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Created December 10, 2018 17:54
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BigQuery Example for getting AB test data
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"source": "# Change the table name accordingly \nQUERY = \"\"\"\n WITH\n dataset AS(\n SELECT\n fullvisitorId AS clientId,\n visitId AS sessionId,\n test.experimentVariant AS variants,\n device.deviceCategory AS device,\n MAX (IF (h.eCommerceAction.action_type = '3',\n 1,\n 0)\n ) AS add_to_cart,\n IF (MAX(totals.transactions)>0,\n 1,\n 0) AS make_a_trans,\n IF (MAX(totals.transactionRevenue)>0,\n MAX(totals.transactionRevenue/1000000),\n 0) AS trans_rev\n FROM\n `xxxxxx_your_BigQuery_Table_xxxxxx`,\n UNNEST (hits) AS h,\n UNNEST(h.experiment) AS test\n WHERE\n _TABLE_SUFFIX BETWEEN @START_DATE\n AND @END_DATE\n AND test.experimentId = @EXPERIMENT_ID\n GROUP BY\n fullvisitorId,\n visitId,\n variants,\n device)\n SELECT\n clientId,\n variants,\n device,\n SUM(add_to_cart) AS num_atc,\n COUNT(sessionId) AS num_sess,\n SUM(make_a_trans) AS num_trans,\n SUM(trans_rev) AS rev\n FROM\n dataset\n GROUP BY\n clientId,\n variants,\n device\n \"\"\"",
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