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<?php /** * API\Reports\Orders\Stats\DataStore class file. */ namespace Automattic\WooCommerce\Admin\API\Reports\Orders\Stats; defined( 'ABSPATH' ) || exit; use Automattic\WooCommerce\Admin\API\Reports\DataStore as ReportsDataStore; use Automattic\WooCommerce\Admin\API\Reports\DataStoreInterface; use Automattic\WooCommerce\Admin\API\Reports\TimeInterval; use Automattic\WooCommerce\Admin\API\Reports\SqlQuery; use Automattic\WooCommerce\Admin\API\Reports\Cache as ReportsCache; use Automattic\WooCommerce\Admin\API\Reports\Customers\DataStore as CustomersDataStore; use Automattic\WooCommerce\Utilities\OrderUtil; /** * API\Reports\Orders\Stats\DataStore. */ class DataStore extends ReportsDataStore implements DataStoreInterface { /** * Table used to get the data. * * @var string */ protected static $table_name = 'wc_order_stats'; /** * Cron event name. */ const CRON_EVENT = 'wc_order_stats_update'; /** * Cache identifier. * * @var string */ protected $cache_key = 'orders_stats'; /** * Type for each column to cast values correctly later. * * @var array */ protected $column_types = array( 'orders_count' => 'intval', 'num_items_sold' => 'intval', 'gross_sales' => 'floatval', 'total_sales' => 'floatval', 'coupons' => 'floatval', 'coupons_count' => 'intval', 'refunds' => 'floatval', 'taxes' => 'floatval', 'shipping' => 'floatval', 'net_revenue' => 'floatval', 'avg_items_per_order' => 'floatval', 'avg_order_value' => 'floatval', 'total_customers' => 'intval', 'products' => 'intval', 'segment_id' => 'intval', ); /** * Data store context used to pass to filters. * * @var string */ protected $context = 'orders_stats'; /** * Dynamically sets the date column name based on configuration */ public function __construct() { $this->date_column_name = get_option( 'woocommerce_date_type', 'date_paid' ); parent::__construct(); } /** * Assign report columns once full table name has been assigned. */ protected function assign_report_columns() { $table_name = self::get_db_table_name(); // Avoid ambigious columns in SQL query. $refunds = "ABS( SUM( CASE WHEN {$table_name}.net_total < 0 THEN {$table_name}.net_total ELSE 0 END ) )"; $gross_sales = "( SUM({$table_name}.total_sales)" . ' + COALESCE( SUM(discount_amount), 0 )' . // SUM() all nulls gives null. " - SUM({$table_name}.tax_total)" . " - SUM({$table_name}.shipping_total)" . " + {$refunds}" . ' ) as gross_sales'; $this->report_columns = array( 'orders_count' => "SUM( CASE WHEN {$table_name}.parent_id = 0 THEN 1 ELSE 0 END ) as orders_count", 'num_items_sold' => "SUM({$table_name}.num_items_sold) as num_items_sold", 'gross_sales' => $gross_sales, 'total_sales' => "SUM({$table_name}.total_sales) AS total_sales", 'coupons' => 'COALESCE( SUM(discount_amount), 0 ) AS coupons', // SUM() all nulls gives null. 'coupons_count' => 'COALESCE( coupons_count, 0 ) as coupons_count', 'refunds' => "{$refunds} AS refunds", 'taxes' => "SUM({$table_name}.tax_total) AS taxes", 'shipping' => "SUM({$table_name}.shipping_total) AS shipping", 'net_revenue' => "SUM({$table_name}.net_total) AS net_revenue", 'avg_items_per_order' => "SUM( {$table_name}.num_items_sold ) / SUM( CASE WHEN {$table_name}.parent_id = 0 THEN 1 ELSE 0 END ) AS avg_items_per_order", 'avg_order_value' => "SUM( {$table_name}.net_total ) / SUM( CASE WHEN {$table_name}.parent_id = 0 THEN 1 ELSE 0 END ) AS avg_order_value", 'total_customers' => "COUNT( DISTINCT( {$table_name}.customer_id ) ) as total_customers", ); } /** * Set up all the hooks for maintaining and populating table data. */ public static function init() { add_action( 'woocommerce_before_delete_order', array( __CLASS__, 'delete_order' ) ); add_action( 'delete_post', array( __CLASS__, 'delete_order' ) ); } /** * Updates the totals and intervals database queries with parameters used for Orders report: categories, coupons and order status. * * @param array $query_args Query arguments supplied by the user. */ protected function orders_stats_sql_filter( $query_args ) { // phpcs:ignore Generic.Commenting.Todo.TaskFound // @todo Performance of all of this? global $wpdb; $from_clause = ''; $orders_stats_table = self::get_db_table_name(); $product_lookup = $wpdb->prefix . 'wc_order_product_lookup'; $coupon_lookup = $wpdb->prefix . 'wc_order_coupon_lookup'; $tax_rate_lookup = $wpdb->prefix . 'wc_order_tax_lookup'; $operator = $this->get_match_operator( $query_args ); $where_filters = array(); // Products filters. $where_filters[] = $this->get_object_where_filter( $orders_stats_table, 'order_id', $product_lookup, 'product_id', 'IN', $this->get_included_products( $query_args ) ); $where_filters[] = $this->get_object_where_filter( $orders_stats_table, 'order_id', $product_lookup, 'product_id', 'NOT IN', $this->get_excluded_products( $query_args ) ); // Variations filters. $where_filters[] = $this->get_object_where_filter( $orders_stats_table, 'order_id', $product_lookup, 'variation_id', 'IN', $this->get_included_variations( $query_args ) ); $where_filters[] = $this->get_object_where_filter( $orders_stats_table, 'order_id', $product_lookup, 'variation_id', 'NOT IN', $this->get_excluded_variations( $query_args ) ); // Coupons filters. $where_filters[] = $this->get_object_where_filter( $orders_stats_table, 'order_id', $coupon_lookup, 'coupon_id', 'IN', $this->get_included_coupons( $query_args ) ); $where_filters[] = $this->get_object_where_filter( $orders_stats_table, 'order_id', $coupon_lookup, 'coupon_id', 'NOT IN', $this->get_excluded_coupons( $query_args ) ); // Tax rate filters. $where_filters[] = $this->get_object_where_filter( $orders_stats_table, 'order_id', $tax_rate_lookup, 'tax_rate_id', 'IN', implode( ',', $query_args['tax_rate_includes'] ) ); $where_filters[] = $this->get_object_where_filter( $orders_stats_table, 'order_id', $tax_rate_lookup, 'tax_rate_id', 'NOT IN', implode( ',', $query_args['tax_rate_excludes'] ) ); // Product attribute filters. $attribute_subqueries = $this->get_attribute_subqueries( $query_args ); if ( $attribute_subqueries['join'] && $attribute_subqueries['where'] ) { // Build a subquery for getting order IDs by product attribute(s). // Done here since our use case is a little more complicated than get_object_where_filter() can handle. $attribute_subquery = new SqlQuery(); $attribute_subquery->add_sql_clause( 'select', "{$orders_stats_table}.order_id" ); $attribute_subquery->add_sql_clause( 'from', $orders_stats_table ); // JOIN on product lookup. $attribute_subquery->add_sql_clause( 'join', "JOIN {$product_lookup} ON {$orders_stats_table}.order_id = {$product_lookup}.order_id" ); // Add JOINs for matching attributes. foreach ( $attribute_subqueries['join'] as $attribute_join ) { $attribute_subquery->add_sql_clause( 'join', $attribute_join ); } // Add WHEREs for matching attributes. $attribute_subquery->add_sql_clause( 'where', 'AND (' . implode( " {$operator} ", $attribute_subqueries['where'] ) . ')' ); // Generate subquery statement and add to our where filters. $where_filters[] = "{$orders_stats_table}.order_id IN (" . $attribute_subquery->get_query_statement() . ')'; } $where_filters[] = $this->get_customer_subquery( $query_args ); $refund_subquery = $this->get_refund_subquery( $query_args ); $from_clause .= $refund_subquery['from_clause']; if ( $refund_subquery['where_clause'] ) { $where_filters[] = $refund_subquery['where_clause']; } $where_filters = array_filter( $where_filters ); $where_subclause = implode( " $operator ", $where_filters ); // Append status filter after to avoid matching ANY on default statuses. $order_status_filter = $this->get_status_subquery( $query_args, $operator ); if ( $order_status_filter ) { if ( empty( $query_args['status_is'] ) && empty( $query_args['status_is_not'] ) ) { $operator = 'AND'; } $where_subclause = implode( " $operator ", array_filter( array( $where_subclause, $order_status_filter ) ) ); } // To avoid requesting the subqueries twice, the result is applied to all queries passed to the method. if ( $where_subclause ) { $this->total_query->add_sql_clause( 'where', "AND ( $where_subclause )" ); $this->total_query->add_sql_clause( 'join', $from_clause ); $this->interval_query->add_sql_clause( 'where', "AND ( $where_subclause )" ); $this->interval_query->add_sql_clause( 'join', $from_clause ); } } /** * Returns the report data based on parameters supplied by the user. * * @param array $query_args Query parameters. * @return stdClass|WP_Error Data. */ public function get_data( $query_args ) { global $wpdb; $table_name = self::get_db_table_name(); // These defaults are only applied when not using REST API, as the API has its own defaults that overwrite these for most values (except before, after, etc). $defaults = array( 'per_page' => get_option( 'posts_per_page' ), 'page' => 1, 'order' => 'DESC', 'orderby' => 'date', 'before' => TimeInterval::default_before(), 'after' => TimeInterval::default_after(), 'interval' => 'week', 'fields' => '*', 'segmentby' => '', 'match' => 'all', 'status_is' => array(), 'status_is_not' => array(), 'product_includes' => array(), 'product_excludes' => array(), 'coupon_includes' => array(), 'coupon_excludes' => array(), 'tax_rate_includes' => array(), 'tax_rate_excludes' => array(), 'customer_type' => '', 'category_includes' => array(), ); $query_args = wp_parse_args( $query_args, $defaults ); $this->normalize_timezones( $query_args, $defaults ); /* * We need to get the cache key here because * parent::update_intervals_sql_params() modifies $query_args. */ $cache_key = $this->get_cache_key( $query_args ); $data = $this->get_cached_data( $cache_key ); if ( isset( $query_args['date_type'] ) ) { $this->date_column_name = $query_args['date_type']; } if ( false === $data ) { $this->initialize_queries(); $data = (object) array( 'totals' => (object) array(), 'intervals' => (object) array(), 'total' => 0, 'pages' => 0, 'page_no' => 0, ); $selections = $this->selected_columns( $query_args ); $this->add_time_period_sql_params( $query_args, $table_name ); $this->add_intervals_sql_params( $query_args, $table_name ); $this->add_order_by_sql_params( $query_args ); $where_time = $this->get_sql_clause( 'where_time' ); $params = $this->get_limit_sql_params( $query_args ); $coupon_join = "LEFT JOIN ( SELECT order_id, SUM(discount_amount) AS discount_amount, COUNT(DISTINCT coupon_id) AS coupons_count FROM {$wpdb->prefix}wc_order_coupon_lookup GROUP BY order_id ) order_coupon_lookup ON order_coupon_lookup.order_id = {$wpdb->prefix}wc_order_stats.order_id"; // Additional filtering for Orders report. $this->orders_stats_sql_filter( $query_args ); $this->total_query->add_sql_clause( 'select', $selections ); $this->total_query->add_sql_clause( 'left_join', $coupon_join ); $this->total_query->add_sql_clause( 'where_time', $where_time ); $totals = $wpdb->get_results( $this->total_query->get_query_statement(), ARRAY_A ); // phpcs:ignore cache ok, DB call ok, unprepared SQL ok. if ( null === $totals ) { return new \WP_Error( 'woocommerce_analytics_revenue_result_failed', __( 'Sorry, fetching revenue data failed.', 'woocommerce' ) ); } // phpcs:ignore Generic.Commenting.Todo.TaskFound // @todo Remove these assignements when refactoring segmenter classes to use query objects. $totals_query = array( 'from_clause' => $this->total_query->get_sql_clause( 'join' ), 'where_time_clause' => $where_time, 'where_clause' => $this->total_query->get_sql_clause( 'where' ), ); $intervals_query = array( 'select_clause' => $this->get_sql_clause( 'select' ), 'from_clause' => $this->interval_query->get_sql_clause( 'join' ), 'where_time_clause' => $where_time, 'where_clause' => $this->interval_query->get_sql_clause( 'where' ), 'limit' => $this->get_sql_clause( 'limit' ), ); $unique_products = $this->get_unique_product_count( $totals_query['from_clause'], $totals_query['where_time_clause'], $totals_query['where_clause'] ); $totals[0]['products'] = $unique_products; $segmenter = new Segmenter( $query_args, $this->report_columns ); $unique_coupons = $this->get_unique_coupon_count( $totals_query['from_clause'], $totals_query['where_time_clause'], $totals_query['where_clause'] ); $totals[0]['coupons_count'] = $unique_coupons; $totals[0]['segments'] = $segmenter->get_totals_segments( $totals_query, $table_name ); $totals = (object) $this->cast_numbers( $totals[0] ); $this->interval_query->add_sql_clause( 'select', $this->get_sql_clause( 'select' ) . ' AS time_interval' ); $this->interval_query->add_sql_clause( 'left_join', $coupon_join ); $this->interval_query->add_sql_clause( 'where_time', $where_time ); $db_intervals = $wpdb->get_col( $this->interval_query->get_query_statement() ); // phpcs:ignore cache ok, DB call ok, , unprepared SQL ok. $db_interval_count = count( $db_intervals ); $expected_interval_count = TimeInterval::intervals_between( $query_args['after'], $query_args['before'], $query_args['interval'] ); $total_pages = (int) ceil( $expected_interval_count / $params['per_page'] ); if ( $query_args['page'] < 1 || $query_args['page'] > $total_pages ) { return $data; } $this->update_intervals_sql_params( $query_args, $db_interval_count, $expected_interval_count, $table_name ); $this->interval_query->add_sql_clause( 'order_by', $this->get_sql_clause( 'order_by' ) ); $this->interval_query->add_sql_clause( 'limit', $this->get_sql_clause( 'limit' ) ); $this->interval_query->add_sql_clause( 'select', ", MAX({$table_name}.date_created) AS datetime_anchor" ); if ( '' !== $selections ) { $this->interval_query->add_sql_clause( 'select', ', ' . $selections ); } $intervals = $wpdb->get_results( $this->interval_query->get_query_statement(), ARRAY_A ); // phpcs:ignore cache ok, DB call ok, unprepared SQL ok. if ( null === $intervals ) { return new \WP_Error( 'woocommerce_analytics_revenue_result_failed', __( 'Sorry, fetching revenue data failed.', 'woocommerce' ) ); } if ( isset( $intervals[0] ) ) { $unique_coupons = $this->get_unique_coupon_count( $intervals_query['from_clause'], $intervals_query['where_time_clause'], $intervals_query['where_clause'], true ); $intervals[0]['coupons_count'] = $unique_coupons; } $data = (object) array( 'totals' => $totals, 'intervals' => $intervals, 'total' => $expected_interval_count, 'pages' => $total_pages, 'page_no' => (int) $query_args['page'], ); if ( TimeInterval::intervals_missing( $expected_interval_count, $db_interval_count, $params['per_page'], $query_args['page'], $query_args['order'], $query_args['orderby'], count( $intervals ) ) ) { $this->fill_in_missing_intervals( $db_intervals, $query_args['adj_after'], $query_args['adj_before'], $query_args['interval'], $data ); $this->sort_intervals( $data, $query_args['orderby'], $query_args['order'] ); $this->remove_extra_records( $data, $query_args['page'], $params['per_page'], $db_interval_count, $expected_interval_count, $query_args['orderby'], $query_args['order'] ); } else { $this->update_interval_boundary_dates( $query_args['after'], $query_args['before'], $query_args['interval'], $data->intervals ); } $segmenter->add_intervals_segments( $data, $intervals_query, $table_name ); $this->create_interval_subtotals( $data->intervals ); $this->set_cached_data( $cache_key, $data ); } return $data; } /** * Get unique products based on user time query * * @param string $from_clause From clause with date query. * @param string $where_time_clause Where clause with date query. * @param string $where_clause Where clause with date query. * @return integer Unique product count. */ public function get_unique_product_count( $from_clause, $where_time_clause, $where_clause ) { global $wpdb; $table_name = self::get_db_table_name(); return $wpdb->get_var( "SELECT COUNT( DISTINCT {$wpdb->prefix}wc_order_product_lookup.product_id ) FROM {$wpdb->prefix}wc_order_product_lookup JOIN {$table_name} ON {$wpdb->prefix}wc_order_product_lookup.order_id = {$table_name}.order_id {$from_clause} WHERE 1=1 {$where_time_clause} {$where_clause}" ); // phpcs:ignore cache ok, DB call ok, unprepared SQL ok. } /** * Get unique coupons based on user time query * * @param string $from_clause From clause with date query. * @param string $where_time_clause Where clause with date query. * @param string $where_clause Where clause with date query. * @return integer Unique product count. */ public function get_unique_coupon_count( $from_clause, $where_time_clause, $where_clause ) { global $wpdb; $table_name = self::get_db_table_name(); return $wpdb->get_var( "SELECT COUNT(DISTINCT coupon_id) FROM {$wpdb->prefix}wc_order_coupon_lookup JOIN {$table_name} ON {$wpdb->prefix}wc_order_coupon_lookup.order_id = {$table_name}.order_id {$from_clause} WHERE 1=1 {$where_time_clause} {$where_clause}" ); // phpcs:ignore cache ok, DB call ok, unprepared SQL ok. } /** * Add order information to the lookup table when orders are created or modified. * * @param int $post_id Post ID. * @return int|bool Returns -1 if order won't be processed, or a boolean indicating processing success. */ public static function sync_order( $post_id ) { if ( ! OrderUtil::is_order( $post_id, array( 'shop_order', 'shop_order_refund' ) ) ) { return -1; } $order = wc_get_order( $post_id ); if ( ! $order ) { return -1; } return self::update( $order ); } /** * Update the database with stats data. * * @param WC_Order|WC_Order_Refund $order Order or refund to update row for. * @return int|bool Returns -1 if order won't be processed, or a boolean indicating processing success. */ public static function update( $order ) { global $wpdb; $table_name = self::get_db_table_name(); if ( ! $order->get_id() || ! $order->get_date_created() ) { return -1; } /** * Filters order stats data. * * @param array $data Data written to order stats lookup table. * @param WC_Order $order Order object. * * @since 4.0.0 */ $data = apply_filters( 'woocommerce_analytics_update_order_stats_data', array( 'order_id' => $order->get_id(), 'parent_id' => $order->get_parent_id(), 'date_created' => $order->get_date_created()->date( 'Y-m-d H:i:s' ), 'date_paid' => $order->get_date_paid() ? $order->get_date_paid()->date( 'Y-m-d H:i:s' ) : null, 'date_completed' => $order->get_date_completed() ? $order->get_date_completed()->date( 'Y-m-d H:i:s' ) : null, 'date_created_gmt' => gmdate( 'Y-m-d H:i:s', $order->get_date_created()->getTimestamp() ), 'num_items_sold' => self::get_num_items_sold( $order ), 'total_sales' => $order->get_total(), 'tax_total' => $order->get_total_tax(), 'shipping_total' => $order->get_shipping_total(), 'net_total' => self::get_net_total( $order ), 'status' => self::normalize_order_status( $order->get_status() ), 'customer_id' => $order->get_report_customer_id(), 'returning_customer' => $order->is_returning_customer(), ), $order ); $format = array( '%d', '%d', '%s', '%s', '%s', '%s', '%d', '%f', '%f', '%f', '%f', '%s', '%d', '%d', ); if ( 'shop_order_refund' === $order->get_type() ) { $parent_order = wc_get_order( $order->get_parent_id() ); if ( $parent_order ) { $data['parent_id'] = $parent_order->get_id(); $data['status'] = self::normalize_order_status( $parent_order->get_status() ); } /** * Set date_completed and date_paid the same as date_created to avoid problems * when they are being used to sort the data, as refunds don't have them filled */ $data['date_completed'] = $data['date_created']; $data['date_paid'] = $data['date_created']; } // Update or add the information to the DB. $result = $wpdb->replace( $table_name, $data, $format ); /** * Fires when order's stats reports are updated. * * @param int $order_id Order ID. * * @since 4.0.0. */ do_action( 'woocommerce_analytics_update_order_stats', $order->get_id() ); // Check the rows affected for success. Using REPLACE can affect 2 rows if the row already exists. return ( 1 === $result || 2 === $result ); } /** * Deletes the order stats when an order is deleted. * * @param int $post_id Post ID. */ public static function delete_order( $post_id ) { global $wpdb; $order_id = (int) $post_id; if ( ! OrderUtil::is_order( $post_id, array( 'shop_order', 'shop_order_refund' ) ) ) { return; } // Retrieve customer details before the order is deleted. $order = wc_get_order( $order_id ); $customer_id = absint( CustomersDataStore::get_existing_customer_id_from_order( $order ) ); // Delete the order. $wpdb->delete( self::get_db_table_name(), array( 'order_id' => $order_id ) ); /** * Fires when orders stats are deleted. * * @param int $order_id Order ID. * @param int $customer_id Customer ID. * * @since 4.0.0 */ do_action( 'woocommerce_analytics_delete_order_stats', $order_id, $customer_id ); ReportsCache::invalidate(); } /** * Calculation methods. */ /** * Get number of items sold among all orders. * * @param array $order WC_Order object. * @return int */ protected static function get_num_items_sold( $order ) { $num_items = 0; $line_items = $order->get_items( 'line_item' ); foreach ( $line_items as $line_item ) { $num_items += $line_item->get_quantity(); } return $num_items; } /** * Get the net amount from an order without shipping, tax, or refunds. * * @param array $order WC_Order object. * @return float */ protected static function get_net_total( $order ) { $net_total = floatval( $order->get_total() ) - floatval( $order->get_total_tax() ) - floatval( $order->get_shipping_total() ); return (float) $net_total; } /** * Check to see if an order's customer has made previous orders or not * * @param array $order WC_Order object. * @param int|false $customer_id Customer ID. Optional. * @return bool */ public static function is_returning_customer( $order, $customer_id = null ) { if ( is_null( $customer_id ) ) { $customer_id = \Automattic\WooCommerce\Admin\API\Reports\Customers\DataStore::get_existing_customer_id_from_order( $order ); } if ( ! $customer_id ) { return false; } $oldest_orders = \Automattic\WooCommerce\Admin\API\Reports\Customers\DataStore::get_oldest_orders( $customer_id ); if ( empty( $oldest_orders ) ) { return false; } $first_order = $oldest_orders[0]; $second_order = isset( $oldest_orders[1] ) ? $oldest_orders[1] : false; $excluded_statuses = self::get_excluded_report_order_statuses(); // Order is older than previous first order. if ( $order->get_date_created() < wc_string_to_datetime( $first_order->date_created ) && ! in_array( $order->get_status(), $excluded_statuses, true ) ) { self::set_customer_first_order( $customer_id, $order->get_id() ); return false; } // The current order is the oldest known order. $is_first_order = (int) $order->get_id() === (int) $first_order->order_id; // Order date has changed and next oldest is now the first order. $date_change = $second_order && $order->get_date_created() > wc_string_to_datetime( $first_order->date_created ) && wc_string_to_datetime( $second_order->date_created ) < $order->get_date_created(); // Status has changed to an excluded status and next oldest order is now the first order. $status_change = $second_order && in_array( $order->get_status(), $excluded_statuses, true ); if ( $is_first_order && ( $date_change || $status_change ) ) { self::set_customer_first_order( $customer_id, $second_order->order_id ); return true; } return (int) $order->get_id() !== (int) $first_order->order_id; } /** * Set a customer's first order and all others to returning. * * @param int $customer_id Customer ID. * @param int $order_id Order ID. */ protected static function set_customer_first_order( $customer_id, $order_id ) { global $wpdb; $orders_stats_table = self::get_db_table_name(); $wpdb->query( $wpdb->prepare( // phpcs:ignore Generic.Commenting.Todo.TaskFound // TODO: use the %i placeholder to prepare the table name when available in the the minimum required WordPress version. // phpcs:ignore WordPress.DB.PreparedSQL.InterpolatedNotPrepared "UPDATE {$orders_stats_table} SET returning_customer = CASE WHEN order_id = %d THEN false ELSE true END WHERE customer_id = %d", $order_id, $customer_id ) ); } /** * Initialize query objects. */ protected function initialize_queries() { $this->clear_all_clauses(); unset( $this->subquery ); $this->total_query = new SqlQuery( $this->context . '_total' ); $this->total_query->add_sql_clause( 'from', self::get_db_table_name() ); $this->interval_query = new SqlQuery( $this->context . '_interval' ); $this->interval_query->add_sql_clause( 'from', self::get_db_table_name() ); $this->interval_query->add_sql_clause( 'group_by', 'time_interval' ); } }