├── .idea
├── .name
├── compiler.xml
├── hydra.xml
├── libraries
│ ├── Maven__antlr_antlr_2_7_7.xml
│ ├── Maven__aopalliance_aopalliance_1_0.xml
│ ├── Maven__com_clearspring_analytics_stream_2_7_0.xml
│ ├── Maven__com_esotericsoftware_kryo_shaded_3_0_3.xml
│ ├── Maven__com_esotericsoftware_minlog_1_3_0.xml
│ ├── Maven__com_fasterxml_jackson_core_jackson_annotations_2_6_5.xml
│ ├── Maven__com_fasterxml_jackson_core_jackson_core_2_6_5.xml
│ ├── Maven__com_fasterxml_jackson_core_jackson_databind_2_6_5.xml
│ ├── Maven__com_fasterxml_jackson_module_jackson_module_paranamer_2_6_5.xml
│ ├── Maven__com_fasterxml_jackson_module_jackson_module_scala_2_11_2_6_5.xml
│ ├── Maven__com_google_code_findbugs_jsr305_1_3_9.xml
│ ├── Maven__com_google_guava_guava_14_0_1.xml
│ ├── Maven__com_google_inject_guice_3_0.xml
│ ├── Maven__com_google_protobuf_protobuf_java_2_5_0.xml
│ ├── Maven__com_googlecode_javaewah_JavaEWAH_0_3_2.xml
│ ├── Maven__com_jolbox_bonecp_0_8_0_RELEASE.xml
│ ├── Maven__com_ning_compress_lzf_1_0_3.xml
│ ├── Maven__com_thoughtworks_paranamer_paranamer_2_3.xml
│ ├── Maven__com_twitter_chill_2_11_0_8_0.xml
│ ├── Maven__com_twitter_chill_java_0_8_0.xml
│ ├── Maven__com_twitter_parquet_hadoop_bundle_1_6_0.xml
│ ├── Maven__com_univocity_univocity_parsers_2_2_1.xml
│ ├── Maven__commons_beanutils_commons_beanutils_1_9_3.xml
│ ├── Maven__commons_beanutils_commons_beanutils_core_1_8_0.xml
│ ├── Maven__commons_cli_commons_cli_1_2.xml
│ ├── Maven__commons_codec_commons_codec_1_10.xml
│ ├── Maven__commons_collections_commons_collections_3_2_1.xml
│ ├── Maven__commons_configuration_commons_configuration_1_6.xml
│ ├── Maven__commons_dbcp_commons_dbcp_1_4.xml
│ ├── Maven__commons_digester_commons_digester_1_8.xml
│ ├── Maven__commons_httpclient_commons_httpclient_3_1.xml
│ ├── Maven__commons_io_commons_io_2_4.xml
│ ├── Maven__commons_lang_commons_lang_2_5.xml
│ ├── Maven__commons_logging_commons_logging_1_1_1.xml
│ ├── Maven__commons_net_commons_net_2_2.xml
│ ├── Maven__commons_pool_commons_pool_1_5_4.xml
│ ├── Maven__io_dropwizard_metrics_metrics_core_3_1_2.xml
│ ├── Maven__io_dropwizard_metrics_metrics_graphite_3_1_2.xml
│ ├── Maven__io_dropwizard_metrics_metrics_json_3_1_2.xml
│ ├── Maven__io_dropwizard_metrics_metrics_jvm_3_1_2.xml
│ ├── Maven__io_netty_netty_3_8_0_Final.xml
│ ├── Maven__io_netty_netty_all_4_0_42_Final.xml
│ ├── Maven__javax_annotation_javax_annotation_api_1_2.xml
│ ├── Maven__javax_inject_javax_inject_1.xml
│ ├── Maven__javax_jdo_jdo_api_3_0_1.xml
│ ├── Maven__javax_servlet_javax_servlet_api_3_1_0.xml
│ ├── Maven__javax_transaction_jta_1_1.xml
│ ├── Maven__javax_validation_validation_api_1_1_0_Final.xml
│ ├── Maven__javax_ws_rs_javax_ws_rs_api_2_0_1.xml
│ ├── Maven__javolution_javolution_5_5_1.xml
│ ├── Maven__joda_time_joda_time_2_9_9.xml
│ ├── Maven__log4j_apache_log4j_extras_1_2_17.xml
│ ├── Maven__log4j_log4j_1_2_17.xml
│ ├── Maven__mysql_mysql_connector_java_5_1_6.xml
│ ├── Maven__net_hydromatic_eigenbase_properties_1_1_5.xml
│ ├── Maven__net_java_dev_jets3t_jets3t_0_7_1.xml
│ ├── Maven__net_jpountz_lz4_lz4_1_3_0.xml
│ ├── Maven__net_razorvine_pyrolite_4_13.xml
│ ├── Maven__net_sf_ezmorph_ezmorph_1_0_6.xml
│ ├── Maven__net_sf_json_lib_json_lib_jdk15_2_4.xml
│ ├── Maven__net_sf_opencsv_opencsv_2_3.xml
│ ├── Maven__net_sf_py4j_py4j_0_10_4.xml
│ ├── Maven__org_antlr_ST4_4_0_4.xml
│ ├── Maven__org_antlr_antlr4_runtime_4_5_3.xml
│ ├── Maven__org_antlr_antlr_runtime_3_4.xml
│ ├── Maven__org_antlr_stringtemplate_3_2_1.xml
│ ├── Maven__org_apache_avro_avro_1_7_7.xml
│ ├── Maven__org_apache_avro_avro_ipc_1_7_7.xml
│ ├── Maven__org_apache_avro_avro_ipc_tests_1_7_7.xml
│ ├── Maven__org_apache_avro_avro_mapred_hadoop2_1_7_7.xml
│ ├── Maven__org_apache_calcite_calcite_avatica_1_2_0_incubating.xml
│ ├── Maven__org_apache_calcite_calcite_core_1_2_0_incubating.xml
│ ├── Maven__org_apache_calcite_calcite_linq4j_1_2_0_incubating.xml
│ ├── Maven__org_apache_commons_commons_compress_1_4_1.xml
│ ├── Maven__org_apache_commons_commons_configuration2_2_2.xml
│ ├── Maven__org_apache_commons_commons_crypto_1_0_0.xml
│ ├── Maven__org_apache_commons_commons_lang3_3_5.xml
│ ├── Maven__org_apache_commons_commons_lang3_3_6.xml
│ ├── Maven__org_apache_commons_commons_math3_3_4_1.xml
│ ├── Maven__org_apache_commons_commons_math_2_1.xml
│ ├── Maven__org_apache_commons_commons_pool2_2_4_2.xml
│ ├── Maven__org_apache_curator_curator_client_2_4_0.xml
│ ├── Maven__org_apache_curator_curator_framework_2_4_0.xml
│ ├── Maven__org_apache_curator_curator_recipes_2_4_0.xml
│ ├── Maven__org_apache_derby_derby_10_10_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_annotations_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_auth_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_client_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_common_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_hdfs_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_app_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_common_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_core_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_jobclient_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_mapreduce_client_shuffle_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_yarn_api_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_yarn_client_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_yarn_common_2_2_0.xml
│ ├── Maven__org_apache_hadoop_hadoop_yarn_server_common_2_2_0.xml
│ ├── Maven__org_apache_httpcomponents_httpclient_4_5_2.xml
│ ├── Maven__org_apache_httpcomponents_httpcore_4_4_4.xml
│ ├── Maven__org_apache_ivy_ivy_2_4_0.xml
│ ├── Maven__org_apache_kafka_kafka_clients_0_10_2_1.xml
│ ├── Maven__org_apache_parquet_parquet_column_1_8_1.xml
│ ├── Maven__org_apache_parquet_parquet_common_1_8_1.xml
│ ├── Maven__org_apache_parquet_parquet_encoding_1_8_1.xml
│ ├── Maven__org_apache_parquet_parquet_format_2_3_0_incubating.xml
│ ├── Maven__org_apache_parquet_parquet_hadoop_1_8_1.xml
│ ├── Maven__org_apache_parquet_parquet_jackson_1_8_1.xml
│ ├── Maven__org_apache_spark_spark_catalyst_2_11_2_1_1.xml
│ ├── Maven__org_apache_spark_spark_core_2_11_2_1_1.xml
│ ├── Maven__org_apache_spark_spark_hive_2_11_2_1_1.xml
│ ├── Maven__org_apache_spark_spark_launcher_2_11_2_1_1.xml
│ ├── Maven__org_apache_spark_spark_network_common_2_11_2_1_1.xml
│ ├── Maven__org_apache_spark_spark_network_shuffle_2_11_2_1_1.xml
│ ├── Maven__org_apache_spark_spark_sketch_2_11_2_1_1.xml
│ ├── Maven__org_apache_spark_spark_sql_2_11_2_1_1.xml
│ ├── Maven__org_apache_spark_spark_tags_2_11_2_1_1.xml
│ ├── Maven__org_apache_spark_spark_unsafe_2_11_2_1_1.xml
│ ├── Maven__org_apache_thrift_libfb303_0_9_3.xml
│ ├── Maven__org_apache_thrift_libthrift_0_9_3.xml
│ ├── Maven__org_apache_xbean_xbean_asm5_shaded_4_4.xml
│ ├── Maven__org_apache_zookeeper_zookeeper_3_4_5.xml
│ ├── Maven__org_codehaus_jackson_jackson_core_asl_1_9_13.xml
│ ├── Maven__org_codehaus_jackson_jackson_mapper_asl_1_9_13.xml
│ ├── Maven__org_codehaus_janino_commons_compiler_3_0_0.xml
│ ├── Maven__org_codehaus_janino_janino_3_0_0.xml
│ ├── Maven__org_datanucleus_datanucleus_api_jdo_3_2_6.xml
│ ├── Maven__org_datanucleus_datanucleus_core_3_2_10.xml
│ ├── Maven__org_datanucleus_datanucleus_rdbms_3_2_9.xml
│ ├── Maven__org_fusesource_leveldbjni_leveldbjni_all_1_8.xml
│ ├── Maven__org_glassfish_hk2_external_aopalliance_repackaged_2_4_0_b34.xml
│ ├── Maven__org_glassfish_hk2_external_javax_inject_2_4_0_b34.xml
│ ├── Maven__org_glassfish_hk2_hk2_api_2_4_0_b34.xml
│ ├── Maven__org_glassfish_hk2_hk2_locator_2_4_0_b34.xml
│ ├── Maven__org_glassfish_hk2_hk2_utils_2_4_0_b34.xml
│ ├── Maven__org_glassfish_hk2_osgi_resource_locator_1_0_1.xml
│ ├── Maven__org_glassfish_jersey_bundles_repackaged_jersey_guava_2_22_2.xml
│ ├── Maven__org_glassfish_jersey_containers_jersey_container_servlet_2_22_2.xml
│ ├── Maven__org_glassfish_jersey_containers_jersey_container_servlet_core_2_22_2.xml
│ ├── Maven__org_glassfish_jersey_core_jersey_client_2_22_2.xml
│ ├── Maven__org_glassfish_jersey_core_jersey_common_2_22_2.xml
│ ├── Maven__org_glassfish_jersey_core_jersey_server_2_22_2.xml
│ ├── Maven__org_glassfish_jersey_media_jersey_media_jaxb_2_22_2.xml
│ ├── Maven__org_iq80_snappy_snappy_0_2.xml
│ ├── Maven__org_javassist_javassist_3_18_1_GA.xml
│ ├── Maven__org_jodd_jodd_core_3_5_2.xml
│ ├── Maven__org_json4s_json4s_ast_2_11_3_2_11.xml
│ ├── Maven__org_json4s_json4s_core_2_11_3_2_11.xml
│ ├── Maven__org_json4s_json4s_jackson_2_11_3_2_11.xml
│ ├── Maven__org_mortbay_jetty_jetty_util_6_1_26.xml
│ ├── Maven__org_objenesis_objenesis_2_1.xml
│ ├── Maven__org_roaringbitmap_RoaringBitmap_0_5_11.xml
│ ├── Maven__org_scala_lang_modules_scala_parser_combinators_2_11_1_0_1.xml
│ ├── Maven__org_scala_lang_modules_scala_xml_2_11_1_0_1.xml
│ ├── Maven__org_scala_lang_scala_compiler_2_11_0.xml
│ ├── Maven__org_scala_lang_scala_library_2_11_8.xml
│ ├── Maven__org_scala_lang_scala_reflect_2_11_7.xml
│ ├── Maven__org_scala_lang_scalap_2_11_0.xml
│ ├── Maven__org_slf4j_jcl_over_slf4j_1_7_22.xml
│ ├── Maven__org_slf4j_jul_to_slf4j_1_7_16.xml
│ ├── Maven__org_slf4j_slf4j_api_1_7_22.xml
│ ├── Maven__org_slf4j_slf4j_log4j12_1_7_22.xml
│ ├── Maven__org_spark_project_hive_hive_exec_1_2_1_spark2.xml
│ ├── Maven__org_spark_project_hive_hive_metastore_1_2_1_spark2.xml
│ ├── Maven__org_spark_project_spark_unused_1_0_0.xml
│ ├── Maven__org_tukaani_xz_1_0.xml
│ ├── Maven__org_xerial_snappy_snappy_java_1_1_2_6.xml
│ ├── Maven__oro_oro_2_0_8.xml
│ ├── Maven__stax_stax_api_1_0_1.xml
│ └── Maven__xmlenc_xmlenc_0_52.xml
├── misc.xml
├── modules.xml
├── scala_compiler.xml
└── vcs.xml
├── README.md
├── adversStat
├── pom.xml
└── src
│ └── main
│ └── scala
│ ├── AdverStat.scala
│ ├── DataModel.scala
│ └── JdbcHelper.scala
├── areaStat
├── pom.xml
└── src
│ └── main
│ └── scala
│ ├── AreaTop3Stat.scala
│ ├── DataModel.scala
│ └── GroupConcatDistinct.scala
├── commerce.iml
├── commons
├── commons.iml
├── pom.xml
└── src
│ └── main
│ ├── resources
│ ├── commerce.properties
│ └── log4j.properties
│ └── scala
│ └── commons
│ ├── conf
│ └── ConfigurationManager.scala
│ ├── constant
│ └── Constants.scala
│ ├── model
│ └── DataModel.scala
│ ├── pool
│ └── PooledMySqlClientFactory.scala
│ └── utils
│ └── Utils.scala
├── derby.log
├── metastore_db
├── README_DO_NOT_TOUCH_FILES.txt
├── db.lck
├── log
│ ├── README_DO_NOT_TOUCH_FILES.txt
│ ├── log.ctrl
│ ├── log1.dat
│ └── logmirror.ctrl
├── seg0
│ ├── README_DO_NOT_TOUCH_FILES.txt
│ ├── c10.dat
│ ├── c101.dat
│ ├── c111.dat
│ ├── c121.dat
│ ├── c130.dat
│ ├── c141.dat
│ ├── c150.dat
│ ├── c161.dat
│ ├── c171.dat
│ ├── c180.dat
│ ├── c191.dat
│ ├── c1a1.dat
│ ├── c1b1.dat
│ ├── c1c0.dat
│ ├── c1d1.dat
│ ├── c1e0.dat
│ ├── c1f1.dat
│ ├── c20.dat
│ ├── c200.dat
│ ├── c211.dat
│ ├── c221.dat
│ ├── c230.dat
│ ├── c241.dat
│ ├── c251.dat
│ ├── c260.dat
│ ├── c271.dat
│ ├── c281.dat
│ ├── c290.dat
│ ├── c2a1.dat
│ ├── c2b1.dat
│ ├── c2c1.dat
│ ├── c2d0.dat
│ ├── c2e1.dat
│ ├── c2f0.dat
│ ├── c300.dat
│ ├── c31.dat
│ ├── c311.dat
│ ├── c321.dat
│ ├── c331.dat
│ ├── c340.dat
│ ├── c351.dat
│ ├── c361.dat
│ ├── c371.dat
│ ├── c380.dat
│ ├── c391.dat
│ ├── c3a1.dat
│ ├── c3b1.dat
│ ├── c3c0.dat
│ ├── c3d1.dat
│ ├── c3e1.dat
│ ├── c3f1.dat
│ ├── c400.dat
│ ├── c41.dat
│ ├── c411.dat
│ ├── c421.dat
│ ├── c430.dat
│ ├── c441.dat
│ ├── c451.dat
│ ├── c461.dat
│ ├── c470.dat
│ ├── c481.dat
│ ├── c490.dat
│ ├── c4a1.dat
│ ├── c4b0.dat
│ ├── c4c1.dat
│ ├── c4d1.dat
│ ├── c4e1.dat
│ ├── c4f0.dat
│ ├── c501.dat
│ ├── c51.dat
│ ├── c510.dat
│ ├── c521.dat
│ ├── c530.dat
│ ├── c541.dat
│ ├── c550.dat
│ ├── c561.dat
│ ├── c570.dat
│ ├── c581.dat
│ ├── c590.dat
│ ├── c5a1.dat
│ ├── c5b0.dat
│ ├── c5c1.dat
│ ├── c5d0.dat
│ ├── c5e1.dat
│ ├── c5f0.dat
│ ├── c60.dat
│ ├── c601.dat
│ ├── c610.dat
│ ├── c621.dat
│ ├── c630.dat
│ ├── c641.dat
│ ├── c650.dat
│ ├── c661.dat
│ ├── c670.dat
│ ├── c681.dat
│ ├── c690.dat
│ ├── c6a1.dat
│ ├── c6b0.dat
│ ├── c6c1.dat
│ ├── c6d0.dat
│ ├── c6e1.dat
│ ├── c6f0.dat
│ ├── c701.dat
│ ├── c71.dat
│ ├── c711.dat
│ ├── c721.dat
│ ├── c731.dat
│ ├── c741.dat
│ ├── c751.dat
│ ├── c761.dat
│ ├── c771.dat
│ ├── c781.dat
│ ├── c791.dat
│ ├── c7a1.dat
│ ├── c7b1.dat
│ ├── c7c1.dat
│ ├── c7d1.dat
│ ├── c7e1.dat
│ ├── c7f1.dat
│ ├── c801.dat
│ ├── c81.dat
│ ├── c811.dat
│ ├── c821.dat
│ ├── c831.dat
│ ├── c840.dat
│ ├── c851.dat
│ ├── c860.dat
│ ├── c871.dat
│ ├── c880.dat
│ ├── c891.dat
│ ├── c8a0.dat
│ ├── c8b1.dat
│ ├── c8c1.dat
│ ├── c8d1.dat
│ ├── c8e1.dat
│ ├── c8f1.dat
│ ├── c90.dat
│ ├── c901.dat
│ ├── c911.dat
│ ├── c920.dat
│ ├── c931.dat
│ ├── c940.dat
│ ├── c951.dat
│ ├── c960.dat
│ ├── c971.dat
│ ├── c981.dat
│ ├── c990.dat
│ ├── c9a1.dat
│ ├── c9b1.dat
│ ├── c9c0.dat
│ ├── c9d1.dat
│ ├── c9e0.dat
│ ├── c9f1.dat
│ ├── ca01.dat
│ ├── ca1.dat
│ ├── ca11.dat
│ ├── ca21.dat
│ ├── cb1.dat
│ ├── cc0.dat
│ ├── cd1.dat
│ ├── ce1.dat
│ └── cf0.dat
└── service.properties
├── mock
├── mock.iml
├── pom.xml
└── src
│ └── main
│ └── scala
│ ├── MockDataGenerate.scala
│ └── MockRealTimeData.scala
├── pageState
├── pom.xml
└── src
│ └── main
│ └── scala
│ ├── DataModel.scala
│ └── PageOneStepConvertRate.scala
├── pom.xml
├── session
├── pom.xml
├── session.iml
└── src
│ └── main
│ └── scala
│ ├── DataModel.scala
│ ├── SessionAccumulator.scala
│ ├── SessionStat.scala
│ └── SortKey.scala
└── spark-warehouse
├── product_info
├── ._SUCCESS.crc
├── .part-00000-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet.crc
├── .part-00001-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet.crc
├── .part-00002-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet.crc
├── .part-00003-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet.crc
├── .part-00004-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet.crc
├── .part-00005-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet.crc
├── .part-00006-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet.crc
├── .part-00007-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet.crc
├── _SUCCESS
├── part-00000-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet
├── part-00001-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet
├── part-00002-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet
├── part-00003-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet
├── part-00004-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet
├── part-00005-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet
├── part-00006-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet
└── part-00007-d6f11586-ac0b-4324-85ca-2b1d088b72f9.snappy.parquet
├── user_info
├── ._SUCCESS.crc
├── .part-00000-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet.crc
├── .part-00001-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet.crc
├── .part-00002-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet.crc
├── .part-00003-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet.crc
├── .part-00004-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet.crc
├── .part-00005-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet.crc
├── .part-00006-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet.crc
├── .part-00007-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet.crc
├── _SUCCESS
├── part-00000-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet
├── part-00001-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet
├── part-00002-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet
├── part-00003-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet
├── part-00004-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet
├── part-00005-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet
├── part-00006-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet
└── part-00007-05d63d89-f708-454a-b27d-2d2b52e2fd39.snappy.parquet
└── user_visit_action
├── ._SUCCESS.crc
├── .part-00000-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet.crc
├── .part-00001-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet.crc
├── .part-00002-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet.crc
├── .part-00003-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet.crc
├── .part-00004-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet.crc
├── .part-00005-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet.crc
├── .part-00006-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet.crc
├── .part-00007-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet.crc
├── _SUCCESS
├── part-00000-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet
├── part-00001-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet
├── part-00002-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet
├── part-00003-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet
├── part-00004-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet
├── part-00005-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet
├── part-00006-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet
└── part-00007-e8b68638-7258-4241-b8e2-9ea33d3ce6ed.snappy.parquet
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/adversStat/src/main/scala/DataModel.scala:
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1 | /*
2 | * Copyright (c) 2018. Atguigu Inc. All Rights Reserved.
3 | */
4 |
5 | /**
6 | * 广告黑名单
7 | * @author wuyufei
8 | *
9 | */
10 | case class AdBlacklist(userid:Long)
11 |
12 | /**
13 | * 用户广告点击量
14 | * @author wuyufei
15 | *
16 | */
17 | case class AdUserClickCount(date:String,
18 | userid:Long,
19 | adid:Long,
20 | clickCount:Long)
21 |
22 |
23 | /**
24 | * 广告实时统计
25 | * @author wuyufei
26 | *
27 | */
28 | case class AdStat(date:String,
29 | province:String,
30 | city:String,
31 | adid:Long,
32 | clickCount:Long)
33 |
34 | /**
35 | * 各省top3热门广告
36 | * @author wuyufei
37 | *
38 | */
39 | case class AdProvinceTop3(date:String,
40 | province:String,
41 | adid:Long,
42 | clickCount:Long)
43 |
44 | /**
45 | * 广告点击趋势
46 | * @author wuyufei
47 | *
48 | */
49 | case class AdClickTrend(date:String,
50 | hour:String,
51 | minute:String,
52 | adid:Long,
53 | clickCount:Long)
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/areaStat/src/main/scala/DataModel.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Copyright (c) 2018. Atguigu Inc. All Rights Reserved.
3 | */
4 |
5 |
6 | //***************** 输出表 *********************
7 |
8 | /**
9 | *
10 | * @param taskid
11 | * @param area
12 | * @param areaLevel
13 | * @param productid
14 | * @param cityInfos
15 | * @param clickCount
16 | * @param productName
17 | * @param productStatus
18 | */
19 | case class AreaTop3Product(taskid:String,
20 | area:String,
21 | areaLevel:String,
22 | productid:Long,
23 | cityInfos:String,
24 | clickCount:Long,
25 | productName:String,
26 | productStatus:String)
27 |
28 | /**
29 | *
30 | * @param city_id
31 | * @param click_product_id
32 | */
33 | case class CityClickProduct(city_id:Long,click_product_id:Long)
34 |
35 |
36 | case class CityAreaInfo(city_id:Long,city_name:String,area:String)
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/areaStat/src/main/scala/GroupConcatDistinct.scala:
--------------------------------------------------------------------------------
1 | import org.apache.spark.sql.Row
2 | import org.apache.spark.sql.expressions.{MutableAggregationBuffer, UserDefinedAggregateFunction}
3 | import org.apache.spark.sql.types.{DataType, StringType, StructField, StructType}
4 |
5 | /**
6 | * udf 即对缓冲区的数据不断聚合累加
7 | */
8 | class GroupConcatDistinct extends UserDefinedAggregateFunction{
9 | //UDAF : 输入数据类型为String
10 | override def inputSchema: StructType = StructType(StructField("cityInfo",StringType)::Nil)
11 |
12 | //缓冲区类型
13 | override def bufferSchema: StructType = StructType(StructField("bufferCityInfo",StringType)::Nil)
14 |
15 | //输出数据类型
16 | override def dataType: DataType = StringType
17 |
18 | override def deterministic: Boolean = true
19 |
20 | override def initialize(buffer: MutableAggregationBuffer): Unit = {
21 | buffer(0) = ""
22 | }
23 |
24 | override def update(buffer: MutableAggregationBuffer, input: Row): Unit = {
25 | var bufferCityInfo: String = buffer.getString(0)
26 | var cityInfo: String = input.getString(0)
27 |
28 | if (!bufferCityInfo.contains(cityInfo)){
29 | if ("".equals(bufferCityInfo)){
30 | bufferCityInfo += cityInfo
31 | }else{
32 | bufferCityInfo += ","+ cityInfo
33 | }
34 | buffer.update(0,bufferCityInfo)
35 | }
36 | }
37 |
38 | override def merge(buffer1: MutableAggregationBuffer, buffer2: Row): Unit = {
39 | var bufferCityInfo1: String = buffer1.getString(0)
40 |
41 | val bufferCityInfo2: String = buffer2.getString(0)
42 |
43 | for (cityInfo <- bufferCityInfo2.split(",")){
44 | if("".equals(bufferCityInfo1)){
45 | bufferCityInfo1 += cityInfo
46 | }else{
47 | bufferCityInfo1 += ","+cityInfo
48 | }
49 | }
50 | buffer1.update(0,bufferCityInfo1)
51 | }
52 |
53 | override def evaluate(buffer: Row): Any = {
54 | buffer.getString(0)
55 | }
56 | }
57 |
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/commerce.iml:
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1 |
2 |
3 |
4 |
5 |
6 |
7 |
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9 |
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13 |
14 |
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16 |
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/commons/src/main/resources/commerce.properties:
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1 | #
2 | # Copyright (c) 2018. Atguigu Inc. All Rights Reserved.
3 | #
4 |
5 | # jbdc配置
6 | jdbc.datasource.size=10
7 | jdbc.url=jdbc:mysql://localhost:3306/commerce?useUnicode=true&characterEncoding=utf8
8 | jdbc.user=root
9 | jdbc.password=1234
10 |
11 |
12 | # 可以使用的属性如下:
13 | # startDate: 格式: yyyy-MM-DD [必选]
14 | # endDate: 格式: yyyy-MM-DD [必选]
15 | # startAge: 范围: 0 - 59
16 | # endAge: 范围: 0 - 59
17 | # professionals: 范围:professionals[0 - 59]
18 | # cities: 0 - 9 ((0,"北京","华北"),(1,"上海","华东"),(2,"南京","华东"),(3,"广州","华南"),(4,"三亚","华南"),(5,"武汉","华中"),(6,"长沙","华中"),(7,"西安","西北"),(8,"成都","西南"),(9,"哈尔滨","东北"))
19 | # sex: 范围: 0 - 1
20 | # keywords: 范围: ("火锅", "蛋糕", "重庆辣子鸡", "重庆小面", "呷哺呷哺", "新辣道鱼火锅", "国贸大厦", "太古商场", "日本料理", "温泉")
21 | # categoryIds:0 - 99,以逗号分隔
22 | # targetPageFlow: 0 - 99, 以逗号分隔
23 | task.params.json={startDate:"2020-10-01", \
24 | endDate:"2020-11-31", \
25 | startAge: 20, \
26 | endAge: 50, \
27 | professionals: "", \
28 | cities: "", \
29 | sex:"", \
30 | keywords:"", \
31 | categoryIds:"", \
32 | targetPageFlow:"1,2,3,4,5,6,7"}
33 |
34 | # Kafka配置
35 | kafka.broker.list=hadoop102:9092,hadoop103:9092,hadoop104:9092
36 | kafka.topics=AdRealTimeLog1
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/commons/src/main/resources/log4j.properties:
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1 | log4j.rootLogger=info, stdout
2 | log4j.appender.stdout=org.apache.log4j.ConsoleAppender
3 | log4j.appender.stdout.layout=org.apache.log4j.PatternLayout
4 | log4j.appender.stdout.layout.ConversionPattern=%d{yyyy-MM-dd HH:mm:ss,SSS} %5p --- [%50t] %-80c(line:%5L) : %m%n
5 |
6 | log4j.appender.R=org.apache.log4j.RollingFileAppender
7 | log4j.appender.R.File=../log/agent.log
8 | log4j.appender.R.MaxFileSize=1024KB
9 | log4j.appender.R.MaxBackupIndex=1
10 |
11 | log4j.appender.R.layout=org.apache.log4j.PatternLayout
12 | log4j.appender.R.layout.ConversionPattern=%d{yyyy-MM-dd HH:mm:ss,SSS} %5p --- [%50t] %-80c(line:%6L) : %m%n
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/commons/src/main/scala/commons/conf/ConfigurationManager.scala:
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1 | /*
2 | * Copyright (c) 2018. Atguigu Inc. All Rights Reserved.
3 | */
4 |
5 | package commons.conf
6 |
7 | import org.apache.commons.configuration2.{FileBasedConfiguration, PropertiesConfiguration}
8 | import org.apache.commons.configuration2.builder.FileBasedConfigurationBuilder
9 | import org.apache.commons.configuration2.builder.fluent.Parameters
10 |
11 | /**
12 | * 配置工具类、
13 | * 基于文件的配置生成器对象,用来读取
14 | */
15 | object ConfigurationManager {
16 |
17 | // 创建用于初始化配置生成器实例的参数对象
18 | private val params = new Parameters()
19 | // FileBasedConfigurationBuilder:产生一个传入的类的实例对象
20 | // FileBasedConfiguration:融合FileBased与Configuration的接口
21 | // PropertiesConfiguration:从一个或者多个文件读取配置的标准配置加载器
22 | // configure():通过params实例初始化配置生成器
23 | // 向FileBasedConfigurationBuilder()中传入一个标准配置加载器类,生成一个加载器类的实例对象,然后通过params参数对其初始化
24 | private val builder = new FileBasedConfigurationBuilder[FileBasedConfiguration](classOf[PropertiesConfiguration])
25 | .configure(params.properties().setFileName("commerce.properties"))
26 |
27 | // 通过getConfiguration获取配置对象
28 | val config = builder.getConfiguration()
29 |
30 | }
31 |
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/derby.log:
--------------------------------------------------------------------------------
1 | ----------------------------------------------------------------
2 | Thu Nov 26 06:48:45 CST 2020:
3 | Booting Derby version The Apache Software Foundation - Apache Derby - 10.10.2.0 - (1582446): instance a816c00e-0176-0198-4562-0000104fd660
4 | on database directory D:\big_data\workspace\commerce_basic_1017\metastore_db with class loader org.apache.spark.sql.hive.client.IsolatedClientLoader$$anon$1@53cdecf6
5 | Loaded from file:/D:/tools/apache-maven-3.5.4/repository/org/apache/derby/derby/10.10.2.0/derby-10.10.2.0.jar
6 | java.vendor=Oracle Corporation
7 | java.runtime.version=1.8.0_73-b02
8 | user.dir=D:\big_data\workspace\commerce_basic_1017
9 | os.name=Windows 10
10 | os.arch=amd64
11 | os.version=10.0
12 | derby.system.home=null
13 | Database Class Loader started - derby.database.classpath=''
14 |
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/metastore_db/README_DO_NOT_TOUCH_FILES.txt:
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1 |
2 | # *************************************************************************
3 | # *** DO NOT TOUCH FILES IN THIS DIRECTORY! ***
4 | # *** FILES IN THIS DIRECTORY AND SUBDIRECTORIES CONSTITUTE A DERBY ***
5 | # *** DATABASE, WHICH INCLUDES THE DATA (USER AND SYSTEM) AND THE ***
6 | # *** FILES NECESSARY FOR DATABASE RECOVERY. ***
7 | # *** EDITING, ADDING, OR DELETING ANY OF THESE FILES MAY CAUSE DATA ***
8 | # *** CORRUPTION AND LEAVE THE DATABASE IN A NON-RECOVERABLE STATE. ***
9 | # *************************************************************************
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1 |
2 | # *************************************************************************
3 | # *** DO NOT TOUCH FILES IN THIS DIRECTORY! ***
4 | # *** FILES IN THIS DIRECTORY ARE USED BY THE DERBY DATABASE RECOVERY ***
5 | # *** SYSTEM. EDITING, ADDING, OR DELETING FILES IN THIS DIRECTORY ***
6 | # *** WILL CAUSE THE DERBY RECOVERY SYSTEM TO FAIL, LEADING TO ***
7 | # *** NON-RECOVERABLE CORRUPT DATABASES. ***
8 | # *************************************************************************
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2 | # *************************************************************************
3 | # *** DO NOT TOUCH FILES IN THIS DIRECTORY! ***
4 | # *** FILES IN THIS DIRECTORY ARE USED BY THE DERBY DATABASE TO STORE ***
5 | # *** USER AND SYSTEM DATA. EDITING, ADDING, OR DELETING FILES IN THIS ***
6 | # *** DIRECTORY WILL CORRUPT THE ASSOCIATED DERBY DATABASE AND MAKE ***
7 | # *** IT NON-RECOVERABLE. ***
8 | # *************************************************************************
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/metastore_db/service.properties:
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1 | #D:\big_data\workspace\commerce_basic_1017\metastore_db
2 | # ********************************************************************
3 | # *** Please do NOT edit this file. ***
4 | # *** CHANGING THE CONTENT OF THIS FILE MAY CAUSE DATA CORRUPTION. ***
5 | # ********************************************************************
6 | #Sun Oct 18 08:40:59 CST 2020
7 | SysschemasIndex2Identifier=225
8 | SyscolumnsIdentifier=144
9 | SysconglomeratesIndex1Identifier=49
10 | SysconglomeratesIdentifier=32
11 | SyscolumnsIndex2Identifier=177
12 | SysschemasIndex1Identifier=209
13 | SysconglomeratesIndex3Identifier=81
14 | SystablesIndex2Identifier=129
15 | SyscolumnsIndex1Identifier=161
16 | derby.serviceProtocol=org.apache.derby.database.Database
17 | SysschemasIdentifier=192
18 | derby.storage.propertiesId=16
19 | SysconglomeratesIndex2Identifier=65
20 | derby.serviceLocale=zh_CN
21 | SystablesIdentifier=96
22 | SystablesIndex1Identifier=113
23 | #--- last line, don't put anything after this line ---
24 |
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/mock/pom.xml:
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1 |
2 |
5 |
6 | commerce
7 | com.atguigu
8 | 1.0-SNAPSHOT
9 |
10 | 4.0.0
11 |
12 | mock
13 |
14 |
15 |
16 |
17 | com.atguigu
18 | commons
19 | 1.0-SNAPSHOT
20 |
21 |
22 |
23 |
24 | org.apache.spark
25 | spark-core_2.11
26 |
27 |
28 | org.apache.spark
29 | spark-sql_2.11
30 |
31 |
32 | org.apache.spark
33 | spark-hive_2.11
34 |
35 |
36 | org.apache.kafka
37 | kafka-clients
38 | 0.10.2.1
39 |
40 |
41 |
42 |
43 |
44 |
45 | net.alchim31.maven
46 | scala-maven-plugin
47 |
48 |
49 |
50 |
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/pageState/src/main/scala/DataModel.scala:
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1 | /*
2 | * Copyright (c) 2018. Atguigu Inc. All Rights Reserved.
3 | */
4 |
5 | case class PageSplitConvertRate(taskid: String, convertRate: String)
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/session/src/main/scala/SessionAccumulator.scala:
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1 | import org.apache.spark.util.AccumulatorV2
2 |
3 | import scala.collection.mutable
4 |
5 | class SessionAccumulator extends AccumulatorV2[String,mutable.HashMap[String,Int]]{
6 | val countMap = new mutable.HashMap[String,Int]()
7 | override def isZero: Boolean = {
8 | countMap.isEmpty
9 | }
10 |
11 | override def copy(): AccumulatorV2[String, mutable.HashMap[String, Int]] = {
12 | val acc = new SessionAccumulator
13 | acc.countMap ++= this.countMap
14 | acc
15 | }
16 |
17 | override def reset(): Unit = {
18 | countMap.clear()
19 | }
20 |
21 | override def add(v: String): Unit = {
22 | if (!this.countMap.contains(v))
23 | this.countMap += (v->1)
24 | this.countMap.update(v,countMap(v)+1)
25 | }
26 |
27 | override def merge(other: AccumulatorV2[String, mutable.HashMap[String, Int]]): Unit = {
28 | other match {
29 | case acc : SessionAccumulator => acc.countMap.foldLeft(this.countMap){
30 | case (map,(k,v)) => map += (k -> (map.getOrElse(k,0)+v))
31 | }
32 | }
33 | }
34 |
35 | override def value: mutable.HashMap[String, Int] = {
36 | this.countMap
37 | }
38 | }
39 |
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/session/src/main/scala/SortKey.scala:
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1 | case class SortKey(clickCount:Long,orderCount:Long,payCount:Long) extends Ordered[SortKey]{
2 |
3 | //this.compare(that)
4 | //compare >0 this>that 意味着this要排在前面,因为默认是自然数排序
5 | //compare <0 this