测试任务

src/main/scala/com/aliyun/odps/spark/examples/makedata_ad/v20240718/makedata_ad_32_bucket_hive_test.scala

@@ -736,705 +736,713 @@ object makedata_ad_32_bucket_hive_test {
 
     println(rows)
 
-        val schema = StructType(Seq(
-          StructField("has_click", LongType, nullable = true),
-          StructField("has_conversion", LongType, nullable = true),
-          StructField("b8_yesterday_ctr", DoubleType, nullable = true),
-          StructField("b8_yesterday_ctcvr", DoubleType, nullable = true),
-          StructField("b8_yesterday_cvr", DoubleType, nullable = true),
-          StructField("b8_yesterday_conver", DoubleType, nullable = true),
-          StructField("b8_yesterday_ecpm", DoubleType, nullable = true),
-          StructField("b8_yesterday_click", DoubleType, nullable = true),
-          StructField("b8_yesterday_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_1h_ctr", DoubleType, nullable = true),
-          StructField("b9_1h_ctcvr", DoubleType, nullable = true),
-          StructField("b9_1h_cvr", DoubleType, nullable = true),
-          StructField("b9_1h_conver", DoubleType, nullable = true),
-          StructField("b9_1h_ecpm", DoubleType, nullable = true),
-          StructField("b9_1h_click", DoubleType, nullable = true),
-          StructField("b9_1h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_1h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_2h_ctr", DoubleType, nullable = true),
-          StructField("b9_2h_ctcvr", DoubleType, nullable = true),
-          StructField("b9_2h_cvr", DoubleType, nullable = true),
-          StructField("b9_2h_conver", DoubleType, nullable = true),
-          StructField("b9_2h_ecpm", DoubleType, nullable = true),
-          StructField("b9_2h_click", DoubleType, nullable = true),
-          StructField("b9_2h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_2h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_3h_ctr", DoubleType, nullable = true),
-          StructField("b9_3h_ctcvr", DoubleType, nullable = true),
-          StructField("b9_3h_cvr", DoubleType, nullable = true),
-          StructField("b9_3h_conver", DoubleType, nullable = true),
-          StructField("b9_3h_ecpm", DoubleType, nullable = true),
-          StructField("b9_3h_click", DoubleType, nullable = true),
-          StructField("b9_3h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_3h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_4h_ctr", DoubleType, nullable = true),
-          StructField("b9_4h_ctcvr", DoubleType, nullable = true),
-          StructField("b9_4h_cvr", DoubleType, nullable = true),
-          StructField("b9_4h_conver", DoubleType, nullable = true),
-          StructField("b9_4h_ecpm", DoubleType, nullable = true),
-          StructField("b9_4h_click", DoubleType, nullable = true),
-          StructField("b9_4h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_4h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_5h_ctr", DoubleType, nullable = true),
-          StructField("b9_5h_ctcvr", DoubleType, nullable = true),
-          StructField("b9_5h_cvr", DoubleType, nullable = true),
-          StructField("b7_14d_ctcvr", DoubleType, nullable = true),
-          StructField("b7_14d_cvr", DoubleType, nullable = true),
-          StructField("b7_14d_conver", DoubleType, nullable = true),
-          StructField("b7_14d_ecpm", DoubleType, nullable = true),
-          StructField("b7_14d_click", DoubleType, nullable = true),
-          StructField("b7_14d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b7_14d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("viewall", DoubleType, nullable = true),
-          StructField("clickall", DoubleType, nullable = true),
-          StructField("converall", DoubleType, nullable = true),
-          StructField("incomeall", DoubleType, nullable = true),
-          StructField("ctr_all", DoubleType, nullable = true),
-          StructField("ctcvr_all", DoubleType, nullable = true),
-          StructField("cvr_all", DoubleType, nullable = true),
-          StructField("ecpm_all", DoubleType, nullable = true),
-          StructField("timediff_view", DoubleType, nullable = true),
-          StructField("timediff_click", DoubleType, nullable = true),
-          StructField("timediff_conver", DoubleType, nullable = true),
-          StructField("actionstatic_view", DoubleType, nullable = true),
-          StructField("actionstatic_click", DoubleType, nullable = true),
-          StructField("actionstatic_conver", DoubleType, nullable = true),
-          StructField("actionstatic_income", DoubleType, nullable = true),
-          StructField("actionstatic_ctr", DoubleType, nullable = true),
-          StructField("actionstatic_ctcvr", DoubleType, nullable = true),
-          StructField("actionstatic_cvr", DoubleType, nullable = true),
-          StructField("e1_tags_3d_matchnum", DoubleType, nullable = true),
-          StructField("e1_tags_3d_maxscore", DoubleType, nullable = true),
-          StructField("e1_tags_3d_avgscore", DoubleType, nullable = true),
-          StructField("e1_tags_7d_matchnum", DoubleType, nullable = true),
-          StructField("e1_tags_7d_maxscore", DoubleType, nullable = true),
-          StructField("e1_tags_7d_avgscore", DoubleType, nullable = true),
-          StructField("e1_tags_14d_matchnum", DoubleType, nullable = true),
-          StructField("e1_tags_14d_maxscore", DoubleType, nullable = true),
-          StructField("e1_tags_14d_avgscore", DoubleType, nullable = true),
-          StructField("e2_tags_3d_matchnum", DoubleType, nullable = true),
-          StructField("e2_tags_3d_maxscore", DoubleType, nullable = true),
-          StructField("e2_tags_3d_avgscore", DoubleType, nullable = true),
-          StructField("e2_tags_7d_matchnum", DoubleType, nullable = true),
-          StructField("e2_tags_7d_maxscore", DoubleType, nullable = true),
-          StructField("e2_tags_7d_avgscore", DoubleType, nullable = true),
-          StructField("e2_tags_14d_matchnum", DoubleType, nullable = true),
-          StructField("e2_tags_14d_maxscore", DoubleType, nullable = true),
-          StructField("e2_tags_14d_avgscore", DoubleType, nullable = true),
-          StructField("b8_1h_cvr", DoubleType, nullable = true),
-          StructField("b8_1h_conver", DoubleType, nullable = true),
-          StructField("b8_1h_ecpm", DoubleType, nullable = true),
-          StructField("b8_1h_click", DoubleType, nullable = true),
-          StructField("b8_1h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_1h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b8_2h_ctr", DoubleType, nullable = true),
-          StructField("b8_2h_ctcvr", DoubleType, nullable = true),
-          StructField("b8_2h_cvr", DoubleType, nullable = true),
-          StructField("b8_2h_conver", DoubleType, nullable = true),
-          StructField("b8_2h_ecpm", DoubleType, nullable = true),
-          StructField("b8_2h_click", DoubleType, nullable = true),
-          StructField("b8_2h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_2h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b8_3h_ctr", DoubleType, nullable = true),
-          StructField("b8_3h_ctcvr", DoubleType, nullable = true),
-          StructField("b8_3h_cvr", DoubleType, nullable = true),
-          StructField("b8_3h_conver", DoubleType, nullable = true),
-          StructField("b8_3h_ecpm", DoubleType, nullable = true),
-          StructField("b8_3h_click", DoubleType, nullable = true),
-          StructField("b8_3h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_3h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b8_4h_ctr", DoubleType, nullable = true),
-          StructField("b8_4h_ctcvr", DoubleType, nullable = true),
-          StructField("b8_4h_cvr", DoubleType, nullable = true),
-          StructField("b8_4h_conver", DoubleType, nullable = true),
-          StructField("b8_4h_ecpm", DoubleType, nullable = true),
-          StructField("b8_4h_click", DoubleType, nullable = true),
-          StructField("b8_4h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_4h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b8_5h_ctr", DoubleType, nullable = true),
-          StructField("b8_5h_ctcvr", DoubleType, nullable = true),
-          StructField("b8_5h_cvr", DoubleType, nullable = true),
-          StructField("b8_5h_conver", DoubleType, nullable = true),
-          StructField("b8_5h_ecpm", DoubleType, nullable = true),
-          StructField("b8_5h_click", DoubleType, nullable = true),
-          StructField("b8_5h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_5h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b8_6h_ctr", DoubleType, nullable = true),
-          StructField("b8_6h_ctcvr", DoubleType, nullable = true),
-          StructField("b8_6h_cvr", DoubleType, nullable = true),
-          StructField("b8_6h_conver", DoubleType, nullable = true),
-          StructField("b8_6h_ecpm", DoubleType, nullable = true),
-          StructField("b4_3d_ctcvr", DoubleType, nullable = true),
-          StructField("b4_3d_cvr", DoubleType, nullable = true),
-          StructField("b4_3d_conver", DoubleType, nullable = true),
-          StructField("b4_3d_ecpm", DoubleType, nullable = true),
-          StructField("b4_3d_click", DoubleType, nullable = true),
-          StructField("b4_3d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_3d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_7d_ctr", DoubleType, nullable = true),
-          StructField("b4_7d_ctcvr", DoubleType, nullable = true),
-          StructField("b4_7d_cvr", DoubleType, nullable = true),
-          StructField("b4_7d_conver", DoubleType, nullable = true),
-          StructField("b4_7d_ecpm", DoubleType, nullable = true),
-          StructField("b4_7d_click", DoubleType, nullable = true),
-          StructField("b4_7d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_7d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_today_ctr", DoubleType, nullable = true),
-          StructField("b4_today_ctcvr", DoubleType, nullable = true),
-          StructField("b4_today_cvr", DoubleType, nullable = true),
-          StructField("b4_today_conver", DoubleType, nullable = true),
-          StructField("b4_today_ecpm", DoubleType, nullable = true),
-          StructField("b4_today_click", DoubleType, nullable = true),
-          StructField("b4_today_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_today_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_yesterday_ctr", DoubleType, nullable = true),
-          StructField("b4_yesterday_ctcvr", DoubleType, nullable = true),
-          StructField("b4_yesterday_cvr", DoubleType, nullable = true),
-          StructField("b4_yesterday_conver", DoubleType, nullable = true),
-          StructField("b4_yesterday_ecpm", DoubleType, nullable = true),
-          StructField("b4_yesterday_click", DoubleType, nullable = true),
-          StructField("b4_yesterday_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_1h_ctr", DoubleType, nullable = true),
-          StructField("b5_1h_ctcvr", DoubleType, nullable = true),
-          StructField("b5_1h_cvr", DoubleType, nullable = true),
-          StructField("b5_1h_conver", DoubleType, nullable = true),
-          StructField("b5_1h_ecpm", DoubleType, nullable = true),
-          StructField("b5_1h_click", DoubleType, nullable = true),
-          StructField("b5_1h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b5_1h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_2h_ctr", DoubleType, nullable = true),
-          StructField("b5_2h_ctcvr", DoubleType, nullable = true),
-          StructField("b5_2h_cvr", DoubleType, nullable = true),
-          StructField("b5_2h_conver", DoubleType, nullable = true),
-          StructField("d1_feature_3h_ctr", DoubleType, nullable = true),
-          StructField("d1_feature_3h_ctcvr", DoubleType, nullable = true),
-          StructField("d1_feature_3h_cvr", DoubleType, nullable = true),
-          StructField("d1_feature_3h_conver", DoubleType, nullable = true),
-          StructField("d1_feature_3h_ecpm", DoubleType, nullable = true),
-          StructField("d1_feature_6h_ctr", DoubleType, nullable = true),
-          StructField("d1_feature_6h_ctcvr", DoubleType, nullable = true),
-          StructField("d1_feature_6h_cvr", DoubleType, nullable = true),
-          StructField("d1_feature_6h_conver", DoubleType, nullable = true),
-          StructField("d1_feature_6h_ecpm", DoubleType, nullable = true),
-          StructField("d1_feature_12h_ctr", DoubleType, nullable = true),
-          StructField("d1_feature_12h_ctcvr", DoubleType, nullable = true),
-          StructField("d1_feature_12h_cvr", DoubleType, nullable = true),
-          StructField("d1_feature_12h_conver", DoubleType, nullable = true),
-          StructField("d1_feature_12h_ecpm", DoubleType, nullable = true),
-          StructField("d1_feature_1d_ctr", DoubleType, nullable = true),
-          StructField("d1_feature_1d_ctcvr", DoubleType, nullable = true),
-          StructField("d1_feature_1d_cvr", DoubleType, nullable = true),
-          StructField("d1_feature_1d_conver", DoubleType, nullable = true),
-          StructField("d1_feature_1d_ecpm", DoubleType, nullable = true),
-          StructField("d1_feature_3d_ctr", DoubleType, nullable = true),
-          StructField("d1_feature_3d_ctcvr", DoubleType, nullable = true),
-          StructField("d1_feature_3d_cvr", DoubleType, nullable = true),
-          StructField("d1_feature_3d_conver", DoubleType, nullable = true),
-          StructField("d1_feature_3d_ecpm", DoubleType, nullable = true),
-          StructField("d1_feature_7d_ctr", DoubleType, nullable = true),
-          StructField("d1_feature_7d_ctcvr", DoubleType, nullable = true),
-          StructField("d1_feature_7d_cvr", DoubleType, nullable = true),
-          StructField("d1_feature_7d_conver", DoubleType, nullable = true),
-          StructField("d1_feature_7d_ecpm", DoubleType, nullable = true),
-          StructField("vid_rank_ctr_1d", DoubleType, nullable = true),
-          StructField("vid_rank_ctr_3d", DoubleType, nullable = true),
-          StructField("vid_rank_ctr_7d", DoubleType, nullable = true),
-          StructField("vid_rank_ctr_14d", DoubleType, nullable = true),
-          StructField("vid_rank_ctcvr_1d", DoubleType, nullable = true),
-          StructField("vid_rank_ctcvr_3d", DoubleType, nullable = true),
-          StructField("vid_rank_ctcvr_7d", DoubleType, nullable = true),
-          StructField("vid_rank_ctcvr_14d", DoubleType, nullable = true),
-          StructField("vid_rank_ecpm_1d", DoubleType, nullable = true),
-          StructField("vid_rank_ecpm_3d", DoubleType, nullable = true),
-          StructField("vid_rank_ecpm_7d", DoubleType, nullable = true),
-          StructField("vid_rank_ecpm_14d", DoubleType, nullable = true),
-          StructField("ctitle_vtitle_similarity", DoubleType, nullable = true),
-          StructField("b5_2h_ecpm", DoubleType, nullable = true),
-          StructField("b5_2h_click", DoubleType, nullable = true),
-          StructField("b5_2h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b5_2h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_3h_ctr", DoubleType, nullable = true),
-          StructField("b5_3h_ctcvr", DoubleType, nullable = true),
-          StructField("b5_3h_cvr", DoubleType, nullable = true),
-          StructField("b5_3h_conver", DoubleType, nullable = true),
-          StructField("b5_3h_ecpm", DoubleType, nullable = true),
-          StructField("b5_3h_click", DoubleType, nullable = true),
-          StructField("b5_3h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b5_3h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_4h_ctr", DoubleType, nullable = true),
-          StructField("b5_4h_ctcvr", DoubleType, nullable = true),
-          StructField("b5_4h_cvr", DoubleType, nullable = true),
-          StructField("b5_4h_conver", DoubleType, nullable = true),
-          StructField("b5_4h_ecpm", DoubleType, nullable = true),
-          StructField("b5_4h_click", DoubleType, nullable = true),
-          StructField("b5_4h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b5_4h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_5h_ctr", DoubleType, nullable = true),
-          StructField("b5_5h_ctcvr", DoubleType, nullable = true),
-          StructField("b5_5h_cvr", DoubleType, nullable = true),
-          StructField("b5_5h_conver", DoubleType, nullable = true),
-          StructField("b5_5h_ecpm", DoubleType, nullable = true),
-          StructField("b5_5h_click", DoubleType, nullable = true),
-          StructField("b5_5h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b5_5h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_6h_ctr", DoubleType, nullable = true),
-          StructField("b5_6h_ctcvr", DoubleType, nullable = true),
-          StructField("b5_6h_cvr", DoubleType, nullable = true),
-          StructField("b5_6h_conver", DoubleType, nullable = true),
-          StructField("b5_6h_ecpm", DoubleType, nullable = true),
-          StructField("b5_6h_click", DoubleType, nullable = true),
-          StructField("b5_6h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b5_6h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_12h_ctr", DoubleType, nullable = true),
-          StructField("b5_12h_ctcvr", DoubleType, nullable = true),
-          StructField("b5_12h_cvr", DoubleType, nullable = true),
-          StructField("b5_12h_conver", DoubleType, nullable = true),
-          StructField("b5_12h_ecpm", DoubleType, nullable = true),
-          StructField("b5_12h_click", DoubleType, nullable = true),
-          StructField("b5_12h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_6h_click", DoubleType, nullable = true),
-          StructField("b8_6h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_6h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b8_12h_ctr", DoubleType, nullable = true),
-          StructField("b8_12h_ctcvr", DoubleType, nullable = true),
-          StructField("b8_12h_cvr", DoubleType, nullable = true),
-          StructField("b8_12h_conver", DoubleType, nullable = true),
-          StructField("b8_12h_ecpm", DoubleType, nullable = true),
-          StructField("b8_12h_click", DoubleType, nullable = true),
-          StructField("b8_12h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_12h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b8_1d_ctr", DoubleType, nullable = true),
-          StructField("b8_1d_ctcvr", DoubleType, nullable = true),
-          StructField("b8_1d_cvr", DoubleType, nullable = true),
-          StructField("b8_1d_conver", DoubleType, nullable = true),
-          StructField("b8_1d_ecpm", DoubleType, nullable = true),
-          StructField("b8_1d_click", DoubleType, nullable = true),
-          StructField("b8_1d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_1d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b8_3d_ctr", DoubleType, nullable = true),
-          StructField("b8_3d_ctcvr", DoubleType, nullable = true),
-          StructField("b8_3d_cvr", DoubleType, nullable = true),
-          StructField("b8_3d_conver", DoubleType, nullable = true),
-          StructField("b8_3d_ecpm", DoubleType, nullable = true),
-          StructField("b8_3d_click", DoubleType, nullable = true),
-          StructField("b8_3d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_3d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b8_7d_ctr", DoubleType, nullable = true),
-          StructField("b8_7d_ctcvr", DoubleType, nullable = true),
-          StructField("b8_7d_cvr", DoubleType, nullable = true),
-          StructField("b8_7d_conver", DoubleType, nullable = true),
-          StructField("b8_7d_ecpm", DoubleType, nullable = true),
-          StructField("b8_7d_click", DoubleType, nullable = true),
-          StructField("b8_7d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_7d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b8_today_ctr", DoubleType, nullable = true),
-          StructField("b8_today_ctcvr", DoubleType, nullable = true),
-          StructField("b8_today_cvr", DoubleType, nullable = true),
-          StructField("b8_today_conver", DoubleType, nullable = true),
-          StructField("b8_today_ecpm", DoubleType, nullable = true),
-          StructField("b8_today_click", DoubleType, nullable = true),
-          StructField("b8_today_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b8_today_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_today_click", DoubleType, nullable = true),
-          StructField("b2_today_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_today_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_yesterday_ctr", DoubleType, nullable = true),
-          StructField("b2_yesterday_ctcvr", DoubleType, nullable = true),
-          StructField("b2_yesterday_cvr", DoubleType, nullable = true),
-          StructField("b2_yesterday_conver", DoubleType, nullable = true),
-          StructField("b2_yesterday_ecpm", DoubleType, nullable = true),
-          StructField("b2_yesterday_click", DoubleType, nullable = true),
-          StructField("b2_yesterday_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_1h_ctr", DoubleType, nullable = true),
-          StructField("b3_1h_ctcvr", DoubleType, nullable = true),
-          StructField("b3_1h_cvr", DoubleType, nullable = true),
-          StructField("b3_1h_conver", DoubleType, nullable = true),
-          StructField("b3_1h_ecpm", DoubleType, nullable = true),
-          StructField("b3_1h_click", DoubleType, nullable = true),
-          StructField("b3_1h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_1h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_2h_ctr", DoubleType, nullable = true),
-          StructField("b3_2h_ctcvr", DoubleType, nullable = true),
-          StructField("b3_2h_cvr", DoubleType, nullable = true),
-          StructField("b3_2h_conver", DoubleType, nullable = true),
-          StructField("b3_2h_ecpm", DoubleType, nullable = true),
-          StructField("b3_2h_click", DoubleType, nullable = true),
-          StructField("b3_2h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_2h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_3h_ctr", DoubleType, nullable = true),
-          StructField("b3_3h_ctcvr", DoubleType, nullable = true),
-          StructField("b3_3h_cvr", DoubleType, nullable = true),
-          StructField("b3_3h_conver", DoubleType, nullable = true),
-          StructField("b3_3h_ecpm", DoubleType, nullable = true),
-          StructField("b3_3h_click", DoubleType, nullable = true),
-          StructField("b3_3h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_3h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_4h_ctr", DoubleType, nullable = true),
-          StructField("b3_4h_ctcvr", DoubleType, nullable = true),
-          StructField("b3_4h_cvr", DoubleType, nullable = true),
-          StructField("b3_4h_conver", DoubleType, nullable = true),
-          StructField("b3_4h_ecpm", DoubleType, nullable = true),
-          StructField("b3_4h_click", DoubleType, nullable = true),
-          StructField("b3_4h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_4h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_5h_ctr", DoubleType, nullable = true),
-          StructField("b3_5h_ctcvr", DoubleType, nullable = true),
-          StructField("b3_5h_cvr", DoubleType, nullable = true),
-          StructField("b3_5h_conver", DoubleType, nullable = true),
-          StructField("b3_5h_ecpm", DoubleType, nullable = true),
-          StructField("b3_5h_click", DoubleType, nullable = true),
-          StructField("b3_5h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_5h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_6h_ctr", DoubleType, nullable = true),
-          StructField("b3_6h_ctcvr", DoubleType, nullable = true),
-          StructField("b3_6h_cvr", DoubleType, nullable = true),
-          StructField("b3_6h_conver", DoubleType, nullable = true),
-          StructField("b3_6h_ecpm", DoubleType, nullable = true),
-          StructField("b3_6h_click", DoubleType, nullable = true),
-          StructField("b3_6h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_6h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_12h_ctr", DoubleType, nullable = true),
-          StructField("b3_12h_ctcvr", DoubleType, nullable = true),
-          StructField("b3_12h_cvr", DoubleType, nullable = true),
-          StructField("b3_12h_conver", DoubleType, nullable = true),
-          StructField("b3_12h_ecpm", DoubleType, nullable = true),
-          StructField("b3_12h_click", DoubleType, nullable = true),
-          StructField("b3_12h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_12h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_1d_ctr", DoubleType, nullable = true),
-          StructField("b3_1d_ctcvr", DoubleType, nullable = true),
-          StructField("b3_1d_cvr", DoubleType, nullable = true),
-          StructField("b3_1d_conver", DoubleType, nullable = true),
-          StructField("b3_1d_ecpm", DoubleType, nullable = true),
-          StructField("b3_1d_click", DoubleType, nullable = true),
-          StructField("b3_1d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_1d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_3d_ctr", DoubleType, nullable = true),
-          StructField("b3_3d_ctcvr", DoubleType, nullable = true),
-          StructField("b3_3d_cvr", DoubleType, nullable = true),
-          StructField("b3_3d_conver", DoubleType, nullable = true),
-          StructField("b3_3d_ecpm", DoubleType, nullable = true),
-          StructField("b3_3d_click", DoubleType, nullable = true),
-          StructField("b3_3d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_3d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_7d_ctr", DoubleType, nullable = true),
-          StructField("b3_7d_ctcvr", DoubleType, nullable = true),
-          StructField("b3_7d_cvr", DoubleType, nullable = true),
-          StructField("b3_7d_conver", DoubleType, nullable = true),
-          StructField("b3_7d_ecpm", DoubleType, nullable = true),
-          StructField("b3_7d_click", DoubleType, nullable = true),
-          StructField("b3_7d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_7d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_today_ctr", DoubleType, nullable = true),
-          StructField("b3_today_ctcvr", DoubleType, nullable = true),
-          StructField("b3_today_cvr", DoubleType, nullable = true),
-          StructField("b3_today_conver", DoubleType, nullable = true),
-          StructField("b3_today_ecpm", DoubleType, nullable = true),
-          StructField("b3_today_click", DoubleType, nullable = true),
-          StructField("b3_today_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_today_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b3_yesterday_ctr", DoubleType, nullable = true),
-          StructField("b3_yesterday_ctcvr", DoubleType, nullable = true),
-          StructField("b3_yesterday_cvr", DoubleType, nullable = true),
-          StructField("b3_yesterday_conver", DoubleType, nullable = true),
-          StructField("b3_yesterday_ecpm", DoubleType, nullable = true),
-          StructField("b3_yesterday_click", DoubleType, nullable = true),
-          StructField("b3_yesterday_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b3_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_1h_ctr", DoubleType, nullable = true),
-          StructField("b4_1h_ctcvr", DoubleType, nullable = true),
-          StructField("b4_1h_cvr", DoubleType, nullable = true),
-          StructField("b4_1h_conver", DoubleType, nullable = true),
-          StructField("b4_1h_ecpm", DoubleType, nullable = true),
-          StructField("b4_1h_click", DoubleType, nullable = true),
-          StructField("b4_1h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_1h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_2h_ctr", DoubleType, nullable = true),
-          StructField("b4_2h_ctcvr", DoubleType, nullable = true),
-          StructField("b4_2h_cvr", DoubleType, nullable = true),
-          StructField("b4_2h_conver", DoubleType, nullable = true),
-          StructField("b4_2h_ecpm", DoubleType, nullable = true),
-          StructField("b4_2h_click", DoubleType, nullable = true),
-          StructField("b4_2h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_2h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_3h_ctr", DoubleType, nullable = true),
-          StructField("b4_3h_ctcvr", DoubleType, nullable = true),
-          StructField("b4_3h_cvr", DoubleType, nullable = true),
-          StructField("b4_3h_conver", DoubleType, nullable = true),
-          StructField("b4_3h_ecpm", DoubleType, nullable = true),
-          StructField("b4_3h_click", DoubleType, nullable = true),
-          StructField("b9_7d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_7d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_today_ctr", DoubleType, nullable = true),
-          StructField("b9_today_ctcvr", DoubleType, nullable = true),
-          StructField("b9_today_cvr", DoubleType, nullable = true),
-          StructField("b9_today_conver", DoubleType, nullable = true),
-          StructField("b9_today_ecpm", DoubleType, nullable = true),
-          StructField("b9_today_click", DoubleType, nullable = true),
-          StructField("b9_today_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_today_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_yesterday_ctr", DoubleType, nullable = true),
-          StructField("b9_yesterday_ctcvr", DoubleType, nullable = true),
-          StructField("b9_yesterday_cvr", DoubleType, nullable = true),
-          StructField("b9_yesterday_conver", DoubleType, nullable = true),
-          StructField("b9_yesterday_ecpm", DoubleType, nullable = true),
-          StructField("b9_yesterday_click", DoubleType, nullable = true),
-          StructField("b9_yesterday_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b6_7d_ctr", DoubleType, nullable = true),
-          StructField("b6_7d_ctcvr", DoubleType, nullable = true),
-          StructField("b6_7d_cvr", DoubleType, nullable = true),
-          StructField("b6_7d_conver", DoubleType, nullable = true),
-          StructField("b6_7d_ecpm", DoubleType, nullable = true),
-          StructField("b6_7d_click", DoubleType, nullable = true),
-          StructField("b6_7d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b6_7d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b6_14d_ctr", DoubleType, nullable = true),
-          StructField("b6_14d_ctcvr", DoubleType, nullable = true),
-          StructField("b6_14d_cvr", DoubleType, nullable = true),
-          StructField("b6_14d_conver", DoubleType, nullable = true),
-          StructField("b6_14d_ecpm", DoubleType, nullable = true),
-          StructField("b6_14d_click", DoubleType, nullable = true),
-          StructField("b6_14d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b6_14d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b7_7d_ctr", DoubleType, nullable = true),
-          StructField("b7_7d_ctcvr", DoubleType, nullable = true),
-          StructField("b7_7d_cvr", DoubleType, nullable = true),
-          StructField("b7_7d_conver", DoubleType, nullable = true),
-          StructField("b7_7d_ecpm", DoubleType, nullable = true),
-          StructField("b7_7d_click", DoubleType, nullable = true),
-          StructField("b7_7d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b7_7d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b7_14d_ctr", DoubleType, nullable = true),
-          StructField("b5_12h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_1d_ctr", DoubleType, nullable = true),
-          StructField("b5_1d_ctcvr", DoubleType, nullable = true),
-          StructField("b5_1d_cvr", DoubleType, nullable = true),
-          StructField("b5_1d_conver", DoubleType, nullable = true),
-          StructField("b5_1d_ecpm", DoubleType, nullable = true),
-          StructField("b5_1d_click", DoubleType, nullable = true),
-          StructField("b5_1d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b5_1d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_3d_ctr", DoubleType, nullable = true),
-          StructField("b5_3d_ctcvr", DoubleType, nullable = true),
-          StructField("b5_3d_cvr", DoubleType, nullable = true),
-          StructField("b5_3d_conver", DoubleType, nullable = true),
-          StructField("b5_3d_ecpm", DoubleType, nullable = true),
-          StructField("b5_3d_click", DoubleType, nullable = true),
-          StructField("b5_3d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b5_3d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_7d_ctr", DoubleType, nullable = true),
-          StructField("b5_7d_ctcvr", DoubleType, nullable = true),
-          StructField("b5_7d_cvr", DoubleType, nullable = true),
-          StructField("b5_7d_conver", DoubleType, nullable = true),
-          StructField("b5_7d_ecpm", DoubleType, nullable = true),
-          StructField("b5_7d_click", DoubleType, nullable = true),
-          StructField("b5_7d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b5_7d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_today_ctr", DoubleType, nullable = true),
-          StructField("b5_today_ctcvr", DoubleType, nullable = true),
-          StructField("b5_today_cvr", DoubleType, nullable = true),
-          StructField("b5_today_conver", DoubleType, nullable = true),
-          StructField("b5_today_ecpm", DoubleType, nullable = true),
-          StructField("b5_today_click", DoubleType, nullable = true),
-          StructField("b5_today_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b5_today_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b5_yesterday_ctr", DoubleType, nullable = true),
-          StructField("b5_yesterday_ctcvr", DoubleType, nullable = true),
-          StructField("b5_yesterday_cvr", DoubleType, nullable = true),
-          StructField("b5_yesterday_conver", DoubleType, nullable = true),
-          StructField("b5_yesterday_ecpm", DoubleType, nullable = true),
-          StructField("b5_yesterday_click", DoubleType, nullable = true),
-          StructField("b5_yesterday_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b5_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b8_1h_ctr", DoubleType, nullable = true),
-          StructField("b8_1h_ctcvr", DoubleType, nullable = true),
-          StructField("b4_3h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_3h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_4h_ctr", DoubleType, nullable = true),
-          StructField("b4_4h_ctcvr", DoubleType, nullable = true),
-          StructField("b4_4h_cvr", DoubleType, nullable = true),
-          StructField("b4_4h_conver", DoubleType, nullable = true),
-          StructField("b4_4h_ecpm", DoubleType, nullable = true),
-          StructField("b4_4h_click", DoubleType, nullable = true),
-          StructField("b4_4h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_4h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_5h_ctr", DoubleType, nullable = true),
-          StructField("b4_5h_ctcvr", DoubleType, nullable = true),
-          StructField("b4_5h_cvr", DoubleType, nullable = true),
-          StructField("b4_5h_conver", DoubleType, nullable = true),
-          StructField("b4_5h_ecpm", DoubleType, nullable = true),
-          StructField("b4_5h_click", DoubleType, nullable = true),
-          StructField("b4_5h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_5h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_6h_ctr", DoubleType, nullable = true),
-          StructField("b4_6h_ctcvr", DoubleType, nullable = true),
-          StructField("b4_6h_cvr", DoubleType, nullable = true),
-          StructField("b4_6h_conver", DoubleType, nullable = true),
-          StructField("b4_6h_ecpm", DoubleType, nullable = true),
-          StructField("b4_6h_click", DoubleType, nullable = true),
-          StructField("b4_6h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_6h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_12h_ctr", DoubleType, nullable = true),
-          StructField("b4_12h_ctcvr", DoubleType, nullable = true),
-          StructField("b4_12h_cvr", DoubleType, nullable = true),
-          StructField("b4_12h_conver", DoubleType, nullable = true),
-          StructField("b4_12h_ecpm", DoubleType, nullable = true),
-          StructField("b4_12h_click", DoubleType, nullable = true),
-          StructField("b4_12h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_12h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_1d_ctr", DoubleType, nullable = true),
-          StructField("b4_1d_ctcvr", DoubleType, nullable = true),
-          StructField("b4_1d_cvr", DoubleType, nullable = true),
-          StructField("b4_1d_conver", DoubleType, nullable = true),
-          StructField("b4_1d_ecpm", DoubleType, nullable = true),
-          StructField("b4_1d_click", DoubleType, nullable = true),
-          StructField("b4_1d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b4_1d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b4_3d_ctr", DoubleType, nullable = true),
-          StructField("b2_6h_cvr", DoubleType, nullable = true),
-          StructField("b2_6h_conver", DoubleType, nullable = true),
-          StructField("b2_6h_ecpm", DoubleType, nullable = true),
-          StructField("b2_6h_click", DoubleType, nullable = true),
-          StructField("b2_6h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_6h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_12h_ctr", DoubleType, nullable = true),
-          StructField("b2_12h_ctcvr", DoubleType, nullable = true),
-          StructField("b2_12h_cvr", DoubleType, nullable = true),
-          StructField("b2_12h_conver", DoubleType, nullable = true),
-          StructField("b2_12h_ecpm", DoubleType, nullable = true),
-          StructField("b2_12h_click", DoubleType, nullable = true),
-          StructField("b2_12h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_12h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_1d_ctr", DoubleType, nullable = true),
-          StructField("b2_1d_ctcvr", DoubleType, nullable = true),
-          StructField("b2_1d_cvr", DoubleType, nullable = true),
-          StructField("b2_1d_conver", DoubleType, nullable = true),
-          StructField("b2_1d_ecpm", DoubleType, nullable = true),
-          StructField("b2_1d_click", DoubleType, nullable = true),
-          StructField("b2_1d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_1d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_3d_ctr", DoubleType, nullable = true),
-          StructField("b2_3d_ctcvr", DoubleType, nullable = true),
-          StructField("b2_3d_cvr", DoubleType, nullable = true),
-          StructField("b2_3d_conver", DoubleType, nullable = true),
-          StructField("b2_3d_ecpm", DoubleType, nullable = true),
-          StructField("b2_3d_click", DoubleType, nullable = true),
-          StructField("b2_3d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_3d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_7d_ctr", DoubleType, nullable = true),
-          StructField("b2_7d_ctcvr", DoubleType, nullable = true),
-          StructField("b2_7d_cvr", DoubleType, nullable = true),
-          StructField("b2_7d_conver", DoubleType, nullable = true),
-          StructField("b2_7d_ecpm", DoubleType, nullable = true),
-          StructField("b2_7d_click", DoubleType, nullable = true),
-          StructField("b2_7d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_7d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_today_ctr", DoubleType, nullable = true),
-          StructField("b2_today_ctcvr", DoubleType, nullable = true),
-          StructField("b2_today_cvr", DoubleType, nullable = true),
-          StructField("b2_today_conver", DoubleType, nullable = true),
-          StructField("b2_today_ecpm", DoubleType, nullable = true),
-          StructField("cpa", DoubleType, nullable = true),
-          StructField("b2_1h_ctr", DoubleType, nullable = true),
-          StructField("b2_1h_ctcvr", DoubleType, nullable = true),
-          StructField("b2_1h_cvr", DoubleType, nullable = true),
-          StructField("b2_1h_conver", DoubleType, nullable = true),
-          StructField("b2_1h_ecpm", DoubleType, nullable = true),
-          StructField("b2_1h_click", DoubleType, nullable = true),
-          StructField("b2_1h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_1h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_2h_ctr", DoubleType, nullable = true),
-          StructField("b2_2h_ctcvr", DoubleType, nullable = true),
-          StructField("b2_2h_cvr", DoubleType, nullable = true),
-          StructField("b2_2h_conver", DoubleType, nullable = true),
-          StructField("b2_2h_ecpm", DoubleType, nullable = true),
-          StructField("b2_2h_click", DoubleType, nullable = true),
-          StructField("b2_2h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_2h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_3h_ctr", DoubleType, nullable = true),
-          StructField("b2_3h_ctcvr", DoubleType, nullable = true),
-          StructField("b2_3h_cvr", DoubleType, nullable = true),
-          StructField("b2_3h_conver", DoubleType, nullable = true),
-          StructField("b2_3h_ecpm", DoubleType, nullable = true),
-          StructField("b2_3h_click", DoubleType, nullable = true),
-          StructField("b2_3h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_3h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_4h_ctr", DoubleType, nullable = true),
-          StructField("b2_4h_ctcvr", DoubleType, nullable = true),
-          StructField("b2_4h_cvr", DoubleType, nullable = true),
-          StructField("b2_4h_conver", DoubleType, nullable = true),
-          StructField("b2_4h_ecpm", DoubleType, nullable = true),
-          StructField("b2_4h_click", DoubleType, nullable = true),
-          StructField("b2_4h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_4h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_5h_ctr", DoubleType, nullable = true),
-          StructField("b2_5h_ctcvr", DoubleType, nullable = true),
-          StructField("b2_5h_cvr", DoubleType, nullable = true),
-          StructField("b2_5h_conver", DoubleType, nullable = true),
-          StructField("b2_5h_ecpm", DoubleType, nullable = true),
-          StructField("b2_5h_click", DoubleType, nullable = true),
-          StructField("b2_5h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b2_5h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b2_6h_ctr", DoubleType, nullable = true),
-          StructField("b2_6h_ctcvr", DoubleType, nullable = true),
-          StructField("b9_5h_conver", DoubleType, nullable = true),
-          StructField("b9_5h_ecpm", DoubleType, nullable = true),
-          StructField("b9_5h_click", DoubleType, nullable = true),
-          StructField("b9_5h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_5h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_6h_ctr", DoubleType, nullable = true),
-          StructField("b9_6h_ctcvr", DoubleType, nullable = true),
-          StructField("b9_6h_cvr", DoubleType, nullable = true),
-          StructField("b9_6h_conver", DoubleType, nullable = true),
-          StructField("b9_6h_ecpm", DoubleType, nullable = true),
-          StructField("b9_6h_click", DoubleType, nullable = true),
-          StructField("b9_6h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_6h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_12h_ctr", DoubleType, nullable = true),
-          StructField("b9_12h_ctcvr", DoubleType, nullable = true),
-          StructField("b9_12h_cvr", DoubleType, nullable = true),
-          StructField("b9_12h_conver", DoubleType, nullable = true),
-          StructField("b9_12h_ecpm", DoubleType, nullable = true),
-          StructField("b9_12h_click", DoubleType, nullable = true),
-          StructField("b9_12h_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_12h_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_1d_ctr", DoubleType, nullable = true),
-          StructField("b9_1d_ctcvr", DoubleType, nullable = true),
-          StructField("b9_1d_cvr", DoubleType, nullable = true),
-          StructField("b9_1d_conver", DoubleType, nullable = true),
-          StructField("b9_1d_ecpm", DoubleType, nullable = true),
-          StructField("b9_1d_click", DoubleType, nullable = true),
-          StructField("b9_1d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_1d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_3d_ctr", DoubleType, nullable = true),
-          StructField("b9_3d_ctcvr", DoubleType, nullable = true),
-          StructField("b9_3d_cvr", DoubleType, nullable = true),
-          StructField("b9_3d_conver", DoubleType, nullable = true),
-          StructField("b9_3d_ecpm", DoubleType, nullable = true),
-          StructField("b9_3d_click", DoubleType, nullable = true),
-          StructField("b9_3d_conver_x_log_view", DoubleType, nullable = true),
-          StructField("b9_3d_conver_x_ctcvr", DoubleType, nullable = true),
-          StructField("b9_7d_ctr", DoubleType, nullable = true),
-          StructField("b9_7d_ctcvr", DoubleType, nullable = true),
-          StructField("b9_7d_cvr", DoubleType, nullable = true),
-          StructField("b9_7d_conver", DoubleType, nullable = true),
-          StructField("b9_7d_ecpm", DoubleType, nullable = true),
-          StructField("b9_7d_click", DoubleType, nullable = true),
-          StructField("weight", DoubleType, nullable = true),
-          StructField("dt", StringType, nullable = true)
-        ))
+    val schema = StructType(Seq(
+      StructField("has_click", LongType, nullable = true),
+      StructField("has_conversion", LongType, nullable = true),
+      StructField("b8_yesterday_ctr", DoubleType, nullable = true),
+      StructField("b8_yesterday_ctcvr", DoubleType, nullable = true),
+      StructField("b8_yesterday_cvr", DoubleType, nullable = true),
+      StructField("b8_yesterday_conver", DoubleType, nullable = true),
+      StructField("b8_yesterday_ecpm", DoubleType, nullable = true),
+      StructField("b8_yesterday_click", DoubleType, nullable = true),
+      StructField("b8_yesterday_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_1h_ctr", DoubleType, nullable = true),
+      StructField("b9_1h_ctcvr", DoubleType, nullable = true),
+      StructField("b9_1h_cvr", DoubleType, nullable = true),
+      StructField("b9_1h_conver", DoubleType, nullable = true),
+      StructField("b9_1h_ecpm", DoubleType, nullable = true),
+      StructField("b9_1h_click", DoubleType, nullable = true),
+      StructField("b9_1h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_1h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_2h_ctr", DoubleType, nullable = true),
+      StructField("b9_2h_ctcvr", DoubleType, nullable = true),
+      StructField("b9_2h_cvr", DoubleType, nullable = true),
+      StructField("b9_2h_conver", DoubleType, nullable = true),
+      StructField("b9_2h_ecpm", DoubleType, nullable = true),
+      StructField("b9_2h_click", DoubleType, nullable = true),
+      StructField("b9_2h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_2h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_3h_ctr", DoubleType, nullable = true),
+      StructField("b9_3h_ctcvr", DoubleType, nullable = true),
+      StructField("b9_3h_cvr", DoubleType, nullable = true),
+      StructField("b9_3h_conver", DoubleType, nullable = true),
+      StructField("b9_3h_ecpm", DoubleType, nullable = true),
+      StructField("b9_3h_click", DoubleType, nullable = true),
+      StructField("b9_3h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_3h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_4h_ctr", DoubleType, nullable = true),
+      StructField("b9_4h_ctcvr", DoubleType, nullable = true),
+      StructField("b9_4h_cvr", DoubleType, nullable = true),
+      StructField("b9_4h_conver", DoubleType, nullable = true),
+      StructField("b9_4h_ecpm", DoubleType, nullable = true),
+      StructField("b9_4h_click", DoubleType, nullable = true),
+      StructField("b9_4h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_4h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_5h_ctr", DoubleType, nullable = true),
+      StructField("b9_5h_ctcvr", DoubleType, nullable = true),
+      StructField("b9_5h_cvr", DoubleType, nullable = true),
+      StructField("b7_14d_ctcvr", DoubleType, nullable = true),
+      StructField("b7_14d_cvr", DoubleType, nullable = true),
+      StructField("b7_14d_conver", DoubleType, nullable = true),
+      StructField("b7_14d_ecpm", DoubleType, nullable = true),
+      StructField("b7_14d_click", DoubleType, nullable = true),
+      StructField("b7_14d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b7_14d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("viewall", DoubleType, nullable = true),
+      StructField("clickall", DoubleType, nullable = true),
+      StructField("converall", DoubleType, nullable = true),
+      StructField("incomeall", DoubleType, nullable = true),
+      StructField("ctr_all", DoubleType, nullable = true),
+      StructField("ctcvr_all", DoubleType, nullable = true),
+      StructField("cvr_all", DoubleType, nullable = true),
+      StructField("ecpm_all", DoubleType, nullable = true),
+      StructField("timediff_view", DoubleType, nullable = true),
+      StructField("timediff_click", DoubleType, nullable = true),
+      StructField("timediff_conver", DoubleType, nullable = true),
+      StructField("actionstatic_view", DoubleType, nullable = true),
+      StructField("actionstatic_click", DoubleType, nullable = true),
+      StructField("actionstatic_conver", DoubleType, nullable = true),
+      StructField("actionstatic_income", DoubleType, nullable = true),
+      StructField("actionstatic_ctr", DoubleType, nullable = true),
+      StructField("actionstatic_ctcvr", DoubleType, nullable = true),
+      StructField("actionstatic_cvr", DoubleType, nullable = true),
+      StructField("e1_tags_3d_matchnum", DoubleType, nullable = true),
+      StructField("e1_tags_3d_maxscore", DoubleType, nullable = true),
+      StructField("e1_tags_3d_avgscore", DoubleType, nullable = true),
+      StructField("e1_tags_7d_matchnum", DoubleType, nullable = true),
+      StructField("e1_tags_7d_maxscore", DoubleType, nullable = true),
+      StructField("e1_tags_7d_avgscore", DoubleType, nullable = true),
+      StructField("e1_tags_14d_matchnum", DoubleType, nullable = true),
+      StructField("e1_tags_14d_maxscore", DoubleType, nullable = true),
+      StructField("e1_tags_14d_avgscore", DoubleType, nullable = true),
+      StructField("e2_tags_3d_matchnum", DoubleType, nullable = true),
+      StructField("e2_tags_3d_maxscore", DoubleType, nullable = true),
+      StructField("e2_tags_3d_avgscore", DoubleType, nullable = true),
+      StructField("e2_tags_7d_matchnum", DoubleType, nullable = true),
+      StructField("e2_tags_7d_maxscore", DoubleType, nullable = true),
+      StructField("e2_tags_7d_avgscore", DoubleType, nullable = true),
+      StructField("e2_tags_14d_matchnum", DoubleType, nullable = true),
+      StructField("e2_tags_14d_maxscore", DoubleType, nullable = true),
+      StructField("e2_tags_14d_avgscore", DoubleType, nullable = true),
+      StructField("b8_1h_cvr", DoubleType, nullable = true),
+      StructField("b8_1h_conver", DoubleType, nullable = true),
+      StructField("b8_1h_ecpm", DoubleType, nullable = true),
+      StructField("b8_1h_click", DoubleType, nullable = true),
+      StructField("b8_1h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_1h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b8_2h_ctr", DoubleType, nullable = true),
+      StructField("b8_2h_ctcvr", DoubleType, nullable = true),
+      StructField("b8_2h_cvr", DoubleType, nullable = true),
+      StructField("b8_2h_conver", DoubleType, nullable = true),
+      StructField("b8_2h_ecpm", DoubleType, nullable = true),
+      StructField("b8_2h_click", DoubleType, nullable = true),
+      StructField("b8_2h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_2h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b8_3h_ctr", DoubleType, nullable = true),
+      StructField("b8_3h_ctcvr", DoubleType, nullable = true),
+      StructField("b8_3h_cvr", DoubleType, nullable = true),
+      StructField("b8_3h_conver", DoubleType, nullable = true),
+      StructField("b8_3h_ecpm", DoubleType, nullable = true),
+      StructField("b8_3h_click", DoubleType, nullable = true),
+      StructField("b8_3h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_3h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b8_4h_ctr", DoubleType, nullable = true),
+      StructField("b8_4h_ctcvr", DoubleType, nullable = true),
+      StructField("b8_4h_cvr", DoubleType, nullable = true),
+      StructField("b8_4h_conver", DoubleType, nullable = true),
+      StructField("b8_4h_ecpm", DoubleType, nullable = true),
+      StructField("b8_4h_click", DoubleType, nullable = true),
+      StructField("b8_4h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_4h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b8_5h_ctr", DoubleType, nullable = true),
+      StructField("b8_5h_ctcvr", DoubleType, nullable = true),
+      StructField("b8_5h_cvr", DoubleType, nullable = true),
+      StructField("b8_5h_conver", DoubleType, nullable = true),
+      StructField("b8_5h_ecpm", DoubleType, nullable = true),
+      StructField("b8_5h_click", DoubleType, nullable = true),
+      StructField("b8_5h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_5h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b8_6h_ctr", DoubleType, nullable = true),
+      StructField("b8_6h_ctcvr", DoubleType, nullable = true),
+      StructField("b8_6h_cvr", DoubleType, nullable = true),
+      StructField("b8_6h_conver", DoubleType, nullable = true),
+      StructField("b8_6h_ecpm", DoubleType, nullable = true),
+      StructField("b4_3d_ctcvr", DoubleType, nullable = true),
+      StructField("b4_3d_cvr", DoubleType, nullable = true),
+      StructField("b4_3d_conver", DoubleType, nullable = true),
+      StructField("b4_3d_ecpm", DoubleType, nullable = true),
+      StructField("b4_3d_click", DoubleType, nullable = true),
+      StructField("b4_3d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_3d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_7d_ctr", DoubleType, nullable = true),
+      StructField("b4_7d_ctcvr", DoubleType, nullable = true),
+      StructField("b4_7d_cvr", DoubleType, nullable = true),
+      StructField("b4_7d_conver", DoubleType, nullable = true),
+      StructField("b4_7d_ecpm", DoubleType, nullable = true),
+      StructField("b4_7d_click", DoubleType, nullable = true),
+      StructField("b4_7d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_7d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_today_ctr", DoubleType, nullable = true),
+      StructField("b4_today_ctcvr", DoubleType, nullable = true),
+      StructField("b4_today_cvr", DoubleType, nullable = true),
+      StructField("b4_today_conver", DoubleType, nullable = true),
+      StructField("b4_today_ecpm", DoubleType, nullable = true),
+      StructField("b4_today_click", DoubleType, nullable = true),
+      StructField("b4_today_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_today_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_yesterday_ctr", DoubleType, nullable = true),
+      StructField("b4_yesterday_ctcvr", DoubleType, nullable = true),
+      StructField("b4_yesterday_cvr", DoubleType, nullable = true),
+      StructField("b4_yesterday_conver", DoubleType, nullable = true),
+      StructField("b4_yesterday_ecpm", DoubleType, nullable = true),
+      StructField("b4_yesterday_click", DoubleType, nullable = true),
+      StructField("b4_yesterday_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_1h_ctr", DoubleType, nullable = true),
+      StructField("b5_1h_ctcvr", DoubleType, nullable = true),
+      StructField("b5_1h_cvr", DoubleType, nullable = true),
+      StructField("b5_1h_conver", DoubleType, nullable = true),
+      StructField("b5_1h_ecpm", DoubleType, nullable = true),
+      StructField("b5_1h_click", DoubleType, nullable = true),
+      StructField("b5_1h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b5_1h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_2h_ctr", DoubleType, nullable = true),
+      StructField("b5_2h_ctcvr", DoubleType, nullable = true),
+      StructField("b5_2h_cvr", DoubleType, nullable = true),
+      StructField("b5_2h_conver", DoubleType, nullable = true),
+      StructField("d1_feature_3h_ctr", DoubleType, nullable = true),
+      StructField("d1_feature_3h_ctcvr", DoubleType, nullable = true),
+      StructField("d1_feature_3h_cvr", DoubleType, nullable = true),
+      StructField("d1_feature_3h_conver", DoubleType, nullable = true),
+      StructField("d1_feature_3h_ecpm", DoubleType, nullable = true),
+      StructField("d1_feature_6h_ctr", DoubleType, nullable = true),
+      StructField("d1_feature_6h_ctcvr", DoubleType, nullable = true),
+      StructField("d1_feature_6h_cvr", DoubleType, nullable = true),
+      StructField("d1_feature_6h_conver", DoubleType, nullable = true),
+      StructField("d1_feature_6h_ecpm", DoubleType, nullable = true),
+      StructField("d1_feature_12h_ctr", DoubleType, nullable = true),
+      StructField("d1_feature_12h_ctcvr", DoubleType, nullable = true),
+      StructField("d1_feature_12h_cvr", DoubleType, nullable = true),
+      StructField("d1_feature_12h_conver", DoubleType, nullable = true),
+      StructField("d1_feature_12h_ecpm", DoubleType, nullable = true),
+      StructField("d1_feature_1d_ctr", DoubleType, nullable = true),
+      StructField("d1_feature_1d_ctcvr", DoubleType, nullable = true),
+      StructField("d1_feature_1d_cvr", DoubleType, nullable = true),
+      StructField("d1_feature_1d_conver", DoubleType, nullable = true),
+      StructField("d1_feature_1d_ecpm", DoubleType, nullable = true),
+      StructField("d1_feature_3d_ctr", DoubleType, nullable = true),
+      StructField("d1_feature_3d_ctcvr", DoubleType, nullable = true),
+      StructField("d1_feature_3d_cvr", DoubleType, nullable = true),
+      StructField("d1_feature_3d_conver", DoubleType, nullable = true),
+      StructField("d1_feature_3d_ecpm", DoubleType, nullable = true),
+      StructField("d1_feature_7d_ctr", DoubleType, nullable = true),
+      StructField("d1_feature_7d_ctcvr", DoubleType, nullable = true),
+      StructField("d1_feature_7d_cvr", DoubleType, nullable = true),
+      StructField("d1_feature_7d_conver", DoubleType, nullable = true),
+      StructField("d1_feature_7d_ecpm", DoubleType, nullable = true),
+      StructField("vid_rank_ctr_1d", DoubleType, nullable = true),
+      StructField("vid_rank_ctr_3d", DoubleType, nullable = true),
+      StructField("vid_rank_ctr_7d", DoubleType, nullable = true),
+      StructField("vid_rank_ctr_14d", DoubleType, nullable = true),
+      StructField("vid_rank_ctcvr_1d", DoubleType, nullable = true),
+      StructField("vid_rank_ctcvr_3d", DoubleType, nullable = true),
+      StructField("vid_rank_ctcvr_7d", DoubleType, nullable = true),
+      StructField("vid_rank_ctcvr_14d", DoubleType, nullable = true),
+      StructField("vid_rank_ecpm_1d", DoubleType, nullable = true),
+      StructField("vid_rank_ecpm_3d", DoubleType, nullable = true),
+      StructField("vid_rank_ecpm_7d", DoubleType, nullable = true),
+      StructField("vid_rank_ecpm_14d", DoubleType, nullable = true),
+      StructField("ctitle_vtitle_similarity", DoubleType, nullable = true),
+      StructField("b5_2h_ecpm", DoubleType, nullable = true),
+      StructField("b5_2h_click", DoubleType, nullable = true),
+      StructField("b5_2h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b5_2h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_3h_ctr", DoubleType, nullable = true),
+      StructField("b5_3h_ctcvr", DoubleType, nullable = true),
+      StructField("b5_3h_cvr", DoubleType, nullable = true),
+      StructField("b5_3h_conver", DoubleType, nullable = true),
+      StructField("b5_3h_ecpm", DoubleType, nullable = true),
+      StructField("b5_3h_click", DoubleType, nullable = true),
+      StructField("b5_3h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b5_3h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_4h_ctr", DoubleType, nullable = true),
+      StructField("b5_4h_ctcvr", DoubleType, nullable = true),
+      StructField("b5_4h_cvr", DoubleType, nullable = true),
+      StructField("b5_4h_conver", DoubleType, nullable = true),
+      StructField("b5_4h_ecpm", DoubleType, nullable = true),
+      StructField("b5_4h_click", DoubleType, nullable = true),
+      StructField("b5_4h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b5_4h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_5h_ctr", DoubleType, nullable = true),
+      StructField("b5_5h_ctcvr", DoubleType, nullable = true),
+      StructField("b5_5h_cvr", DoubleType, nullable = true),
+      StructField("b5_5h_conver", DoubleType, nullable = true),
+      StructField("b5_5h_ecpm", DoubleType, nullable = true),
+      StructField("b5_5h_click", DoubleType, nullable = true),
+      StructField("b5_5h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b5_5h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_6h_ctr", DoubleType, nullable = true),
+      StructField("b5_6h_ctcvr", DoubleType, nullable = true),
+      StructField("b5_6h_cvr", DoubleType, nullable = true),
+      StructField("b5_6h_conver", DoubleType, nullable = true),
+      StructField("b5_6h_ecpm", DoubleType, nullable = true),
+      StructField("b5_6h_click", DoubleType, nullable = true),
+      StructField("b5_6h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b5_6h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_12h_ctr", DoubleType, nullable = true),
+      StructField("b5_12h_ctcvr", DoubleType, nullable = true),
+      StructField("b5_12h_cvr", DoubleType, nullable = true),
+      StructField("b5_12h_conver", DoubleType, nullable = true),
+      StructField("b5_12h_ecpm", DoubleType, nullable = true),
+      StructField("b5_12h_click", DoubleType, nullable = true),
+      StructField("b5_12h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_6h_click", DoubleType, nullable = true),
+      StructField("b8_6h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_6h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b8_12h_ctr", DoubleType, nullable = true),
+      StructField("b8_12h_ctcvr", DoubleType, nullable = true),
+      StructField("b8_12h_cvr", DoubleType, nullable = true),
+      StructField("b8_12h_conver", DoubleType, nullable = true),
+      StructField("b8_12h_ecpm", DoubleType, nullable = true),
+      StructField("b8_12h_click", DoubleType, nullable = true),
+      StructField("b8_12h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_12h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b8_1d_ctr", DoubleType, nullable = true),
+      StructField("b8_1d_ctcvr", DoubleType, nullable = true),
+      StructField("b8_1d_cvr", DoubleType, nullable = true),
+      StructField("b8_1d_conver", DoubleType, nullable = true),
+      StructField("b8_1d_ecpm", DoubleType, nullable = true),
+      StructField("b8_1d_click", DoubleType, nullable = true),
+      StructField("b8_1d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_1d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b8_3d_ctr", DoubleType, nullable = true),
+      StructField("b8_3d_ctcvr", DoubleType, nullable = true),
+      StructField("b8_3d_cvr", DoubleType, nullable = true),
+      StructField("b8_3d_conver", DoubleType, nullable = true),
+      StructField("b8_3d_ecpm", DoubleType, nullable = true),
+      StructField("b8_3d_click", DoubleType, nullable = true),
+      StructField("b8_3d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_3d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b8_7d_ctr", DoubleType, nullable = true),
+      StructField("b8_7d_ctcvr", DoubleType, nullable = true),
+      StructField("b8_7d_cvr", DoubleType, nullable = true),
+      StructField("b8_7d_conver", DoubleType, nullable = true),
+      StructField("b8_7d_ecpm", DoubleType, nullable = true),
+      StructField("b8_7d_click", DoubleType, nullable = true),
+      StructField("b8_7d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_7d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b8_today_ctr", DoubleType, nullable = true),
+      StructField("b8_today_ctcvr", DoubleType, nullable = true),
+      StructField("b8_today_cvr", DoubleType, nullable = true),
+      StructField("b8_today_conver", DoubleType, nullable = true),
+      StructField("b8_today_ecpm", DoubleType, nullable = true),
+      StructField("b8_today_click", DoubleType, nullable = true),
+      StructField("b8_today_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b8_today_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_today_click", DoubleType, nullable = true),
+      StructField("b2_today_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_today_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_yesterday_ctr", DoubleType, nullable = true),
+      StructField("b2_yesterday_ctcvr", DoubleType, nullable = true),
+      StructField("b2_yesterday_cvr", DoubleType, nullable = true),
+      StructField("b2_yesterday_conver", DoubleType, nullable = true),
+      StructField("b2_yesterday_ecpm", DoubleType, nullable = true),
+      StructField("b2_yesterday_click", DoubleType, nullable = true),
+      StructField("b2_yesterday_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_1h_ctr", DoubleType, nullable = true),
+      StructField("b3_1h_ctcvr", DoubleType, nullable = true),
+      StructField("b3_1h_cvr", DoubleType, nullable = true),
+      StructField("b3_1h_conver", DoubleType, nullable = true),
+      StructField("b3_1h_ecpm", DoubleType, nullable = true),
+      StructField("b3_1h_click", DoubleType, nullable = true),
+      StructField("b3_1h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_1h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_2h_ctr", DoubleType, nullable = true),
+      StructField("b3_2h_ctcvr", DoubleType, nullable = true),
+      StructField("b3_2h_cvr", DoubleType, nullable = true),
+      StructField("b3_2h_conver", DoubleType, nullable = true),
+      StructField("b3_2h_ecpm", DoubleType, nullable = true),
+      StructField("b3_2h_click", DoubleType, nullable = true),
+      StructField("b3_2h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_2h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_3h_ctr", DoubleType, nullable = true),
+      StructField("b3_3h_ctcvr", DoubleType, nullable = true),
+      StructField("b3_3h_cvr", DoubleType, nullable = true),
+      StructField("b3_3h_conver", DoubleType, nullable = true),
+      StructField("b3_3h_ecpm", DoubleType, nullable = true),
+      StructField("b3_3h_click", DoubleType, nullable = true),
+      StructField("b3_3h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_3h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_4h_ctr", DoubleType, nullable = true),
+      StructField("b3_4h_ctcvr", DoubleType, nullable = true),
+      StructField("b3_4h_cvr", DoubleType, nullable = true),
+      StructField("b3_4h_conver", DoubleType, nullable = true),
+      StructField("b3_4h_ecpm", DoubleType, nullable = true),
+      StructField("b3_4h_click", DoubleType, nullable = true),
+      StructField("b3_4h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_4h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_5h_ctr", DoubleType, nullable = true),
+      StructField("b3_5h_ctcvr", DoubleType, nullable = true),
+      StructField("b3_5h_cvr", DoubleType, nullable = true),
+      StructField("b3_5h_conver", DoubleType, nullable = true),
+      StructField("b3_5h_ecpm", DoubleType, nullable = true),
+      StructField("b3_5h_click", DoubleType, nullable = true),
+      StructField("b3_5h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_5h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_6h_ctr", DoubleType, nullable = true),
+      StructField("b3_6h_ctcvr", DoubleType, nullable = true),
+      StructField("b3_6h_cvr", DoubleType, nullable = true),
+      StructField("b3_6h_conver", DoubleType, nullable = true),
+      StructField("b3_6h_ecpm", DoubleType, nullable = true),
+      StructField("b3_6h_click", DoubleType, nullable = true),
+      StructField("b3_6h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_6h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_12h_ctr", DoubleType, nullable = true),
+      StructField("b3_12h_ctcvr", DoubleType, nullable = true),
+      StructField("b3_12h_cvr", DoubleType, nullable = true),
+      StructField("b3_12h_conver", DoubleType, nullable = true),
+      StructField("b3_12h_ecpm", DoubleType, nullable = true),
+      StructField("b3_12h_click", DoubleType, nullable = true),
+      StructField("b3_12h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_12h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_1d_ctr", DoubleType, nullable = true),
+      StructField("b3_1d_ctcvr", DoubleType, nullable = true),
+      StructField("b3_1d_cvr", DoubleType, nullable = true),
+      StructField("b3_1d_conver", DoubleType, nullable = true),
+      StructField("b3_1d_ecpm", DoubleType, nullable = true),
+      StructField("b3_1d_click", DoubleType, nullable = true),
+      StructField("b3_1d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_1d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_3d_ctr", DoubleType, nullable = true),
+      StructField("b3_3d_ctcvr", DoubleType, nullable = true),
+      StructField("b3_3d_cvr", DoubleType, nullable = true),
+      StructField("b3_3d_conver", DoubleType, nullable = true),
+      StructField("b3_3d_ecpm", DoubleType, nullable = true),
+      StructField("b3_3d_click", DoubleType, nullable = true),
+      StructField("b3_3d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_3d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_7d_ctr", DoubleType, nullable = true),
+      StructField("b3_7d_ctcvr", DoubleType, nullable = true),
+      StructField("b3_7d_cvr", DoubleType, nullable = true),
+      StructField("b3_7d_conver", DoubleType, nullable = true),
+      StructField("b3_7d_ecpm", DoubleType, nullable = true),
+      StructField("b3_7d_click", DoubleType, nullable = true),
+      StructField("b3_7d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_7d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_today_ctr", DoubleType, nullable = true),
+      StructField("b3_today_ctcvr", DoubleType, nullable = true),
+      StructField("b3_today_cvr", DoubleType, nullable = true),
+      StructField("b3_today_conver", DoubleType, nullable = true),
+      StructField("b3_today_ecpm", DoubleType, nullable = true),
+      StructField("b3_today_click", DoubleType, nullable = true),
+      StructField("b3_today_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_today_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b3_yesterday_ctr", DoubleType, nullable = true),
+      StructField("b3_yesterday_ctcvr", DoubleType, nullable = true),
+      StructField("b3_yesterday_cvr", DoubleType, nullable = true),
+      StructField("b3_yesterday_conver", DoubleType, nullable = true),
+      StructField("b3_yesterday_ecpm", DoubleType, nullable = true),
+      StructField("b3_yesterday_click", DoubleType, nullable = true),
+      StructField("b3_yesterday_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b3_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_1h_ctr", DoubleType, nullable = true),
+      StructField("b4_1h_ctcvr", DoubleType, nullable = true),
+      StructField("b4_1h_cvr", DoubleType, nullable = true),
+      StructField("b4_1h_conver", DoubleType, nullable = true),
+      StructField("b4_1h_ecpm", DoubleType, nullable = true),
+      StructField("b4_1h_click", DoubleType, nullable = true),
+      StructField("b4_1h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_1h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_2h_ctr", DoubleType, nullable = true),
+      StructField("b4_2h_ctcvr", DoubleType, nullable = true),
+      StructField("b4_2h_cvr", DoubleType, nullable = true),
+      StructField("b4_2h_conver", DoubleType, nullable = true),
+      StructField("b4_2h_ecpm", DoubleType, nullable = true),
+      StructField("b4_2h_click", DoubleType, nullable = true),
+      StructField("b4_2h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_2h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_3h_ctr", DoubleType, nullable = true),
+      StructField("b4_3h_ctcvr", DoubleType, nullable = true),
+      StructField("b4_3h_cvr", DoubleType, nullable = true),
+      StructField("b4_3h_conver", DoubleType, nullable = true),
+      StructField("b4_3h_ecpm", DoubleType, nullable = true),
+      StructField("b4_3h_click", DoubleType, nullable = true),
+      StructField("b9_7d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_7d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_today_ctr", DoubleType, nullable = true),
+      StructField("b9_today_ctcvr", DoubleType, nullable = true),
+      StructField("b9_today_cvr", DoubleType, nullable = true),
+      StructField("b9_today_conver", DoubleType, nullable = true),
+      StructField("b9_today_ecpm", DoubleType, nullable = true),
+      StructField("b9_today_click", DoubleType, nullable = true),
+      StructField("b9_today_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_today_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_yesterday_ctr", DoubleType, nullable = true),
+      StructField("b9_yesterday_ctcvr", DoubleType, nullable = true),
+      StructField("b9_yesterday_cvr", DoubleType, nullable = true),
+      StructField("b9_yesterday_conver", DoubleType, nullable = true),
+      StructField("b9_yesterday_ecpm", DoubleType, nullable = true),
+      StructField("b9_yesterday_click", DoubleType, nullable = true),
+      StructField("b9_yesterday_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b6_7d_ctr", DoubleType, nullable = true),
+      StructField("b6_7d_ctcvr", DoubleType, nullable = true),
+      StructField("b6_7d_cvr", DoubleType, nullable = true),
+      StructField("b6_7d_conver", DoubleType, nullable = true),
+      StructField("b6_7d_ecpm", DoubleType, nullable = true),
+      StructField("b6_7d_click", DoubleType, nullable = true),
+      StructField("b6_7d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b6_7d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b6_14d_ctr", DoubleType, nullable = true),
+      StructField("b6_14d_ctcvr", DoubleType, nullable = true),
+      StructField("b6_14d_cvr", DoubleType, nullable = true),
+      StructField("b6_14d_conver", DoubleType, nullable = true),
+      StructField("b6_14d_ecpm", DoubleType, nullable = true),
+      StructField("b6_14d_click", DoubleType, nullable = true),
+      StructField("b6_14d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b6_14d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b7_7d_ctr", DoubleType, nullable = true),
+      StructField("b7_7d_ctcvr", DoubleType, nullable = true),
+      StructField("b7_7d_cvr", DoubleType, nullable = true),
+      StructField("b7_7d_conver", DoubleType, nullable = true),
+      StructField("b7_7d_ecpm", DoubleType, nullable = true),
+      StructField("b7_7d_click", DoubleType, nullable = true),
+      StructField("b7_7d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b7_7d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b7_14d_ctr", DoubleType, nullable = true),
+      StructField("b5_12h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_1d_ctr", DoubleType, nullable = true),
+      StructField("b5_1d_ctcvr", DoubleType, nullable = true),
+      StructField("b5_1d_cvr", DoubleType, nullable = true),
+      StructField("b5_1d_conver", DoubleType, nullable = true),
+      StructField("b5_1d_ecpm", DoubleType, nullable = true),
+      StructField("b5_1d_click", DoubleType, nullable = true),
+      StructField("b5_1d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b5_1d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_3d_ctr", DoubleType, nullable = true),
+      StructField("b5_3d_ctcvr", DoubleType, nullable = true),
+      StructField("b5_3d_cvr", DoubleType, nullable = true),
+      StructField("b5_3d_conver", DoubleType, nullable = true),
+      StructField("b5_3d_ecpm", DoubleType, nullable = true),
+      StructField("b5_3d_click", DoubleType, nullable = true),
+      StructField("b5_3d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b5_3d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_7d_ctr", DoubleType, nullable = true),
+      StructField("b5_7d_ctcvr", DoubleType, nullable = true),
+      StructField("b5_7d_cvr", DoubleType, nullable = true),
+      StructField("b5_7d_conver", DoubleType, nullable = true),
+      StructField("b5_7d_ecpm", DoubleType, nullable = true),
+      StructField("b5_7d_click", DoubleType, nullable = true),
+      StructField("b5_7d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b5_7d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_today_ctr", DoubleType, nullable = true),
+      StructField("b5_today_ctcvr", DoubleType, nullable = true),
+      StructField("b5_today_cvr", DoubleType, nullable = true),
+      StructField("b5_today_conver", DoubleType, nullable = true),
+      StructField("b5_today_ecpm", DoubleType, nullable = true),
+      StructField("b5_today_click", DoubleType, nullable = true),
+      StructField("b5_today_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b5_today_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b5_yesterday_ctr", DoubleType, nullable = true),
+      StructField("b5_yesterday_ctcvr", DoubleType, nullable = true),
+      StructField("b5_yesterday_cvr", DoubleType, nullable = true),
+      StructField("b5_yesterday_conver", DoubleType, nullable = true),
+      StructField("b5_yesterday_ecpm", DoubleType, nullable = true),
+      StructField("b5_yesterday_click", DoubleType, nullable = true),
+      StructField("b5_yesterday_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b5_yesterday_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b8_1h_ctr", DoubleType, nullable = true),
+      StructField("b8_1h_ctcvr", DoubleType, nullable = true),
+      StructField("b4_3h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_3h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_4h_ctr", DoubleType, nullable = true),
+      StructField("b4_4h_ctcvr", DoubleType, nullable = true),
+      StructField("b4_4h_cvr", DoubleType, nullable = true),
+      StructField("b4_4h_conver", DoubleType, nullable = true),
+      StructField("b4_4h_ecpm", DoubleType, nullable = true),
+      StructField("b4_4h_click", DoubleType, nullable = true),
+      StructField("b4_4h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_4h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_5h_ctr", DoubleType, nullable = true),
+      StructField("b4_5h_ctcvr", DoubleType, nullable = true),
+      StructField("b4_5h_cvr", DoubleType, nullable = true),
+      StructField("b4_5h_conver", DoubleType, nullable = true),
+      StructField("b4_5h_ecpm", DoubleType, nullable = true),
+      StructField("b4_5h_click", DoubleType, nullable = true),
+      StructField("b4_5h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_5h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_6h_ctr", DoubleType, nullable = true),
+      StructField("b4_6h_ctcvr", DoubleType, nullable = true),
+      StructField("b4_6h_cvr", DoubleType, nullable = true),
+      StructField("b4_6h_conver", DoubleType, nullable = true),
+      StructField("b4_6h_ecpm", DoubleType, nullable = true),
+      StructField("b4_6h_click", DoubleType, nullable = true),
+      StructField("b4_6h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_6h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_12h_ctr", DoubleType, nullable = true),
+      StructField("b4_12h_ctcvr", DoubleType, nullable = true),
+      StructField("b4_12h_cvr", DoubleType, nullable = true),
+      StructField("b4_12h_conver", DoubleType, nullable = true),
+      StructField("b4_12h_ecpm", DoubleType, nullable = true),
+      StructField("b4_12h_click", DoubleType, nullable = true),
+      StructField("b4_12h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_12h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_1d_ctr", DoubleType, nullable = true),
+      StructField("b4_1d_ctcvr", DoubleType, nullable = true),
+      StructField("b4_1d_cvr", DoubleType, nullable = true),
+      StructField("b4_1d_conver", DoubleType, nullable = true),
+      StructField("b4_1d_ecpm", DoubleType, nullable = true),
+      StructField("b4_1d_click", DoubleType, nullable = true),
+      StructField("b4_1d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b4_1d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b4_3d_ctr", DoubleType, nullable = true),
+      StructField("b2_6h_cvr", DoubleType, nullable = true),
+      StructField("b2_6h_conver", DoubleType, nullable = true),
+      StructField("b2_6h_ecpm", DoubleType, nullable = true),
+      StructField("b2_6h_click", DoubleType, nullable = true),
+      StructField("b2_6h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_6h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_12h_ctr", DoubleType, nullable = true),
+      StructField("b2_12h_ctcvr", DoubleType, nullable = true),
+      StructField("b2_12h_cvr", DoubleType, nullable = true),
+      StructField("b2_12h_conver", DoubleType, nullable = true),
+      StructField("b2_12h_ecpm", DoubleType, nullable = true),
+      StructField("b2_12h_click", DoubleType, nullable = true),
+      StructField("b2_12h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_12h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_1d_ctr", DoubleType, nullable = true),
+      StructField("b2_1d_ctcvr", DoubleType, nullable = true),
+      StructField("b2_1d_cvr", DoubleType, nullable = true),
+      StructField("b2_1d_conver", DoubleType, nullable = true),
+      StructField("b2_1d_ecpm", DoubleType, nullable = true),
+      StructField("b2_1d_click", DoubleType, nullable = true),
+      StructField("b2_1d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_1d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_3d_ctr", DoubleType, nullable = true),
+      StructField("b2_3d_ctcvr", DoubleType, nullable = true),
+      StructField("b2_3d_cvr", DoubleType, nullable = true),
+      StructField("b2_3d_conver", DoubleType, nullable = true),
+      StructField("b2_3d_ecpm", DoubleType, nullable = true),
+      StructField("b2_3d_click", DoubleType, nullable = true),
+      StructField("b2_3d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_3d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_7d_ctr", DoubleType, nullable = true),
+      StructField("b2_7d_ctcvr", DoubleType, nullable = true),
+      StructField("b2_7d_cvr", DoubleType, nullable = true),
+      StructField("b2_7d_conver", DoubleType, nullable = true),
+      StructField("b2_7d_ecpm", DoubleType, nullable = true),
+      StructField("b2_7d_click", DoubleType, nullable = true),
+      StructField("b2_7d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_7d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_today_ctr", DoubleType, nullable = true),
+      StructField("b2_today_ctcvr", DoubleType, nullable = true),
+      StructField("b2_today_cvr", DoubleType, nullable = true),
+      StructField("b2_today_conver", DoubleType, nullable = true),
+      StructField("b2_today_ecpm", DoubleType, nullable = true),
+      StructField("cpa", DoubleType, nullable = true),
+      StructField("b2_1h_ctr", DoubleType, nullable = true),
+      StructField("b2_1h_ctcvr", DoubleType, nullable = true),
+      StructField("b2_1h_cvr", DoubleType, nullable = true),
+      StructField("b2_1h_conver", DoubleType, nullable = true),
+      StructField("b2_1h_ecpm", DoubleType, nullable = true),
+      StructField("b2_1h_click", DoubleType, nullable = true),
+      StructField("b2_1h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_1h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_2h_ctr", DoubleType, nullable = true),
+      StructField("b2_2h_ctcvr", DoubleType, nullable = true),
+      StructField("b2_2h_cvr", DoubleType, nullable = true),
+      StructField("b2_2h_conver", DoubleType, nullable = true),
+      StructField("b2_2h_ecpm", DoubleType, nullable = true),
+      StructField("b2_2h_click", DoubleType, nullable = true),
+      StructField("b2_2h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_2h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_3h_ctr", DoubleType, nullable = true),
+      StructField("b2_3h_ctcvr", DoubleType, nullable = true),
+      StructField("b2_3h_cvr", DoubleType, nullable = true),
+      StructField("b2_3h_conver", DoubleType, nullable = true),
+      StructField("b2_3h_ecpm", DoubleType, nullable = true),
+      StructField("b2_3h_click", DoubleType, nullable = true),
+      StructField("b2_3h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_3h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_4h_ctr", DoubleType, nullable = true),
+      StructField("b2_4h_ctcvr", DoubleType, nullable = true),
+      StructField("b2_4h_cvr", DoubleType, nullable = true),
+      StructField("b2_4h_conver", DoubleType, nullable = true),
+      StructField("b2_4h_ecpm", DoubleType, nullable = true),
+      StructField("b2_4h_click", DoubleType, nullable = true),
+      StructField("b2_4h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_4h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_5h_ctr", DoubleType, nullable = true),
+      StructField("b2_5h_ctcvr", DoubleType, nullable = true),
+      StructField("b2_5h_cvr", DoubleType, nullable = true),
+      StructField("b2_5h_conver", DoubleType, nullable = true),
+      StructField("b2_5h_ecpm", DoubleType, nullable = true),
+      StructField("b2_5h_click", DoubleType, nullable = true),
+      StructField("b2_5h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b2_5h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b2_6h_ctr", DoubleType, nullable = true),
+      StructField("b2_6h_ctcvr", DoubleType, nullable = true),
+      StructField("b9_5h_conver", DoubleType, nullable = true),
+      StructField("b9_5h_ecpm", DoubleType, nullable = true),
+      StructField("b9_5h_click", DoubleType, nullable = true),
+      StructField("b9_5h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_5h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_6h_ctr", DoubleType, nullable = true),
+      StructField("b9_6h_ctcvr", DoubleType, nullable = true),
+      StructField("b9_6h_cvr", DoubleType, nullable = true),
+      StructField("b9_6h_conver", DoubleType, nullable = true),
+      StructField("b9_6h_ecpm", DoubleType, nullable = true),
+      StructField("b9_6h_click", DoubleType, nullable = true),
+      StructField("b9_6h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_6h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_12h_ctr", DoubleType, nullable = true),
+      StructField("b9_12h_ctcvr", DoubleType, nullable = true),
+      StructField("b9_12h_cvr", DoubleType, nullable = true),
+      StructField("b9_12h_conver", DoubleType, nullable = true),
+      StructField("b9_12h_ecpm", DoubleType, nullable = true),
+      StructField("b9_12h_click", DoubleType, nullable = true),
+      StructField("b9_12h_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_12h_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_1d_ctr", DoubleType, nullable = true),
+      StructField("b9_1d_ctcvr", DoubleType, nullable = true),
+      StructField("b9_1d_cvr", DoubleType, nullable = true),
+      StructField("b9_1d_conver", DoubleType, nullable = true),
+      StructField("b9_1d_ecpm", DoubleType, nullable = true),
+      StructField("b9_1d_click", DoubleType, nullable = true),
+      StructField("b9_1d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_1d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_3d_ctr", DoubleType, nullable = true),
+      StructField("b9_3d_ctcvr", DoubleType, nullable = true),
+      StructField("b9_3d_cvr", DoubleType, nullable = true),
+      StructField("b9_3d_conver", DoubleType, nullable = true),
+      StructField("b9_3d_ecpm", DoubleType, nullable = true),
+      StructField("b9_3d_click", DoubleType, nullable = true),
+      StructField("b9_3d_conver_x_log_view", DoubleType, nullable = true),
+      StructField("b9_3d_conver_x_ctcvr", DoubleType, nullable = true),
+      StructField("b9_7d_ctr", DoubleType, nullable = true),
+      StructField("b9_7d_ctcvr", DoubleType, nullable = true),
+      StructField("b9_7d_cvr", DoubleType, nullable = true),
+      StructField("b9_7d_conver", DoubleType, nullable = true),
+      StructField("b9_7d_ecpm", DoubleType, nullable = true),
+      StructField("b9_7d_click", DoubleType, nullable = true),
+      StructField("weight", DoubleType, nullable = true),
+      StructField("dt", StringType, nullable = true)
+    ))
 
 
-        // 创建 DataFrame
-        val df = spark.createDataFrame(spark.sparkContext.parallelize(rows), schema)
-        df.write.mode("append").saveAsTable(table)
+    // 创建 DataFrame
+    val df = spark.createDataFrame(spark.sparkContext.parallelize(rows), schema)
+    df.write.format("org.apache.spark.aliyun.maxcompute.datasource")
+      .option("odpsUrl", "http://service.odps.aliyun.com/api")
+      .option("tunnelUrl", "http://dt.cn-hangzhou.maxcompute.aliyun-inc.com")
+      .option("table", table)
+      .option("project", project)
+      .option("accessKeyId", "LTAIWYUujJAm7CbH")
+      .option("accessKeySecret", "RfSjdiWwED1sGFlsjXv0DlfTnZTG1P")
+      .mode("append") //覆盖写
+      .save()
   }