h.publisher.dfpImpressions,
h.publisher.dfpMatchedQueries,
h.publisher.dfpMeasurableImpressions,
h.publisher.dfpQueries,
h.publisher.dfpRevenueCpm,
h.publisher.dfpRevenueCpc,
h.publisher.dfpViewableImpressions,
h.publisher.dfpPagesViewed,
h.publisher.adsenseBackfillDfpClicks,
h.publisher.adsenseBackfillDfpImpressions,
h.publisher.adsenseBackfillDfpMatchedQueries,
h.publisher.adsenseBackfillDfpMeasurableImpressions,
h.publisher.adsenseBackfillDfpQueries,
h.publisher.adsenseBackfillDfpRevenueCpm,
h.publisher.adsenseBackfillDfpRevenueCpc,
h.publisher.adsenseBackfillDfpViewableImpressions,
h.publisher.adsenseBackfillDfpPagesViewed,
h.publisher.adxBackfillDfpClicks,
h.publisher.adxBackfillDfpImpressions,
h.publisher.adxBackfillDfpMatchedQueries,
h.publisher.adxBackfillDfpMeasurableImpressions,
h.publisher.adxBackfillDfpQueries,
h.publisher.adxBackfillDfpRevenueCpm,
h.publisher.adxBackfillDfpRevenueCpc,
h.publisher.adxBackfillDfpViewableImpressions,
h.publisher.adxBackfillDfpPagesViewed,
h.publisher.adxClicks,
h.publisher.adxImpressions,
h.publisher.adxMatchedQueries,
h.publisher.adxMeasurableImpressions,
h.publisher.adxQueries,
h.publisher.adxRevenue,
h.publisher.adxViewableImpressions,
h.publisher.adxPagesViewed,
h.publisher.adsViewed,
h.publisher.adsUnitsViewed,
h.publisher.adsUnitsMatched,
h.publisher.viewableAdsViewed,
h.publisher.measurableAdsViewed,
h.publisher.adsPagesViewed,
h.publisher.adsClicked,
h.publisher.adsRevenue,
h.publisher.dfpAdGroup,
h.publisher.dfpAdUnits,
h.publisher.dfpNetworkId,
hcustomVariables.index as hcustomVariableIndex,
hcustomVariables.customVarName,
hcustomVariables.customVarValue,
hcustomDimensions.index as customDimensionsIndex,
hcustomDimensions.value as customDimensionsvalue,
hcustomMetrics.index as hcustoMetricsIndex,
hcustomMetrics.value as hcustomMetricsValue,
h.type,
h.social.socialInteractionNetwork,
h.social.socialInteractionAction,
h.social.socialInteractions,
h.social.socialInteractionTarget,
h.social.socialNetwork,
h.social.uniqueSocialInteractions,
h.social.hasSocialSourceReferral,
h.social.socialInteractionNetworkAction,
h.latencyTracking.pageLoadSample,
h.latencyTracking.pageLoadTime,
h.latencyTracking.pageDownloadTime,
h.latencyTracking.redirectionTime,
h.latencyTracking.speedMetricsSample,
h.latencyTracking.domainLookupTime,
h.latencyTracking.serverConnectionTime,
h.latencyTracking.serverResponseTime,
h.latencyTracking.domLatencyMetricsSample,
h.latencyTracking.domInteractiveTime,
h.latencyTracking.domContentLoadedTime,
h.latencyTracking.userTimingValue,
h.latencyTracking.userTimingSample,
h.latencyTracking.userTimingVariable,
h.latencyTracking.userTimingCategory,
h.latencyTracking.userTimingLabel,
sourcePropertyInfo.sourcePropertyDisplayName,   
sourcePropertyInfo.sourcePropertyTrackingId,
h.contentGroup.contentGroup1,
h.contentGroup.contentGroup2,
h.contentGroup.contentGroup3,
h.contentGroup.contentGroup4,
h.contentGroup.contentGroup5,
h.contentGroup.previousContentGroup1,
h.contentGroup.previousContentGroup2,
h.contentGroup.previousContentGroup3,
h.contentGroup.previousContentGroup4,
h.contentGroup.previousContentGroup5,
h.contentGroup.contentGroupUniqueViews1,
h.contentGroup.contentGroupUniqueViews2,
h.contentGroup.contentGroupUniqueViews3,
h.contentGroup.contentGroupUniqueViews4,
h.contentGroup.contentGroupUniqueViews5,
h.dataSource,
hpublisher.dfpClicks as hpublisherDfpclicks,
hpublisher.dfpImpressions as hpublisherDfpImpressions,
hpublisher.dfpMatchedQueries as hpublisherDfpMatchedQueries,
hpublisher.dfpMeasurableImpressions as hpublisherDfpMeasurableImpressions,
hpublisher.dfpQueries as hpublisherDfpQueries,
hpublisher.dfpRevenueCpm as hpublisherDfpRevenueCpm,
hpublisher.dfpRevenueCpc as hpublisherDfpRevenueCpc,
hpublisher.dfpViewableImpressions as hpublisherDfpViewableImpressions,
hpublisher.dfpPagesViewed as hpublisherDfpPagesViewed,
hpublisher.adsenseBackfillDfpClicks as hpublisherAdsenseBackfillDfpClicks,
hpublisher.adsenseBackfillDfpImpressions as hpublisherAdsenseBackfillDfpImpressions,
hpublisher.adsenseBackfillDfpMatchedQueries as hpublisherAdsenseBackfillDfpMatchedQueries,
hpublisher.adsenseBackfillDfpMeasurableImpressions as hpublisherAdsenseBackfillDfpMeasurableImpressions,
hpublisher.adsenseBackfillDfpQueries as hpublisherAdsenseBackfillDfpQueries,
hpublisher.adsenseBackfillDfpRevenueCpm as hpublisherAdsenseBackfillDfpRevenueCpm,
hpublisher.adsenseBackfillDfpRevenueCpc as hpublisherAdsenseBackfillDfpRevenueCpc,
hpublisher.adsenseBackfillDfpViewableImpressions as hpublisherAdsenseBackfillDfpViewableImpressions,
hpublisher.adsenseBackfillDfpPagesViewed as hpublisherAdsenseBackfillDfpPagesViewed,
hpublisher.adxBackfillDfpClicks as hpublisherAdxBackfillDfpClicks,
hpublisher.adxBackfillDfpImpressions as hpublisherAdxBackfillDfpImpressions,
hpublisher.adxBackfillDfpMatchedQueries as hpublisherAdxBackfillDfpMatchedQueries,
hpublisher.adxBackfillDfpMeasurableImpressions as hpublisherAdxBackfillDfpMeasurableImpressions,
hpublisher.adxBackfillDfpQueries as hpublisherAdxBackfillDfpQueries,
hpublisher.adxBackfillDfpRevenueCpm as hpublisherAdxBackfillDfpRevenueCpm,
hpublisher.adxBackfillDfpRevenueCpc as hpublisherAdxBackfillDfpRevenueCpc,
hpublisher.adxBackfillDfpViewableImpressions as hpublisherAdxBackfillDfpViewableImpressions,
hpublisher.adxBackfillDfpPagesViewed as hpublisherAdxBackfillDfpPagesViewed,
hpublisher.adxClicks as hpublisherAdxClicks,
hpublisher.adxImpressions as hpublisherAdxImpressions,
hpublisher.adxMatchedQueries as hpublisherAdxMatchedQueries,
hpublisher.adxMeasurableImpressions as hpublisherAdxMeasurableImpressions,
hpublisher.adxQueries as hpublisherAdxQueries,
hpublisher.adxRevenue as hpublisherAdxRevenue,
hpublisher.adxViewableImpressions as hpublisherAdxViewableImpressions,
hpublisher.adxPagesViewed as hpublisherAdxPagesViewed,
hpublisher.adsViewed as hpublisherAdsViewed,
hpublisher.adsUnitsViewed as hpublisherAdsUnitsViewed,
hpublisher.adsUnitsMatched as hpublisherAdsUnitsMatched,
hpublisher.viewableAdsViewed as hpublisherViewableAdsViewed,
hpublisher.measurableAdsViewed as hpublisherMeasurableAdsViewed,
hpublisher.adsPagesViewed as hpublisherAdsPagesViewed,
hpublisher.adsClicked as hpublisherAdsClicked,
hpublisher.adsRevenue as hpublisherAdsRevenue,
hpublisher.dfpAdGroup as hpublisherDfpAdGroup,
hpublisher.dfpAdUnits as hpublisherDfpAdUnits,
hpublisher.dfpNetworkId as hpublisherDfpNetworkId,
fullVisitorId,
userId,
clientId,
channelGrouping,
socialEngagementType


FROM `bigquery-public-data.google_analytics_sample.ga_sessions_20170801`, 
UNNEST(customDimensions) as cd,
UNNEST(hits) as h,
UNNEST(h.product) as hp,
UNNEST(hp.customDimensions) as hpc,
UNNEST(hp.customMetrics) as hpCustomMetrics,
UNNEST(h.promotion) as hpromotion,
UNNEST(h.experiment) as hExperiment,
UNNEST(h.customVariables) as hcustomVariables,
UNNEST(h.customDimensions) as hcustomDimensions,
UNNEST(h.customMetrics) as hcustomMetrics,
UNNEST(h.publisher_infos) as hpublisher


LIMIT 10;

我以更简单的方式重写了失败的查询,其中应包括您要输出的每一列。

但是没有必要,你仍然可以列出所有列(如果由于某种原因你想要这样做),只需避免UNNESTing几个列,如hp.customDimensions和hp.customMetrics(以及可能从查询中删除的其他列)。

您将从下面的查询中看到,这些列中没有数据并且尝试UNNEST它们是您看到空结果集的原因。

#standardSQL
SELECT visitorId,
    visitNumber,
    visitId,
    visitStartTime,
    date,
    totals.visits,
    totals.hits,
    totals.pageviews,
    totals.timeOnSite,
    totals.bounces,
    totals.transactions,
    totals.transactionRevenue,
    totals.newVisits,
    totals.screenviews,
    totals.uniqueScreenviews,
    totals.timeOnScreen,
    totals.totalTransactionRevenue,
    totals.sessionQualityDim,
    trafficSource.referralPath,
    trafficSource.campaign,
    trafficSource.source,
    trafficSource.medium,
    trafficSource.keyword,
    trafficSource.adContent,
    trafficSource.adwordsClickInfo.campaignId,
    trafficSource.adwordsClickInfo.adGroupId,
    trafficSource.adwordsClickInfo.creativeId,
    trafficSource.adwordsClickInfo.criteriaId,
    trafficSource.adwordsClickInfo.page,
    trafficSource.adwordsClickInfo.slot,
    trafficSource.adwordsClickInfo.criteriaParameters,
    trafficSource.adwordsClickInfo.gclId,
    trafficSource.adwordsClickInfo.customerId,
    trafficSource.adwordsClickInfo.adNetworkType,
    trafficSource.adwordsClickInfo.targetingCriteria.boomUserlistId,
    trafficSource.adwordsClickInfo.isVideoAd,
    trafficSource.isTrueDirect,
    trafficSource.campaignCode,
    device.browser,
    device.browserVersion,
    device.browserSize,
    device.operatingSystem,
    device.operatingSystemVersion,
    device.isMobile,
    device.mobileDeviceBranding,
    device.mobileDeviceModel,
    device.mobileInputSelector,
    device.mobileDeviceInfo,
    device.mobileDeviceMarketingName,
    device.flashVersion,
    device.javaEnabled,
    device.language,
    device.screenColors,
    device.screenResolution,
    device.deviceCategory,
    geoNetwork.continent,
    geoNetwork.subContinent,
    geoNetwork.country,
    geoNetwork.region,
    geoNetwork.metro,
    geoNetwork.city,
    geoNetwork.cityId,
    geoNetwork.networkDomain,
    geoNetwork.latitude,
    geoNetwork.longitude,
    geoNetwork.networkLocation,
    h.* EXCEPT(page, product),
    h.page as hits_page,
    hits_product.* EXCEPT (customDimensions, customMetrics),
    hits_product.customDimensions as hits_product_customDimensions,
    hits_product.customMetrics as hits_product_customMetrics
FROM `bigquery-public-data.google_analytics_sample.ga_sessions_20170801`, 
UNNEST(hits) as h, UNNEST(h.product) as hits_product

修复失败查询的另一种方法是更改​​最后一部分,如下所示。 当UNNESTed列为空时,LEFT JOIN会阻止空结果集。

FROM `bigquery-public-data.google_analytics_sample.ga_sessions_20170801` 
LEFT JOIN UNNEST(customDimensions) as cd
LEFT JOIN UNNEST(hits) as h
LEFT JOIN UNNEST(h.product) as hp
LEFT JOIN UNNEST(hp.customDimensions) as hpc
LEFT JOIN UNNEST(hp.customMetrics) as hpCustomMetrics
LEFT JOIN UNNEST(h.promotion) as hpromotion
LEFT JOIN UNNEST(h.experiment) as hExperiment
LEFT JOIN UNNEST(h.customVariables) as hcustomVariables
LEFT JOIN UNNEST(h.customDimensions) as hcustomDimensions
LEFT JOIN UNNEST(h.customMetrics) as hcustomMetrics
LEFT JOIN UNNEST(h.publisher_infos) as hpublisher

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