diff --git a/dbt_project.yml b/dbt_project.yml index 7d639f7..224fce0 100644 --- a/dbt_project.yml +++ b/dbt_project.yml @@ -56,15 +56,30 @@ vars: snowplow__enable_whatwg_media: false # set to true if the HTML5 video element context schema is enabled snowplow__enable_whatwg_video: false + snowplow__enable_media_player_v1: false + snowplow__enable_media_player_v2: true + snowplow__enable_media_session: true + snowplow__enable_media_ad: false + snowplow__enable_media_ad_break: false + snowplow__enable_web_events: true + snowplow__enable_mobile_events: true + snowplow__enable_ad_quartile_event: true snowplow__app_id: [] # Variables - Warehouse Specific snowplow__media_player_event_context: 'com_snowplowanalytics_snowplow_media_player_event_1' snowplow__media_player_context: 'com_snowplowanalytics_snowplow_media_player_1' + snowplow__media_player_v2_context: 'com_snowplowanalytics_snowplow_media_player_2' + snowplow__media_session_context: 'com_snowplowanalytics_snowplow_media_session_1' + snowplow__media_ad_context: 'com_snowplowanalytics_snowplow_media_ad_1' + snowplow__media_ad_break_context: 'com_snowplowanalytics_snowplow_media_ad_break_1' + snowplow__media_ad_quartile_event: 'com_snowplowanalytics_snowplow_media_ad_quartile_event_1' snowplow__youtube_context: 'com_youtube_youtube_1' snowplow__html5_media_element_context: 'org_whatwg_media_element_1' snowplow__html5_video_element_context: 'org_whatwg_video_element_1' snowplow__context_web_page: 'com_snowplowanalytics_snowplow_web_page_1' + snowplow__context_screen: 'com_snowplowanalytics_mobile_screen_1' + snowplow__context_mobile_session: 'com_snowplowanalytics_snowplow_client_session_1' snowplow__derived_tstamp_partitioned: true snowplow__query_tag: 'snowplow_dbt' snowplow__enable_load_tstamp: true @@ -86,7 +101,15 @@ models: +materialized: view base: manifest: - +schema: 'snowplow_manifest' + +schema: "snowplow_manifest" + bigquery: + +enabled: "{{ target.type == 'bigquery' | as_bool() }}" + databricks: + +enabled: "{{ target.type in ['databricks', 'spark'] | as_bool() }}" + default: + +enabled: "{{ target.type in ['redshift', 'postgres'] | as_bool() }}" + snowflake: + +enabled: "{{ target.type == 'snowflake' | as_bool() }}" scratch: +schema: 'scratch' +tags: 'scratch' @@ -114,3 +137,12 @@ models: +schema: 'scratch' +tags: 'snowplow_media_player_incremental' +enabled: false + media_ad_views: + +schema: 'derived' + +tags: 'snowplow_media_player_incremental' + scratch: + +schema: 'scratch' + +tags: 'scratch' + media_ads: + +schema: 'derived' + +tags: 'snowplow_media_player_incremental' diff --git a/docs/markdown/snowplow_media_player_atomic_docs.md b/docs/markdown/snowplow_media_player_atomic_docs.md index 3b3b8d4..142d856 100644 --- a/docs/markdown/snowplow_media_player_atomic_docs.md +++ b/docs/markdown/snowplow_media_player_atomic_docs.md @@ -2,6 +2,14 @@ This context table contains the `page_view_id` associated with an event. {% enddocs %} +{% docs table_screen_context %} +This context table contains the screen view ID associated with a mobile event. +{% enddocs %} + +{% docs table_client_session_context %} +This context table contains user and session identifiers associated with mobile events. +{% enddocs %} + {% docs table_media_player_event %} The table specifying the media player event type (e.g. playing, seek) and the label given for the media for user friendly identification. {% enddocs %} @@ -10,6 +18,22 @@ The table specifying the media player event type (e.g. playing, seek) and the la This context table contains a set of entities that are common between media events across platforms. {% enddocs %} +{% docs table_media_session_context %} +This context table contains context entities for media player events that track sessions of media player usage (a media session is one video playback). +{% enddocs %} + +{% docs table_media_ad_context %} +This context table contains context entities with information about the currently played ad. +{% enddocs %} + +{% docs table_media_ad_break_context %} +This context table contains context entities that are added to all ad events belonging to an ad break. +{% enddocs %} + +{% docs table_media_ad_quartile_event %} +This table contains self-describing event data fired when a quartile of ad is reached after continuous ad playback at normal speed. +{% enddocs %} + {% docs table_youtube_context %} The context table with data specific to embedded YouTube videos. {% enddocs %} diff --git a/docs/markdown/snowplow_media_player_common_cols.md b/docs/markdown/snowplow_media_player_common_cols.md index 9fea89c..3f2fa31 100644 --- a/docs/markdown/snowplow_media_player_common_cols.md +++ b/docs/markdown/snowplow_media_player_common_cols.md @@ -66,7 +66,7 @@ Name of operating system e.g. `Android`. Client operating system timezone e.g. `Europe/London`. {% enddocs %} -{% docs col_duration %} +{% docs col_duration_secs %} Total length of media in seconds e.g. it's a 5:32 youtube video so the duration is 332 seconds. {% enddocs %} @@ -98,16 +98,82 @@ The `derived_tstamp` denoting the time when the event started. The `derived_tstamp` denoting the time when the last media player event belonging to the specific level of aggregation (e.g.: page_view by media) started. {% enddocs %} -{% docs col_play_time_sec %} -Estimated duration of play in seconds. It is calculated using the percent_progress events that are fired during play. In case such an event is fired, it is assumed that the total section of the media in between the previous and current percent_progress is played through, even if the user seeks to another point in time within the audio / video. The more often these events are tracked (e.g. every 5% of the media's length) the more accurate the calculation becomes. +{% docs col_play_time_secs %} +Total seconds user spent playing content (excluding linear ads). If the media session entity is tracked with media events, the information is read from there. This is an accurate measurement provided by the tracker. + +If the media session entity is not tracked, the value is estimated. It is calculated using the percent_progress events that are fired during play. In case such an event is fired, it is assumed that the total section of the media in between the previous and current percent_progress is played through, even if the user seeks to another point in time within the audio / video. The more often these events are tracked (e.g. every 5% of the media's length) the more accurate the calculation becomes. +{% enddocs %} + +{% docs col_paused_time_secs %} +Total seconds user spent with paused content (excluding linear ads). + +This information is provided by the tracker in the media session context entity. If the entity is not available, it will not be computed. +{% enddocs %} + +{% docs col_buffering_time_secs %} +Total seconds that playback was buffering. + +Calculated on the tracker and provided through the media session context entity. +{% enddocs %} + +{% docs col_ads_time_secs %} +Total seconds that ads played. + +Calculated on the tracker and provided through the media session context entity. +{% enddocs %} + +{% docs col_ads %} +Number of ads played. + +Calculated on the tracker and provided through the media session context entity. +{% enddocs %} + +{% docs col_ads_clicked %} +Number of ads that the user clicked on. + +Calculated on the tracker and provided through the media session context entity. +{% enddocs %} + +{% docs col_ads_skipped %} +Number of ads that the user skipped. + +Calculated on the tracker and provided through the media session context entity. +{% enddocs %} + +{% docs col_ad_breaks %} +Number of ad breaks played. + +Calculated on the tracker and provided through the media session context entity. +{% enddocs %} + +{% docs col_content_watched_secs %} +Total seconds of the content played. Each part of the content played is counted once (i.e., counts rewinding or rewatching the same content only once). + +Calculated on the tracker and provided through the media session context entity. +{% enddocs %} + +{% docs col_content_watched_percent %} +Percentage of the content played. + +Calculated on the tracker and provided through the media session context entity. {% enddocs %} -{% docs col_avg_play_time_min %} +{% docs col_avg_play_time_mins %} Estimated average duration of plays in minutes. + +If the media session context entity is tracked with events, the information is taken from there which makes it more accurate since it is calculated on the tracker. +{% enddocs %} + +{% docs col_avg_content_watched_mins %} +Average duration of the content played in minutes. Each part of the content played is counted once (i.e., counts rewinding or rewatching the same content only once). + +Calculated on the tracker and provided through the media session context entity. {% enddocs %} {% docs col_avg_play_time_sec %} Estimated average duration of plays in seconds. + +If the media session context entity is tracked with events, the information is taken from there which makes it more accurate since it is calculated on the tracker. {% enddocs %} {% docs col_first_play %} @@ -166,8 +232,10 @@ Time stamp for the event recorded by the collector e.g. `2013-11-26 00:02:05`. The weight given for each percent progress reached used for the calculation of the play_time_sec_estimated field. It is based on the difference of the current and preciding percent_progress rate. {% enddocs %} -{% docs col_play_time_sec_muted %} -Calculated duration of muted play in seconds. It is based on the percent_progress event and whether the user played it on mute during this event or not. +{% docs col_play_time_muted_secs %} +Total seconds user spent playing content on mute (excluding linear ads). If the media session entity is tracked with media events, the information is read from there. This is an accurate measurement provided by the tracker. + +If the media session entity is not tracked, the value is estimated. It is based on the percent_progress event and whether the user played it on mute during this event or not. {% enddocs %} {% docs col_is_played %} @@ -175,7 +243,7 @@ Pageviews with at least one play event. {% enddocs %} {% docs col_is_valid_play %} -A boolean value to show whether the duration of the play (`play_time_sec`) is bigger than or equal to the variable given in `snowplow__valid_play_sec` (defaulted to 30). +A boolean value to show whether the duration of the play (`play_time_secs`) is bigger than or equal to the variable given in `snowplow__valid_play_sec` (defaulted to 30). {% enddocs %} {% docs col_is_complete_play %} @@ -202,11 +270,11 @@ The sum of all video plays that exceed the limit set within the variable `snowpl The sum of all audio plays that exceeded the limit set within the variable `snowplow__valid_play_sec`, it is defaulted to 30 seconds. {% enddocs %} -{% docs col_play_time_min %} +{% docs col_play_time_mins %} Calculated duration of play in minutes. {% enddocs %} -{% docs col_play_time_min_muted %} +{% docs col_play_time_muted_mins %} Calculated duration of muted play in minutes. It is based on the percent_progress event and whether the user played it on mute during this event or not. {% enddocs %} @@ -238,7 +306,7 @@ The playback position of a specific media in seconds whenever a media player eve The optional, human readable name given to tracked media content. {% enddocs %} -{% docs col_avg_session_play_time_min %} +{% docs col_avg_session_play_time_mins %} Estimated average duration of plays in seconds within a session. {% enddocs %} @@ -833,3 +901,127 @@ User-set “true timestamp” for the event e.g. ‘2013-11-26 00:02:04’ {% docs col_event_in_session_index %} The index of the event in the corresponding session. {% enddocs %} + +{% docs col_media_ad_id %} +Generated identifier that identifies an ad (identified using the ad_id) played with a specific media (identified using the media_id) and on a specific platform (based on the platform property). +{% enddocs %} + +{% docs col_ad_id %} +Unique identifier for the ad taken from the ad context entity. +{% enddocs %} + +{% docs col_name %} +Friendly name of the ad taken from the ad context entity. +{% enddocs %} + +{% docs col_creative_id %} +The ID of the ad creative taken from the ad context entity. +{% enddocs %} + +{% docs col_ad_duration_secs %} +Length of the video ad in seconds as reported in the ad context entity. +{% enddocs %} + +{% docs col_skippable %} +Indicating whether skip controls are made available to the end user (reported in the ad context entity). +{% enddocs %} + +{% docs col_avg_pod_position %} +The average position of the ad within the ad break, starting with 1 (reported in the ad context entity). +{% enddocs %} + +{% docs col_views %} +Number of total views on the ad (repeated views are counted as well). +{% enddocs %} + +{% docs col_clicks %} +Number of total clicks on the ad (repeated clicks are counted as well). +{% enddocs %} + +{% docs col_skips %} +Number of total times users skipped the ad (repeated skips are counted as well). +{% enddocs %} + +{% docs col_25_percent_reached %} +Number of times users reached 25% of the ad playback (repeated views are counted as well). +{% enddocs %} + +{% docs col_50_percent_reached %} +Number of times users reached 50% of the ad playback (repeated views are counted as well). +{% enddocs %} + +{% docs col_75_percent_reached %} +Number of times users reached 75% of the ad playback (repeated views are counted as well). +{% enddocs %} + +{% docs col_100_percent_reached %} +Number of times users watched the whole ad (repeated views are counted as well). +{% enddocs %} + +{% docs col_first_view %} +Datetime of the first ad view. +{% enddocs %} + +{% docs col_last_view %} +Datetime of the last ad view. +{% enddocs %} + +{% docs col_ad_break_id %} +An identifier for the ad break (reported in the ad_break context entity). +{% enddocs %} + +{% docs col_ad_break_name %} +Ad break name (e.g., pre-roll, mid-roll, and post-roll), reported in the ad_break context entity. +{% enddocs %} + +{% docs col_ad_break_type %} +Type of ads within the break: linear (take full control of the video for a period of time), nonlinear (run concurrently to the video), companion (accompany the video but placed outside the player). Reported in the ad_break context entity. +{% enddocs %} + +{% docs col_pod_position %} +The position of the ad within the ad break, starting with 1 (reported in the ad context entity). +{% enddocs %} + +{% docs col_clicked %} +Whether the ad was clicked during this ad view. +{% enddocs %} + +{% docs col_skipped %} +Whether the ad was skipped during this ad view. +{% enddocs %} + +{% docs col_viewed_at %} +Datetime when the ad was viewed. +{% enddocs %} + +{% docs col_last_event %} +Datetime of the last event. +{% enddocs %} + +{% docs col_views_unique %} +Number of users that viewed the ad (identified by their domain_userid). +{% enddocs %} + +{% docs col_clicked_unique %} +Number of users that clicked on the ad (identified by their domain_userid). +{% enddocs %} + +{% docs col_skipped_unique %} +Number of users that skipped the ad (identified by their domain_userid). +{% enddocs %} + +{% docs col_25_percent_reached_unique %} +Number of users that watched 25% of the ad (identified by their domain_userid). +{% enddocs %} + +{% docs col_50_percent_reached_unique %} +Number of users that watched 50% of the ad (identified by their domain_userid). +{% enddocs %} + +{% docs col_75_percent_reached_unique %} +Number of users that watched 75% of the ad (identified by their domain_userid). +{% enddocs %} + +{% docs col_100_percent_reached_unique %} +Number of users that watched 100% of the ad (identified by their domain_userid). +{% enddocs %} diff --git a/docs/markdown/snowplow_media_player_macro_docs.md b/docs/markdown/snowplow_media_player_macro_docs.md index 8d069f8..7e0cdbd 100644 --- a/docs/markdown/snowplow_media_player_macro_docs.md +++ b/docs/markdown/snowplow_media_player_macro_docs.md @@ -1,4 +1,130 @@ -{% docs macro_media_id_col %} +{% docs macro_field %} +{% raw %} +This macro is used to define a path to a column either as a string or using a dictionary definition. + +On BigQuery, the `snowplow_utils.get_optional_fields` macro is used. + +#### Returns + +The query path for the field. + +#### Usage + +```sql +select + ..., + {{ field('a.contexts_com_youtube_youtube_1[0]:playerId') }}, + {{ field({ 'field': 'playerId', 'col_prefix': 'a.contexts_com_youtube_youtube_1' }) }}, + from {{ var('snowplow__events') }} as a +``` + +{% endraw %} +{% enddocs %} + +{% docs macro_media_ad_break_field %} +{% raw %} +This macro retrieves a property from the media ad break context entity. + +#### Returns + +The query path for the field. + +#### Usage + +```sql +select + ..., + {{ media_ad_break_field('mb.name') }}, + {{ media_ad_break_field({ 'field': 'name' }) }}, + from {{ var('snowplow__events') }} as a +``` + +{% endraw %} +{% enddocs %} + +{% docs macro_media_ad_field %} +{% raw %} +This macro retrieves a property from the media ad context entity. + +#### Returns + +The query path for the field. + +#### Usage + +```sql +select + ..., + {{ media_ad_field('ma.name') }}, + {{ media_ad_field({ 'field': 'name' }) }}, + from {{ var('snowplow__events') }} as a +``` + +{% endraw %} +{% enddocs %} + +{% docs macro_media_ad_quartile_event_field %} +{% raw %} +This macro retrieves a property from the media ad quartile self-describing event. + +#### Returns + +The query path for the field. + +#### Usage + +```sql +select + ..., + {{ media_ad_quartile_event_field('mq.percent_progress') }}, + {{ media_ad_quartile_event_field({ 'field': 'percent_progress' }) }}, + from {{ var('snowplow__events') }} as a +``` + +{% endraw %} +{% enddocs %} + +{% docs macro_media_event_type_field %} +{% raw %} +Retries the event type either from the media player event in case of v1 media schemas or the event name in case of v2 media schemas. + +#### Returns + +The query path for the field. + +#### Usage + +```sql +select + ..., + {{ media_event_type_field(media_player_event_type='mpe.type', event_name='ev.event_name') }}, + from {{ var('snowplow__events') }} as a +``` + +{% endraw %} +{% enddocs %} + +{% docs macro_media_player_field %} +{% raw %} +This macro retrieves a property from either the v2 or v1 media player context entity. + +#### Returns + +The query path for the field. + +#### Usage + +```sql +select + ..., + round({{ media_player_field(v1='mp.duration', v2='mp2.duration') }}) as duration_secs, + from {{ var('snowplow__events') }} as a +``` + +{% endraw %} +{% enddocs %} + +{% docs macro_media_id_field %} {% raw %} This macro produces the value media_id column in the snowplow_media_player_base_events_this_run table based on the values of the youtube_player_id and media_player_id columns. @@ -11,7 +137,7 @@ The query for the media_id column. ```sql select ..., - {{ media_id_col( + {{ media_id_field( youtube_player_id='a.contexts_com_youtube_youtube_1[0]:playerId', media_player_id='a.contexts_org_whatwg_media_element_1[0]:htmlId::varchar' ) }} @@ -21,7 +147,7 @@ select {% endraw %} {% enddocs %} -{% docs macro_media_player_type_col %} +{% docs macro_media_player_type_field %} {% raw %} This macro produces the value media_player_type column in the snowplow_media_player_base_events_this_run table based on the values of the youtube_player_id and media_player_id columns. @@ -34,7 +160,7 @@ The query for the media_player_type column. ```sql select ..., - {{ media_player_type_col( + {{ media_player_type_field( youtube_player_id='a.contexts_com_youtube_youtube_1[0]:playerId', media_player_id='a.contexts_org_whatwg_media_element_1[0]:htmlId::varchar' ) }} @@ -44,7 +170,28 @@ select {% endraw %} {% enddocs %} -{% docs macro_media_type_col %} +{% docs macro_media_session_field %} +{% raw %} +This macro retrieves a property from the media session context entity. + +#### Returns + +The query path for the field. + +#### Usage + +```sql +select + ..., + {{ media_session_field('ms.time_played') }}, + {{ media_session_field({ 'field': 'time_played' }) }}, + from {{ var('snowplow__events') }} as a +``` + +{% endraw %} +{% enddocs %} + +{% docs macro_media_type_field %} {% raw %} This macro produces the value media_type column in the snowplow_media_player_base_events_this_run table based on the column for media_type in the media context or returns video for youtube. @@ -57,7 +204,7 @@ The query for the media_type column. ```sql select ..., - {{ media_type_col( + {{ media_type_field( media_media_type='a.contexts_org_whatwg_media_element_1[0]:mediaType::varchar' ) }} from {{ var('snowplow__events') }} as a @@ -66,7 +213,35 @@ select {% endraw %} {% enddocs %} -{% docs macro_playback_quality_col %} +{% docs macro_percent_progress_field %} +{% raw %} +This macro produces the value for the percentage progress in case of percent progress events. +For v1 media schemas, the value is taken from the media player context entity. +For v2 media schemas, it is calculated based on the current time, duration and defined percentage boundaries. + +#### Returns + +The query for the percent_progress field. + +#### Usage + +```sql +select + ..., + {{ percent_progress_field( + v1_percent_progress='mp.percent_progress', + v1_event_type='mpe.type', + event_name='ev.event_name', + v2_current_time='mp2.current_time', + v2_duration='mp2.duration' + ) }} + from {{ var('snowplow__events') }} as a +``` + +{% endraw %} +{% enddocs %} + +{% docs macro_playback_quality_field %} {% raw %} This macro produces the value for the playback_quality column in the snowplow_media_player_base_events_this_run table based on the values of the quality in youtube context or video_width and video_height columns in media context. @@ -79,7 +254,7 @@ The query for the playback_quality column. ```sql select ..., - {{ playback_quality_col( + {{ playback_quality_field( youtube_quality='a.contexts_com_youtube_youtube_1[0]:playbackQuality::varchar', video_width='a.contexts_org_whatwg_video_element_1[0]:videoWidth::varchar', video_height='a.contexts_org_whatwg_video_element_1[0]:videoHeight::varchar' @@ -90,7 +265,7 @@ select {% endraw %} {% enddocs %} -{% docs macro_source_url_col %} +{% docs macro_source_url_field %} {% raw %} This macro produces the value source_url column in the snowplow_media_player_base_events_this_run table based on the columns for the url in YouTube context and current_src in media context. @@ -103,7 +278,7 @@ The query for the source_url column. ```sql select ..., - {{ source_url_col( + {{ source_url_field( youtube_url='a.contexts_com_youtube_youtube_1[0]:url::varchar', media_current_src='a.contexts_org_whatwg_media_element_1[0]:currentSrc::varchar' ) }} @@ -112,3 +287,26 @@ select {% endraw %} {% enddocs %} + +{% docs macro_web_or_mobile_field %} +{% raw %} +This macro retrieves a property from the given fields based on whether web or mobile or both events are enabled. + +#### Returns + +The query path for the field. + +#### Usage + +```sql +select + ..., + {{ web_or_mobile_field( + web='a.contexts_com_snowplowanalytics_snowplow_web_page_1_0_0[safe_offset(0)].id', + mobile={'field': 'id', 'col_prefix': 'contexts_com_snowplowanalytics_mobile_screen_1_' } + ) }} as page_view_id, + from {{ var('snowplow__events') }} as a +``` + +{% endraw %} +{% enddocs %} diff --git a/docs/markdown/snowplow_media_player_model_docs.md b/docs/markdown/snowplow_media_player_model_docs.md index e6c748c..4ddfd66 100644 --- a/docs/markdown/snowplow_media_player_model_docs.md +++ b/docs/markdown/snowplow_media_player_model_docs.md @@ -29,3 +29,13 @@ This derived table aggregates the pageview level interactions to show overall me {% docs table_pivot_base %} This helper table serves as a base to calculate percent_progress based fields as well as the play_time metrics (by calculating the weight attributed to a percent progress being reached). {% enddocs %} + +{% docs table_media_ad_views_this_run %} + +This derived table aggregates information about ad views. Each ad view (a user viewing a single ad within a media playback) is represented using one row. The ad views aggregate information about the percentage progress of the ad viewed, whether it was skipped, clicked or completed. They also contain meta information about the played ads. + +{% enddocs %} + +{% docs table_media_ads %} +This derived table aggregates information about ads. Each row represents one ad played within a certain media on a certain platform. Stats about the number of ad clicks, progress reached and more are calculated as total values but also as counts of unique users (identified using `domain_userid`). +{% enddocs %} diff --git a/integration_tests/.scripts/integration_test.sh b/integration_tests/.scripts/integration_test.sh index 53ceae8..343256c 100755 --- a/integration_tests/.scripts/integration_test.sh +++ b/integration_tests/.scripts/integration_test.sh @@ -27,17 +27,24 @@ for db in ${DATABASES[@]}; do eval "dbt seed --target $db --full-refresh" || exit 1; - echo "Snowplow media player integration tests: Execute models - run 1/3" + echo "Snowplow media player integration tests: Execute models - run 1/6" eval "dbt run --target $db --full-refresh --vars '{snowplow__allow_refresh: true}'" || exit 1; for i in {2..3} do - echo "Snowplow media player integration tests: Execute models - run $i/3" + echo "Snowplow media player integration tests: Execute models - run $i/6" eval "dbt run --target $db" || exit 1; done + for i in {1..3} + do + echo "Snowplow media player integration tests: Execute models - run $i/6" + + eval "dbt run --target $db --vars '{snowplow__backfill_limit_days: 300}'" || exit 1; + done + echo "Snowplow media player integration tests: Test models" eval "dbt test --target $db" || exit 1; diff --git a/integration_tests/data/expected/snowplow_media_player_base_expected.csv b/integration_tests/data/expected/snowplow_media_player_base_expected.csv index 702df57..f164336 100644 --- a/integration_tests/data/expected/snowplow_media_player_base_expected.csv +++ b/integration_tests/data/expected/snowplow_media_player_base_expected.csv @@ -1,45 +1,95 @@ -"play_id","page_view_id","media_id","media_label","domain_sessionid","domain_userid","duration","media_type","media_player_type","page_referrer","page_url","source_url","geo_region_name","br_name","dvce_type","os_name","os_timezone","start_tstamp","end_tstamp","play_time_sec","play_time_sec_muted","is_played","is_valid_play","is_complete_play","avg_playback_rate","retention_rate","seeks","percent_progress_reached" -c888479691e94726ab00e15ccd56cb06,"16b7a187-0437-4573-8fbb-e6d9cf1ac171",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,"95d26b13-ba95-4b59-b56c-bc614e8fcf3b",bb244c56-b9c3-4cb6-a50f-73182ceab3c1,1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Achaea,Firefox 9,Computer,Ubuntu,Europe/Athens,2022-01-19 07:14:26.166,2022-01-19 07:14:59.459,0,0,true,false,false,1.0,0.0,0, -"22204035b0f3dc48664d0e5a125221ec","2fa2be59-2a56-47c4-9aa9-7cbc2a25dabe",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,f0c16d9c-85f1-4363-bce6-3b9097fdb19c,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-19 12:02:03.251,2022-01-19 12:02:16.051,0,0,true,false,false,1.0,0.0,0, -fb372d0ecec5c93f34932c76867a1f49,de1bb2e7-60f2-447d-9101-3cc1441cbae8,yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,f0c16d9c-85f1-4363-bce6-3b9097fdb19c,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,https://tagassistant.google.com/,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/?gtm_debug=1642588584606,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Hesse,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-19 10:44:53.575,2022-01-19 10:44:55.098,0,0,true,false,false,1.0,0.0,0, -"824bed12987d907b151c9421dff01413","2e929bca-5f31-451f-81d8-6012fa2f245d",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,f0c16d9c-85f1-4363-bce6-3b9097fdb19c,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,https://tagassistant.google.com/,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/?gtm_debug=1642588584606,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Hesse,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-19 10:48:16.915,2022-01-19 10:48:18.888,0,0,true,false,false,1.0,0.0,0, -"6a0be93418fd037637d008788b723c7a","733239f7-66b2-413f-bf8e-f722293e471b",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,f0c16d9c-85f1-4363-bce6-3b9097fdb19c,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,https://tagassistant.google.com/,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/?gtm_debug=1642590441655,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-19 11:38:31.937,2022-01-19 11:54:15.905,944,944,true,true,false,1.0,0.0,2,"10,25,50" -c6b4a571b9ae4d3e5c6a352843b0b250,"2da9e4d5-fa22-40d5-a391-98f7f15401ca",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,f0c16d9c-85f1-4363-bce6-3b9097fdb19c,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,https://tagassistant.google.com/,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/?gtm_debug=1642590441655,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-19 11:36:02.161,2022-01-19 11:36:02.612,0,0,true,false,false,1.0,0.0,0, -"72983162ffff2f2695eb0c0315745a54","32f66f1b-788f-471a-8dc2-132e9f845882",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,f0c16d9c-85f1-4363-bce6-3b9097fdb19c,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,https://tagassistant.google.com/,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/?gtm_debug=1642590441655,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-19 12:00:21.207,2022-01-19 12:00:22.964,0,0,true,false,false,1.0,0.0,0, -"9044a9e788dd0c51c2368336b54c4e42",c1e2db3e-67ac-43c8-968f-8d4d7e856ce7,yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,f0c16d9c-85f1-4363-bce6-3b9097fdb19c,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,https://tagassistant.google.com/,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/?gtm_debug=1642590441655,https://www.youtube.com/watch?t=7&v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-19 12:00:35.598,2022-01-19 12:00:39.655,0,0,true,false,false,1.0,0.0,1, -"5f24e48359cb16b6ebc2357dc3fb365a",e02599e2-2608-4baa-8c8c-7434ce6ff44b,yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,f7b590d3-8822-437f-a17d-463e95d34724,"626641ff-a212-4a20-a034-96c1cd9e8b63",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Hampshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-19 11:09:41.818,2022-01-19 11:10:00.306,0,0,true,false,false,1.0,0.0,0, -"12eabc8ed8961da408fc4aa32fd866e9","8e8967da-859e-4396-9323-2f704ee44955",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,f7b590d3-8822-437f-a17d-463e95d34724,"626641ff-a212-4a20-a034-96c1cd9e8b63",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Hampshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-19 12:02:47.984,2022-01-19 12:02:53.414,0,0,true,false,false,1.0,0.0,0, -"8a8c4b23532f1a882b749b190198dd46",bb897ed9-bf72-4c56-824d-07f0707d6a71,yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,f7b590d3-8822-437f-a17d-463e95d34724,"626641ff-a212-4a20-a034-96c1cd9e8b63",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Hampshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-19 11:17:16.217,2022-01-19 11:17:46.105,0,0,true,false,false,1.0,0.0,0, -bcbde43bf9a9b2d4b1c191f69c2da979,"35a9f071-3431-4505-bebd-2825ee1c6ad6",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,"6854a966-f9de-485f-a185-b76299d8d24d","071916a0-07dd-49ca-8f61-1761da6911de",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Suffolk,Safari,Computer,Mac OS X,Europe/London,2022-01-20 19:00:27.183,2022-01-20 19:06:40.952,472,0,true,true,false,2.0,0.0,19,"100" -"6a683a65c742af692edb28030d10e4f9","6affcf25-3d83-4d1c-8e6b-85c9b9a1c132",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,"6854a966-f9de-485f-a185-b76299d8d24d","071916a0-07dd-49ca-8f61-1761da6911de",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Suffolk,Safari,Computer,Mac OS X,Europe/London,2022-01-20 19:07:19.690,2022-01-20 19:07:21.682,0,0,true,false,false,1.0,0.0,0, -fd356a6ffc7480234fe082277dd98673,"1a5bebe2-b26a-439f-b826-02257d351292",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,"6854a966-f9de-485f-a185-b76299d8d24d","071916a0-07dd-49ca-8f61-1761da6911de",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Suffolk,Safari,Computer,Mac OS X,Europe/London,2022-01-20 19:07:00.042,2022-01-20 19:07:04.350,0,0,true,false,false,1.0,0.0,0, -a561ca4fed5f51fc4c0310e3ee2f8620,"1a2238b8-0abe-4b5e-9d8a-dc8fc1b2a7d6",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,"43802bb7-0be0-4b0a-9d16-7888595767f7",ad040822-bba2-4f8e-b244-60cef342a5cc,1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Suffolk,Chrome 9,Computer,Mac OS X,Europe/London,2022-01-20 19:03:16.135,2022-01-20 19:03:59.245,0,0,true,false,false,1.0,0.0,0, -d4a2336e08a5bbd2354fc452ce25c4fe,db2a44c1-6af4-4be5-bc80-7ff76d72b622,yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,"43802bb7-0be0-4b0a-9d16-7888595767f7",ad040822-bba2-4f8e-b244-60cef342a5cc,1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Suffolk,Chrome 9,Computer,Mac OS X,Europe/London,2022-01-20 19:03:00.077,2022-01-20 19:03:00.566,0,0,true,false,false,1.0,0.0,0, -"0f79e5c4e2edae886a28231c263ac104","9da42b88-c8bf-4c5d-8d1b-985af97f2e10",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,bb4833a8-a57f-4016-a1b0-84a32fed3275,"9608bf79-358f-489c-b0ca-10da010ba60a",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Bratislava,Chrome 9,Computer,Mac OS X,Europe/Bratislava,2022-01-20 17:03:14.375,2022-01-20 17:03:35.910,0,0,true,false,false,1.0,0.0,1, -"641e82ad018cf85f9640ec9520f2e22a","8b6256d5-d842-43db-8009-b9f5cf2f92c8",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,bb4833a8-a57f-4016-a1b0-84a32fed3275,"9608bf79-358f-489c-b0ca-10da010ba60a",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Bratislava,Chrome 9,Computer,Mac OS X,Europe/Bratislava,2022-01-20 17:03:42.763,2022-01-20 17:03:45.324,0,0,false,false,false,1.0,0.0,1, -c8652317eb02e97049725fa180207ee4,ee89aa81-19f9-4929-a48e-6d881381a161,yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,db776238-8d87-4e35-acad-697f776be226,"2e5cddb8-8719-4d2b-ad8c-9064df2be4bc",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Chrome 9,Computer,Mac OS X,Europe/London,2022-01-20 16:38:11.108,2022-01-20 16:38:11.108,0,0,false,false,false,1.0,0.0,0, -ecae6e4566588366091a94289c0d6907,"734809af-fad3-4c84-a5e0-647a1285655a",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,"0aed06d5-ca62-4052-8edd-ef23a99c7cbf","8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,https://snowplowanalytics.com/wp-admin/post.php?post=680896&action=edit,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-20 15:50:04.539,2022-01-20 15:50:06.226,0,0,true,false,false,1.0,0.0,0, -b1c728b8d0dcd8c1269c4400ac64c8b0,"42b39f17-3ca4-4159-b659-bc55e5cef9c4",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,"0aed06d5-ca62-4052-8edd-ef23a99c7cbf","8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,https://snowplowanalytics.com/wp-admin/post.php?post=680896&action=edit,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-20 15:49:54.695,2022-01-20 15:49:58.733,0,0,true,false,false,1.0,0.0,0, -fee5717790d8a3610ef806baa8870001,"7788ffe1-1b34-418c-a123-e86b1130d0ae",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,"3cfb9a5c-35b1-40a9-99ab-51313fb17323","09971e7e-a9d3-4c8e-9985-d0e031881aff",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Achaea,Firefox 9,Computer,Ubuntu,Europe/Athens,2022-01-20 19:13:21.293,2022-01-20 19:13:21.474,0,0,true,false,false,1.0,0.0,0, -"53e1646aa60551ad49ffa8707385729f",d50ad9de-1c4c-45ca-9368-230e5608b766,yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,b61e392b-9453-4718-a6a1-dbf7ccb362f3,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-20 16:26:20.343,2022-01-20 16:26:21.193,0,0,true,false,false,1.0,0.0,0, -"356119b620a6f494eb0d34ce5eaa32b1","650605c8-94b0-4d55-8b7b-90e135832dc4",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,b61e392b-9453-4718-a6a1-dbf7ccb362f3,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,https://tagassistant.google.com/,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/?gtm_debug=1642695802747,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-20 16:23:30.190,2022-01-20 16:23:30.730,0,0,true,false,false,1.0,0.0,0, -"4a6de591784e2a4061ef1618aaf94144","8bc7951b-d444-4179-a69f-45ef6d9e81ba",yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,b61e392b-9453-4718-a6a1-dbf7ccb362f3,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,https://tagassistant.google.com/,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/?gtm_debug=1642696414127,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-20 16:33:41.699,2022-01-20 16:33:43.901,0,0,true,false,false,1.0,0.0,0, -"9dbc7f2e5520e307add7886192f05add",d1aa9d5c-f8fd-42a7-9d64-9c7a3e734a5a,yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,b61e392b-9453-4718-a6a1-dbf7ccb362f3,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,https://tagassistant.google.com/,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/?gtm_debug=1642695802747,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-20 16:23:42.746,2022-01-20 16:23:51.762,0,0,true,false,false,1.0,0.0,1, -"901c7e584ee654f97b395bc418a5f5e9",acb69ffc-3d79-4870-a543-dc7952599720,yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,b61e392b-9453-4718-a6a1-dbf7ccb362f3,"8386d9a2-fb0c-4567-b20a-a6c73c0d6e1c",1887.0,video,com.youtube-youtube,,https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/,https://www.youtube.com/watch?v=H6Q-dtQ7xdM,Staffordshire,Firefox 9,Computer,Mac OS X,Europe/London,2022-01-20 16:25:49.826,2022-01-20 16:25:57.920,0,0,true,false,false,1.0,0.0,0, 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15:49:58.733",1,0,0,,,,0,,,,,TRUE,FALSE,FALSE,0,,, +"bcbde43bf9a9b2d4b1c191f69c2da979","35a9f071-3431-4505-bebd-2825ee1c6ad6","yt-dbt-coalesce-2021","dbt Coalesce 2021 - Data modeling at Scale","6854a966-f9de-485f-a185-b76299d8d24d","071916a0-07dd-49ca-8f61-1761da6911de",,,"https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/","https://www.youtube.com/watch?v=H6Q-dtQ7xdM","Suffolk","Safari","Computer","Mac OS X","Europe/London","web",1887,"video","com.youtube-youtube","2022-01-20 19:00:27.183","2022-01-20 19:06:40.952",2,472,0,,,,19,,,,,TRUE,TRUE,FALSE,0,"100",, +"be5d9b5dde64bf19092565d364809835","0b31039f-7f2e-44e4-a940-88ba590f9a64","yt-dbt-coalesce-2021","dbt Coalesce 2021 - Data modeling at Scale","d71208ae-d0c5-449a-a036-870ebbbfa67c","626641ff-a212-4a20-a034-96c1cd9e8b63",,,"https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/","https://www.youtube.com/watch?v=H6Q-dtQ7xdM","Hampshire","Firefox 9","Computer","Mac OS X","Europe/London","web",1887,"video","com.youtube-youtube","2022-01-20 17:57:07.299","2022-01-20 17:57:15.865",1,0,0,,,,1,,,,,TRUE,FALSE,FALSE,0,,, +"c8652317eb02e97049725fa180207ee4","ee89aa81-19f9-4929-a48e-6d881381a161","yt-dbt-coalesce-2021","dbt Coalesce 2021 - Data modeling at Scale","db776238-8d87-4e35-acad-697f776be226","2e5cddb8-8719-4d2b-ad8c-9064df2be4bc",,,"https://snowplowanalytics.com/dbt-coalesce-2021-modeling-event-data-at-scale/","https://www.youtube.com/watch?v=H6Q-dtQ7xdM","Staffordshire","Chrome 9","Computer","Mac OS X","Europe/London","web",1887,"video","com.youtube-youtube","2022-01-20 16:38:11.108","2022-01-20 16:38:11.108",1,0,0,,,,0,,,,,FALSE,FALSE,FALSE,0,,, +"d4a2336e08a5bbd2354fc452ce25c4fe","db2a44c1-6af4-4be5-bc80-7ff76d72b622","yt-dbt-coalesce-2021","dbt Coalesce 2021 - Data modeling at 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fun","d2041843a2a67b321eb3a8474870e4155f1842317026a22f952344e0d3cdb729","7b4f3eaa25b119951a3568785d84af5752639c22ff3b2d1c729dc579d7436dad",,,"https://snowplow-media.tomlein.org/",,"Bratislava",,,,,"web",60,"video","html5","2022-10-08 14:49:27.191","2022-10-08 14:49:57.19",1,0,0,30,,,0,,,,,FALSE,FALSE,FALSE,0,,, +"9eaa0dfd-e97c-d84c-093a-4df583222cfc","ff2d9b7a-a594-438e-81f5-44d323de6a51","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","f408b333-9938-76af-9e34-d34b6c972cef","403f1cce-bd79-1276-40c3-48c3d3ad3948",,,,,"Bratislava",,,,,"mob",60,"video","html5","2022-10-08 13:47:36.92","2022-10-08 13:49:01.762",1,60.101,0,10.03,,14.99,0,4,,1,2,TRUE,TRUE,TRUE,1,"10,25,50,75,100",61,1 +"b3335d70-debd-8836-2758-8ce7e65eacbd","14d99446-f206-436c-b42f-dab01220e30e","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","6a0af458-7e2f-a9ee-9d9a-590a413f2747","be229603-6223-924c-fdbc-d44f8d5aa5d2",,,,,"Bratislava",,,,,"mob",60,"video","html5","2022-10-08 13:35:57.039","2022-10-08 13:36:31.024",1,27.004,0,0.01,,6.999,0,2,,,1,TRUE,FALSE,FALSE,0.25,"10,25",27,0.45 +"cd56dad9-2850-03c1-7247-dbdaa61fc50f","2295cbcd-a6aa-40d3-b826-1a0afa892421","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","5c5a24bc955aa0c0980351181520d671a3ff2d220f212255b425c0a3ef3a2a2b","6a37bb1f2e7cb4842cf4e1def83663038468775e9cd029ca44e9b9e72a5da16a",,,"https://snowplow-media.tomlein.org/",,"Haringey",,,,,"web",60,"video","html5","2022-10-08 11:09:03.425","2022-10-08 11:19:30.099",1.419,131.19,5.126,3610.979,0.534,24.217,32,14,2,10,7,TRUE,TRUE,TRUE,1,"10,25,50,75,100",60,1 +"df668de4-9188-9408-1e62-67c1209745c8","2295cbcd-a6aa-40d3-b826-1a0afa892421","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","2782ceac-a287-f9d7-d9a7-82688894976d","71f59f48-2c65-9ddb-6f16-6781a07458f0",,,,,"Haringey",,,,,"mob",60,"video","html5","2022-10-08 11:09:03.425","2022-10-08 11:19:30.099",1.419,131.19,5.126,3610.979,0.534,24.217,32,14,2,10,7,TRUE,TRUE,TRUE,1,"10,25,50,75,100",60,1 +"0245c11e-0b01-b729-0d8a-c04f5009df68","33959996-aea5-476d-9e45-143c876afe80","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","bfd526997033ff11d7b86db3d4f8d71fba1c157e90ffdff8f27aa591c473ef71","0ee07d1da567b602afa384264c6e6bc6a7a7456fa5992ee5f0a3a0c22d0eec21",,,"https://snowplow-media.tomlein.org/",,"Bratislava",,,,,"web",60,"video","html5","2023-08-04 11:12:41.745","2023-08-04 11:13:31.432",1,34.826,0,0.235,5.712,14.622,0,4,1,1,2,TRUE,TRUE,FALSE,0.5,"10,25,50",35,0.5833333333333334 +"033ec313-2631-10ab-a8b7-64cce82b8d8c","d7d40c22-db89-4be1-97c6-a9b901705943","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","6fb6c1c8-482b-63fd-e531-e5f7bd9f7798","c3addedc-f929-a7ba-5350-a4be7add6d1a",,,,,"South Holland",,,,,"mob",60,"video","html5","2023-08-04 13:11:47.782","2023-08-04 13:12:01.014",1,6.178,0,0.009,,6.997,0,2,,,1,TRUE,FALSE,FALSE,0.1,"10",7,0.11666666666666667 +"11e619f7-b2ef-73ff-6bca-e8baa3628711","eabbfa3f-d060-4113-bda0-1ca649575ddb","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","bfd526997033ff11d7b86db3d4f8d71fba1c157e90ffdff8f27aa591c473ef71","0ee07d1da567b602afa384264c6e6bc6a7a7456fa5992ee5f0a3a0c22d0eec21",,,"https://snowplow-media.tomlein.org/",,"Bratislava",,,,,"web",60,"video","html5","2023-08-04 11:14:16.633","2023-08-04 11:14:16.633",1,0,0,,,,0,,,,,FALSE,FALSE,FALSE,0,,, +"1c5288ad-6ba9-1a32-dc8c-193a6e138d24","d64af8c9-85b2-49a6-83ed-161a250bc453","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","1dc3dc79-daa4-c01d-463e-caab0f99b0d3","c3addedc-f929-a7ba-5350-a4be7add6d1a",,,,,"South Holland",,,,,"mob",60,"video","html5","2023-08-04 13:47:32.066","2023-08-04 13:47:44.23",1,6.159,0,0.008,,6,0,2,,,1,TRUE,FALSE,FALSE,0.1,"10",7,0.11666666666666667 +"1c96c6bc-6a5b-64d8-9d3e-40bf5cd294f1","bb2cadc4-030b-4398-b4ce-ff5b74898cec","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","06c0081a-7738-48ac-25b3-d74326ec914b","67848371-2648-9a25-2b5f-51df73a59ae6",,,,,"Hesse",,,,,"mob",60,"video","html5","2023-08-04 13:10:50.806","2023-08-04 13:11:04.808",1,6.076,0,0.007,,7.994,0,2,,,1,TRUE,FALSE,FALSE,0.1,"10",7,0.11666666666666667 +"1ffa7bc3-36f9-cf14-f0ae-18a3327ec71a","3c9ea90c-672c-4776-846c-210ab2c42c67","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","fd1ce8f977af9c4490bbe06f66ad5ffc803c6402c3d42bf155ec7a766dd91e59","af1d8850131e99fc4825e19aac5666ac2a3d11a03a15b537c88a46020cac80f3",,,"https://snowplow-media.tomlein.org/",,"Ealing",,,,,"web",60,"video","html5","2023-08-04 12:08:15.209","2023-08-04 12:25:50.176",1,96.343,6.774,4609.346,3.196,41.288,0,14,,5,7,TRUE,TRUE,TRUE,1,"10,25,50,75,100",60,1 +"235b8689-07d0-ce54-9a13-99ab26468e23","6bc7376c-564a-4a5c-9801-16dd4ae25b00","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","7bb8daa5478d9a403949e4beeed4ac4fdf71b7d17273ecf6acdaa9fe6c32d825","af1d8850131e99fc4825e19aac5666ac2a3d11a03a15b537c88a46020cac80f3",,,"https://snowplow-media.tomlein.org/",,"Ealing",,,,,"web",60,"video","html5","2023-08-04 13:32:13.621","2023-08-04 13:32:43.62",1,0,0,30.001,,,0,,,,,FALSE,FALSE,FALSE,0,,, +"2725f463-c40a-0b6b-4ef6-93d68ac343a2","3eec4e2b-3d35-47fd-bb18-8b6d4a80c758","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","cd83aded-a4e2-bff1-379d-cef6d4150de4","01ea28ba-70f2-3df5-4849-2fcac74d62fb",,,,,"Hesse",,,,,"mob",60,"video","html5","2023-08-04 11:47:49.845","2023-08-04 11:48:00.496",1,6.336,0,0.011,,4.302,0,2,,1,1,TRUE,FALSE,FALSE,0.1,"10",7,0.11666666666666667 +"2eeab471-1e67-359a-1914-ac14d9cb831f","6bf183ac-b28c-4530-b241-4f09a4710b6d","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","8ea59e07392ea2fad68f4dd91b16ae245c5bbef2407fb2401698cf5f1a72fd79","8090e57e304f1fa38e9237eed05f6dacd7bc46373965b847e79f09efeb81c4d1",,,"https://snowplow-media.tomlein.org/",,"Hesse",,,,,"web",60,"video","html5","2023-08-04 11:17:15.293","2023-08-04 11:21:28.4",1,136.08,73.695,88.195,1.1,28.811,55,10,2,5,5,TRUE,TRUE,TRUE,0.5,"10,25,50,75,100",60,1 +"310d1d24-aad9-cb20-8db5-4d20d7923cc1","d7d40c22-db89-4be1-97c6-a9b901705943","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","ef4f076e5e0a7de306236bea9b1d36efd72cb337d71c8344e59d8f7fc9c38a91","701d61894dc2679c8768e2452cf8f84a06be5274935931f276090b098bd799f8",,,"https://snowplow-media.tomlein.org/",,"South Holland",,,,,"web",60,"video","html5","2023-08-04 13:11:47.782","2023-08-04 13:12:01.014",1,6.178,0,0.009,,6.997,0,2,,,1,TRUE,FALSE,FALSE,0.1,"10",7,0.11666666666666667 +"3aa9657f-96ff-feb3-273c-cfeef400348f","cf6a6f98-fd33-4250-b205-6973814d30cd","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","f12a16a7-d184-34e3-357d-b185428cbf9e","c3addedc-f929-a7ba-5350-a4be7add6d1a",,,,,"South Holland",,,,,"mob",60,"video","html5","2023-08-04 12:04:00.703","2023-08-04 12:04:58.659",1.698,35.621,0,11.225,,11.371,0,4,4,2,2,TRUE,TRUE,FALSE,1,"10,25,50,75,100",60,1 +"3eedfdff-88b9-ca3a-30a7-ed580ad90aa2","3c9ea90c-672c-4776-846c-210ab2c42c67","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","4a9eab77-0a1d-5e95-7e2d-cee45545bef1","922dc78b-1a65-91c1-acad-468d93690d1c",,,,,"Ealing",,,,,"mob",60,"video","html5","2023-08-04 12:08:15.209","2023-08-04 12:25:50.176",1,96.343,6.774,4609.346,3.196,41.288,0,14,,5,7,TRUE,TRUE,TRUE,1,"10,25,50,75,100",60,1 +"411b3012-f2b4-52db-3330-109b4e31bdf4","43ab71bb-20e7-4f46-88ac-270d46e6d5be","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","c4aaaa0efa4cbb369c9f15a0d331d4762d6f24fb8066e192826fa24e8a7cc982","701d61894dc2679c8768e2452cf8f84a06be5274935931f276090b098bd799f8",,,"https://snowplow-media.tomlein.org/",,"South Holland",,,,,"web",60,"video","html5","2023-08-04 13:47:08.395","2023-08-04 13:47:20.53",1,3.671,6,0.008,,5.995,0,2,,,1,TRUE,FALSE,FALSE,0.1,"10",4,0.06666666666666667 +"50dda307-a6ce-ee70-3e0e-4d5fe9e69aca","e050a0fd-899a-4c22-8232-e82fda884c11","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","fc7fc74fd954b8c5503f7c1719faf66cf534a347681a0548b0131f300e2cf9b2","f2f1b2bf6b34fc88bc8cffa0b1b07fbe8c993b819965fef32b1b8dbf724617aa",,,"https://snowplow-media.tomlein.org/",,"Bratislava",,,,,"web",60,"video","html5","2023-08-04 11:01:12.943","2023-08-04 11:08:03.339",1,32.016,0,370.439,0.145,7.934,2,6,,5,3,TRUE,TRUE,FALSE,0.25,"10,25,75,100",60,1 +"51ee3ad1-352b-06fd-fc64-ec5f3ba3f4b3","2e6e9a94-5b9c-444d-87b7-596270ab198c","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","0978642141e44817c996e388ca23670e0f220ea87677e73c96f9aa593d2afb6d","f2f1b2bf6b34fc88bc8cffa0b1b07fbe8c993b819965fef32b1b8dbf724617aa",,,"https://snowplow-media.tomlein.org/",,"Bratislava",,,,,"web",60,"video","html5","2023-08-04 13:01:57.71","2023-08-04 13:02:50.609",1,17.494,0,26.553,,8.826,0,4,,2,2,TRUE,FALSE,FALSE,0.25,"10,25",18,0.3 +"5865e9f8-2a24-dbb7-861a-a587f78488e9","8152adab-a9c9-4cba-9a19-bf49574cbf62","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","1dc3dc79-daa4-c01d-463e-caab0f99b0d3","c3addedc-f929-a7ba-5350-a4be7add6d1a",,,,,"South Holland",,,,,"mob",60,"video","html5","2023-08-04 13:46:32.916","2023-08-04 13:46:58.977",1,15.279,7.258,0.805,,9.993,0,2,,,1,TRUE,FALSE,FALSE,0.25,"10,25",16,0.26666666666666666 +"586c3c0a-8666-03da-d521-dbbb7b749f42","8152adab-a9c9-4cba-9a19-bf49574cbf62","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","c4aaaa0efa4cbb369c9f15a0d331d4762d6f24fb8066e192826fa24e8a7cc982","701d61894dc2679c8768e2452cf8f84a06be5274935931f276090b098bd799f8",,,"https://snowplow-media.tomlein.org/",,"South Holland",,,,,"web",60,"video","html5","2023-08-04 13:46:32.916","2023-08-04 13:46:58.977",1,15.279,7.258,0.805,,9.993,0,2,,,1,TRUE,FALSE,FALSE,0.25,"10,25",16,0.26666666666666666 +"6602ac5b-2ed4-17fb-cc5d-7054038e349a","e050a0fd-899a-4c22-8232-e82fda884c11","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","dd9f21c8-0685-732e-8131-63443fe8fdc0","28bcd1f8-5dc3-5c4c-a653-7911fed198cd",,,,,"Bratislava",,,,,"mob",60,"video","html5","2023-08-04 11:01:12.943","2023-08-04 11:08:03.339",1,32.016,0,370.439,0.145,7.934,2,6,,5,3,TRUE,TRUE,FALSE,0.25,"10,25,75,100",60,1 +"6b8929bd-07af-8fbe-283b-3f2c0cd9a970","eabbfa3f-d060-4113-bda0-1ca649575ddb","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","307ad0cc-d53d-49c6-317b-642a11084e60","d0a8ee5a-a6aa-88eb-c5c1-b6542f53a136",,,,,"Bratislava",,,,,"mob",60,"video","html5","2023-08-04 11:14:16.633","2023-08-04 11:14:16.633",1,0,0,,,,0,,,,,FALSE,FALSE,FALSE,0,,, +"799d208e-72c8-4ca5-7d06-6bd8182bb6d7","22529bd0-116f-43fb-9751-d417dd37cd2a","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","7bb8daa5478d9a403949e4beeed4ac4fdf71b7d17273ecf6acdaa9fe6c32d825","af1d8850131e99fc4825e19aac5666ac2a3d11a03a15b537c88a46020cac80f3",,,"https://snowplow-media.tomlein.org/",,"Ealing",,,,,"web",60,"video","html5","2023-08-04 13:37:56.118","2023-08-04 13:38:26.125",1,0,0,30.001,,,0,,,,,FALSE,FALSE,FALSE,0,,, +"934b1be9-2302-e789-4712-effd90c13059","22529bd0-116f-43fb-9751-d417dd37cd2a","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","8ce67f1c-79c7-2940-cc6a-83b93178bb34","922dc78b-1a65-91c1-acad-468d93690d1c",,,,,"Ealing",,,,,"mob",60,"video","html5","2023-08-04 13:37:56.118","2023-08-04 13:38:26.125",1,0,0,30.001,,,0,,,,,FALSE,FALSE,FALSE,0,,, +"9fae06c1-a7ad-32e8-e1d0-e0b970e6c63d","d64af8c9-85b2-49a6-83ed-161a250bc453","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","c4aaaa0efa4cbb369c9f15a0d331d4762d6f24fb8066e192826fa24e8a7cc982","701d61894dc2679c8768e2452cf8f84a06be5274935931f276090b098bd799f8",,,"https://snowplow-media.tomlein.org/",,"South Holland",,,,,"web",60,"video","html5","2023-08-04 13:47:32.066","2023-08-04 13:47:44.23",1,6.159,0,0.008,,6,0,2,,,1,TRUE,FALSE,FALSE,0.1,"10",7,0.11666666666666667 +"a9fb39a4-52f6-cc80-08cd-c2248f4723d6","3eec4e2b-3d35-47fd-bb18-8b6d4a80c758","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","49c0a5fcbc7a8f670ea1383cfc1ea722441af059ae664f130bb22897901cb15a","60e6b2434cd17cc4d6a65644006af4bce32b1770e0ddf6872fda58daedfbb3f4",,,"https://snowplow-media.tomlein.org/",,"Hesse",,,,,"web",60,"video","html5","2023-08-04 11:47:49.845","2023-08-04 11:48:00.496",1,6.336,0,0.011,,4.302,0,2,,1,1,TRUE,FALSE,FALSE,0.1,"10",7,0.11666666666666667 +"b1619537-07f3-c7da-e444-7cef1278f31d","33959996-aea5-476d-9e45-143c876afe80","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","307ad0cc-d53d-49c6-317b-642a11084e60","d0a8ee5a-a6aa-88eb-c5c1-b6542f53a136",,,,,"Bratislava",,,,,"mob",60,"video","html5","2023-08-04 11:12:41.745","2023-08-04 11:13:31.432",1,34.826,0,0.235,5.712,14.622,0,4,1,1,2,TRUE,TRUE,FALSE,0.5,"10,25,50",35,0.5833333333333334 +"b851180c-5e56-84bd-2398-ef081d4d6ef8","7ac4fcc9-cacd-4149-8e2a-5c8c4446d8d7","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","6c268dbcc88c67cc97483df6bc2864a23fabc4c78e3460a167898d70f3855b29","031a78803adf8025ededcc2e389a91d46415f82efa30302d568abfc62a42074c",,,"https://snowplow-media.tomlein.org/",,"Cambridgeshire",,,,,"web",60,"video","html5","2023-08-04 11:11:21.138","2023-08-04 11:11:24.191",1,0.202,0,0.01,,2.838,0,2,,1,1,TRUE,FALSE,FALSE,0,,1,0.016666666666666666 +"c2a85b00-98e6-24e2-33a5-86e6a0f80ae7","6bc7376c-564a-4a5c-9801-16dd4ae25b00","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","8ce67f1c-79c7-2940-cc6a-83b93178bb34","922dc78b-1a65-91c1-acad-468d93690d1c",,,,,"Ealing",,,,,"mob",60,"video","html5","2023-08-04 13:32:13.621","2023-08-04 13:32:43.62",1,0,0,30.001,,,0,,,,,FALSE,FALSE,FALSE,0,,, +"c69d894a-d357-1e40-f522-815ebdae4c29","bb2cadc4-030b-4398-b4ce-ff5b74898cec","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","e5d6a3f579fe40ce8dbbe529e12d04891ae81a00fffb6c2baab5c60e883889c6","8090e57e304f1fa38e9237eed05f6dacd7bc46373965b847e79f09efeb81c4d1",,,"https://snowplow-media.tomlein.org/",,"Hesse",,,,,"web",60,"video","html5","2023-08-04 13:10:50.806","2023-08-04 13:11:04.808",1,6.076,0,0.007,,7.994,0,2,,,1,TRUE,FALSE,FALSE,0.1,"10",7,0.11666666666666667 +"c866f0d5-9e1e-e4bf-d969-edf96096e738","6bf183ac-b28c-4530-b241-4f09a4710b6d","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","1347eeb1-e236-55b6-c53f-a38896814043","67848371-2648-9a25-2b5f-51df73a59ae6",,,,,"Hesse",,,,,"mob",60,"video","html5","2023-08-04 11:17:15.293","2023-08-04 11:21:28.4",1,136.08,73.695,88.195,1.1,28.811,55,10,2,5,5,TRUE,TRUE,TRUE,0.5,"10,25,50,75,100",60,1 +"cf9c3371-121e-aecb-bae5-559f68180aed","43ab71bb-20e7-4f46-88ac-270d46e6d5be","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","1dc3dc79-daa4-c01d-463e-caab0f99b0d3","c3addedc-f929-a7ba-5350-a4be7add6d1a",,,,,"South Holland",,,,,"mob",60,"video","html5","2023-08-04 13:47:08.395","2023-08-04 13:47:20.53",1,3.671,6,0.008,,5.995,0,2,,,1,TRUE,FALSE,FALSE,0.1,"10",4,0.06666666666666667 +"d0a31251-4e45-e271-57d3-193e970fcc42","cf6a6f98-fd33-4250-b205-6973814d30cd","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","1ffe734f9c51bf235daeb1882d1a451af900291cce173b51d7afc2592fdb2374","701d61894dc2679c8768e2452cf8f84a06be5274935931f276090b098bd799f8",,,"https://snowplow-media.tomlein.org/",,"South Holland",,,,,"web",60,"video","html5","2023-08-04 12:04:00.703","2023-08-04 12:04:58.659",1.698,35.621,0,11.225,,11.371,0,4,4,2,2,TRUE,TRUE,FALSE,1,"10,25,50,75,100",60,1 +"d99abec9-4b2c-7816-9d7d-3e622c8a2e6b","7ac4fcc9-cacd-4149-8e2a-5c8c4446d8d7","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","2292bd31-3219-e967-a199-48b6a8f31cb0","de7eb2e4-ebae-e885-39a9-b6ac2cc66ae0",,,,,"Cambridgeshire",,,,,"mob",60,"video","html5","2023-08-04 11:11:21.138","2023-08-04 11:11:24.191",1,0.202,0,0.01,,2.838,0,2,,1,1,TRUE,FALSE,FALSE,0,,1,0.016666666666666666 +"fb793613-95a2-2754-7fa3-759ee7207b90","2e6e9a94-5b9c-444d-87b7-596270ab198c","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","7e26cb2e-a89f-2076-b151-4e7d7fba97c0","28bcd1f8-5dc3-5c4c-a653-7911fed198cd",,,,,"Bratislava",,,,,"mob",60,"video","html5","2023-08-04 13:01:57.71","2023-08-04 13:02:50.609",1,17.494,0,26.553,,8.826,0,4,,2,2,TRUE,FALSE,FALSE,0.25,"10,25",18,0.3 diff --git a/integration_tests/data/expected/snowplow_media_player_media_ad_views_expected.csv b/integration_tests/data/expected/snowplow_media_player_media_ad_views_expected.csv new file mode 100644 index 0000000..f822003 --- /dev/null +++ b/integration_tests/data/expected/snowplow_media_player_media_ad_views_expected.csv @@ -0,0 +1,357 @@ +"media_ad_id","platform","media_id","media_label","domain_userid","user_id","play_id","ad_break_id","ad_break_name","ad_break_type","ad_id","name","creative_id","duration_secs","pod_position","skippable","clicked","skipped","_25_percent_reached","_50_percent_reached","_75_percent_reached","_100_percent_reached","viewed_at","last_event" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","403f1cce-bd79-1276-40c3-48c3d3ad3948",,"446844e7-6dbd-4463-0b18-699df1a002b0","2ae78ec1-2599-c2a3-bf07-a10a81df6fba","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,"2022-10-08 14:59:45.526","2022-10-08 14:59:45.966" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","403f1cce-bd79-1276-40c3-48c3d3ad3948",,"53b105ed-dd10-3b89-3e23-2f8dc8e227b7","dc8ea95d-7db4-f05d-613b-34661dde779a","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 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fun","5b741a0c-d3a2-5e9c-c8b5-b0a3d808bc00",,"416836c5-352b-cb0b-ee46-1b2f9a87e6fd","6ea2ef73-11b4-8272-4a9b-7b0bc0dd85c6","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,"2022-10-08 11:10:10.541","2022-10-08 11:10:11.392" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","5b741a0c-d3a2-5e9c-c8b5-b0a3d808bc00",,"416836c5-352b-cb0b-ee46-1b2f9a87e6fd","a56b1865-68e9-f74b-bc0b-dc65469c9e6c","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,"2022-10-08 11:09:36.057","2022-10-08 11:09:38.808" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","5b741a0c-d3a2-5e9c-c8b5-b0a3d808bc00",,"416836c5-352b-cb0b-ee46-1b2f9a87e6fd","a7f73608-f974-311f-651e-0ba933032435","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,"2022-10-08 11:10:45.813","2022-10-08 11:10:46.33" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","71f59f48-2c65-9ddb-6f16-6781a07458f0",,"df668de4-9188-9408-1e62-67c1209745c8","11ec639d-869d-a42e-1e54-9df0b6eb0b46","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2022-10-08 11:11:27.103","2022-10-08 11:11:32.101" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","71f59f48-2c65-9ddb-6f16-6781a07458f0",,"df668de4-9188-9408-1e62-67c1209745c8","169e3190-4290-a70c-f799-a814dce7fa75","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,"2022-10-08 11:10:52.101","2022-10-08 11:10:52.396" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","71f59f48-2c65-9ddb-6f16-6781a07458f0",,"df668de4-9188-9408-1e62-67c1209745c8","54b82a14-ee56-28aa-1819-45e1a652a5c0","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,"2022-10-08 11:18:33.032","2022-10-08 11:18:33.444" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","71f59f48-2c65-9ddb-6f16-6781a07458f0",,"df668de4-9188-9408-1e62-67c1209745c8","7a62b22f-2bab-28fd-e7b8-3d0f0b19b7e4","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,"2022-10-08 12:11:46.329","2022-10-08 12:11:46.972" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","71f59f48-2c65-9ddb-6f16-6781a07458f0",,"df668de4-9188-9408-1e62-67c1209745c8","7ce3c741-8413-5ea6-5aff-4726813cc236","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,TRUE,TRUE,TRUE,TRUE,FALSE,FALSE,"2022-10-08 11:09:05.102","2022-10-08 11:09:08.593" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","71f59f48-2c65-9ddb-6f16-6781a07458f0",,"df668de4-9188-9408-1e62-67c1209745c8","cda935ae-b097-3f6c-8f8a-81ce544f4ddf","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,"2022-10-08 11:09:41.555","2022-10-08 11:09:42.558" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","71f59f48-2c65-9ddb-6f16-6781a07458f0",,"df668de4-9188-9408-1e62-67c1209745c8","f74909ac-e68e-5189-1440-e4da0b65a70c","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,"2022-10-08 11:12:15.288","2022-10-08 11:12:15.7" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","ace531b8-f00b-ef28-0656-141105f2fd0d",,"2ff678d7-3153-9be4-4182-744f2620fff3","f63f65b5-03e2-2cb9-7052-7f23c9ad7db1","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2022-10-08 13:10:06.405","2022-10-08 13:10:11.403" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","be229603-6223-924c-fdbc-d44f8d5aa5d2",,"b3335d70-debd-8836-2758-8ce7e65eacbd","65b19092-a781-47da-e87d-cc977556c37f","break","linear","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,2,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2022-10-08 13:35:59.32","2022-10-08 13:36:04.319" +"4798308e0b04b09b20d5aacda0e8bb05","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","403f1cce-bd79-1276-40c3-48c3d3ad3948",,"446844e7-6dbd-4463-0b18-699df1a002b0","2ae78ec1-2599-c2a3-bf07-a10a81df6fba","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,TRUE,TRUE,TRUE,TRUE,FALSE,"2022-10-08 14:59:43.813","2022-10-08 14:59:45.524" +"4798308e0b04b09b20d5aacda0e8bb05","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","403f1cce-bd79-1276-40c3-48c3d3ad3948",,"53b105ed-dd10-3b89-3e23-2f8dc8e227b7","dc8ea95d-7db4-f05d-613b-34661dde779a","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2022-10-08 14:59:27.829","2022-10-08 14:59:28.828" +"4798308e0b04b09b20d5aacda0e8bb05","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","403f1cce-bd79-1276-40c3-48c3d3ad3948",,"9eaa0dfd-e97c-d84c-093a-4df583222cfc","342285bb-2a8c-adef-22f6-67eeb6a63732","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,,"2022-10-08 13:47:39.369" +"4798308e0b04b09b20d5aacda0e8bb05","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","403f1cce-bd79-1276-40c3-48c3d3ad3948",,"9eaa0dfd-e97c-d84c-093a-4df583222cfc","c9ecbad8-c1ac-a4b4-a193-be5f398cdb46","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2022-10-08 13:48:13.791","2022-10-08 13:48:17.789" +"4798308e0b04b09b20d5aacda0e8bb05","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","5b741a0c-d3a2-5e9c-c8b5-b0a3d808bc00",,"416836c5-352b-cb0b-ee46-1b2f9a87e6fd","6ea2ef73-11b4-8272-4a9b-7b0bc0dd85c6","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,,"2022-10-08 11:10:10.541" +"4798308e0b04b09b20d5aacda0e8bb05","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","5b741a0c-d3a2-5e9c-c8b5-b0a3d808bc00",,"416836c5-352b-cb0b-ee46-1b2f9a87e6fd","a56b1865-68e9-f74b-bc0b-dc65469c9e6c","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2022-10-08 11:09:34.055","2022-10-08 11:09:36.056" +"4798308e0b04b09b20d5aacda0e8bb05","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","5b741a0c-d3a2-5e9c-c8b5-b0a3d808bc00",,"416836c5-352b-cb0b-ee46-1b2f9a87e6fd","a7f73608-f974-311f-651e-0ba933032435","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,TRUE,TRUE,TRUE,TRUE,TRUE,FALSE,"2022-10-08 11:10:42.062","2022-10-08 11:10:45.812" +"4798308e0b04b09b20d5aacda0e8bb05","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","71f59f48-2c65-9ddb-6f16-6781a07458f0",,"df668de4-9188-9408-1e62-67c1209745c8","11ec639d-869d-a42e-1e54-9df0b6eb0b46","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2022-10-08 11:11:23.102","2022-10-08 11:11:27.102" +"4798308e0b04b09b20d5aacda0e8bb05","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger 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fun","8090e57e304f1fa38e9237eed05f6dacd7bc46373965b847e79f09efeb81c4d1",,"2eeab471-1e67-359a-1914-ac14d9cb831f","e48cc0b8-a90f-94bb-b020-b6d8772a98a5","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,TRUE,TRUE,TRUE,TRUE,FALSE,"2023-08-04 11:18:30.338","2023-08-04 11:18:33.732" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","8090e57e304f1fa38e9237eed05f6dacd7bc46373965b847e79f09efeb81c4d1",,"c69d894a-d357-1e40-f522-815ebdae4c29","fbe5e5d9-8f5f-805a-2a7d-97e6f2a4338a","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2023-08-04 13:10:51.234","2023-08-04 13:10:54.235" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","af1d8850131e99fc4825e19aac5666ac2a3d11a03a15b537c88a46020cac80f3",,"1ffa7bc3-36f9-cf14-f0ae-18a3327ec71a","072b030b-a126-b2f4-b237-4f342be9ed44","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,,"2023-08-04 13:26:25.945" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","af1d8850131e99fc4825e19aac5666ac2a3d11a03a15b537c88a46020cac80f3",,"1ffa7bc3-36f9-cf14-f0ae-18a3327ec71a","1819932f-f5cf-474f-4f19-e7c7024640c2","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,,"2023-08-04 12:24:15.257" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","af1d8850131e99fc4825e19aac5666ac2a3d11a03a15b537c88a46020cac80f3",,"1ffa7bc3-36f9-cf14-f0ae-18a3327ec71a","1a17dcd9-7467-c0d2-7313-257607ede701","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2023-08-04 12:08:32.355","2023-08-04 12:08:35.352" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","af1d8850131e99fc4825e19aac5666ac2a3d11a03a15b537c88a46020cac80f3",,"1ffa7bc3-36f9-cf14-f0ae-18a3327ec71a","36fbb1e8-d0b8-2360-70b7-3fab144c7b6b","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2023-08-04 12:24:50.337","2023-08-04 12:24:55.357" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","af1d8850131e99fc4825e19aac5666ac2a3d11a03a15b537c88a46020cac80f3",,"1ffa7bc3-36f9-cf14-f0ae-18a3327ec71a","9d5f7a0c-f176-1291-a2da-f733a588fef6","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2023-08-04 12:25:30.453","2023-08-04 12:25:35.471" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","af1d8850131e99fc4825e19aac5666ac2a3d11a03a15b537c88a46020cac80f3",,"1ffa7bc3-36f9-cf14-f0ae-18a3327ec71a","b73dfe25-b4b8-714c-029b-37a6ad3006fa","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,,"2023-08-04 12:12:19.498" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","af1d8850131e99fc4825e19aac5666ac2a3d11a03a15b537c88a46020cac80f3",,"1ffa7bc3-36f9-cf14-f0ae-18a3327ec71a","d719cb1c-69e3-e5b2-fe68-9a8013cc949f","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2023-08-04 13:27:05.183","2023-08-04 13:27:06.18" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","f2f1b2bf6b34fc88bc8cffa0b1b07fbe8c993b819965fef32b1b8dbf724617aa",,"50dda307-a6ce-ee70-3e0e-4d5fe9e69aca","0481bb17-1360-b106-086f-a40a6a03b957","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,"2023-08-04 11:01:13.29","2023-08-04 11:01:15.4" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","f2f1b2bf6b34fc88bc8cffa0b1b07fbe8c993b819965fef32b1b8dbf724617aa",,"50dda307-a6ce-ee70-3e0e-4d5fe9e69aca","109c8661-2802-233c-dfa7-bf397446f0bb","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,"2023-08-04 11:01:46.289","2023-08-04 11:01:47.802" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","f2f1b2bf6b34fc88bc8cffa0b1b07fbe8c993b819965fef32b1b8dbf724617aa",,"50dda307-a6ce-ee70-3e0e-4d5fe9e69aca","d774adc1-b4d9-7f91-734b-f8465602efac","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2023-08-04 11:07:30.288","2023-08-04 11:07:32.287" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","f2f1b2bf6b34fc88bc8cffa0b1b07fbe8c993b819965fef32b1b8dbf724617aa",,"51ee3ad1-352b-06fd-fc64-ec5f3ba3f4b3","056ccb6d-7b46-5cb4-1788-80e32920e41f","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2023-08-04 13:01:58.495","2023-08-04 13:02:00.491" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","f2f1b2bf6b34fc88bc8cffa0b1b07fbe8c993b819965fef32b1b8dbf724617aa",,"51ee3ad1-352b-06fd-fc64-ec5f3ba3f4b3","14c5be81-90b4-554f-572a-dbf129cd84d8","break","linear","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,1,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE,TRUE,"2023-08-04 13:02:31.494","2023-08-04 13:02:35.49" diff --git a/integration_tests/data/expected/snowplow_media_player_media_ads_expected.csv b/integration_tests/data/expected/snowplow_media_player_media_ads_expected.csv new file mode 100644 index 0000000..92438bc --- /dev/null +++ b/integration_tests/data/expected/snowplow_media_player_media_ads_expected.csv @@ -0,0 +1,5 @@ +"media_ad_id","platform","media_id","media_label","ad_id","name","creative_id","duration_secs","skippable","pod_position","views","clicked","skipped","_25_percent_reached","_50_percent_reached","_75_percent_reached","_100_percent_reached","views_unique","clicked_unique","skipped_unique","_25_percent_reached_unique","_50_percent_reached_unique","_75_percent_reached_unique","_100_percent_reached_unique","first_view","last_view" +"a81d5e4d9d7a690ae0fc5290d1ec9e47","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,TRUE,1,35,3,10,35,31,29,24,11,3,6,11,10,10,10,"2022-10-08 11:09:04.093","2023-08-04 13:47:32.374" +"4798308e0b04b09b20d5aacda0e8bb05","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","a825644f-3882-8dcc-5e20-c38007bbf5b4","Ad 1","ad-1",4,TRUE,1,35,3,10,35,31,29,24,11,3,6,11,10,10,10,"2022-10-08 11:09:04.093","2023-08-04 13:47:32.374" +"0010be8c76d6c38c7848ed734fb35c2e","mob","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,TRUE,2,44,4,26,34,21,18,18,12,4,10,11,9,8,8,"2022-10-08 11:09:05.102","2023-08-04 13:47:33.383" +"4c219b7a1d4ef3402d139434b0acee3d","web","79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun","0c446fce-b41a-f88d-81b8-e73774bec5fe","Ad 2","ad-2",4,TRUE,2,44,4,26,34,21,18,18,12,4,10,11,9,8,8,"2022-10-08 11:09:05.102","2023-08-04 13:47:33.383" diff --git a/integration_tests/data/expected/snowplow_media_player_media_stats_expected.csv b/integration_tests/data/expected/snowplow_media_player_media_stats_expected.csv index e3d2428..9cea0be 100644 --- a/integration_tests/data/expected/snowplow_media_player_media_stats_expected.csv +++ b/integration_tests/data/expected/snowplow_media_player_media_stats_expected.csv @@ -1,4 +1,5 @@ -"media_id","media_label","duration","media_type","media_player_type","play_time_min","avg_play_time_min","first_play","last_play","plays","valid_plays","complete_plays","impressions","avg_playback_rate","play_rate","completion_rate_by_plays","avg_percent_played","avg_retention_rate","last_base_tstamp","_10_percent_reached","_25_percent_reached","_50_percent_reached","_75_percent_reached","_100_percent_reached" -html-dbt,dbt Coalesce 2021 - Data modeling at Scale,1887.0,video,org.whatwg-media_element,39.333333333333336,9.833333333333332,2022-01-18 11:56:27.815,2022-01-18 12:11:12.690,4,2,1,4,1.0,1.0,0.25,0.3126656067832538,0.25,2022-01-20 19:13:21.293,1,1,1,1,2 -yt-dbt-coalesce-2021,dbt Coalesce 2021 - Data modeling at Scale,1887.0,video,com.youtube-youtube,55.06666666666667,1.4882882882882882,2022-01-18 21:23:57.381,2022-01-20 19:13:21.293,37,5,0,39,1.0270270270270272,0.9487179487179487,0.0,0.04732236210773571,0.002702702702702702,2022-01-20 19:13:21.293,2,2,1,0,4 -yt-dbt-coalesce-2022,dbt Coalesce 2022 - Data modeling at Scale 2,1889.0,video,com.youtube-youtube,,,,,0,0,0,1,2.0,,,,,2022-01-20 19:17:13.125,0,0,0,0,0 +"media_id","media_label","duration_secs","media_type","media_player_type","play_time_mins","avg_play_time_mins","avg_content_watched_mins","first_play","last_play","plays","valid_plays","complete_plays","impressions","avg_playback_rate","play_rate","completion_rate_by_plays","avg_percent_played","avg_retention_rate","last_base_tstamp","_10_percent_reached","_25_percent_reached","_50_percent_reached","_75_percent_reached","_100_percent_reached" +"html-dbt","dbt Coalesce 2021 - Data modeling at Scale",1887,"video","org.whatwg-media_element",39.333333333333336,9.833333333333332,,"2022-01-18 11:56:27.815","2022-01-18 12:11:12.69",4,2,1,4,1,1,0.25,0.31266560678325384,0.25,"2022-01-20 19:17:13.125",1,1,1,1,2 +"yt-dbt-coalesce-2022","dbt Coalesce 2022 - Data modeling at Scale 2",1889,"video","com.youtube-youtube",0,,,,,0,0,0,1,,0,,,,"2022-01-20 19:17:13.125",0,0,0,0,0 +"yt-dbt-coalesce-2021","dbt Coalesce 2021 - Data modeling at Scale",1887,"video","com.youtube-youtube",55.06666666666667,1.4882882882882882,,"2022-01-18 21:23:57.381","2022-01-20 19:13:21.293",37,5,0,39,1.027027027027027,0.9487179487179487,0,0.04732236210773571,0.002702702702702703,"2022-01-20 19:17:13.125",2,2,1,0,4 +"79f2746f6bdb98f5a33f8085fc4f0eb1","For bigger fun",60,"video","html5",24.04286666666667,0.6010716666666667,0.4875,"2022-10-08 11:09:03.425","2023-08-04 13:47:32.066",40,18,10,25,1.0471000000000001,1.6,0.25,0.48750000000000004,0.355,"2023-08-04 13:47:32.066",34,24,16,14,14 diff --git a/integration_tests/data/source/com_snowplowanalytics_mobile_screen_1.csv b/integration_tests/data/source/com_snowplowanalytics_mobile_screen_1.csv new file mode 100644 index 0000000..cacbb31 --- /dev/null +++ b/integration_tests/data/source/com_snowplowanalytics_mobile_screen_1.csv @@ -0,0 +1,1004 @@ +event_id,schema_vendor,schema_name,schema_format,schema_version,root_id,root_tstamp,ref_root,ref_tree,ref_parent,name,type,id,view_controller,top_view_controller,activity,fragment +71c587d2-c7f2-8086-06d2-8f6304da5bab,com.snowplowanalytics.mobile,screen,jsonschema,1-0-0,71c587d2-c7f2-8086-06d2-8f6304da5bab,2022-10-08 11:09:00.232,events,"[""events"",""screen""]",events,MainVideo,,2295cbcd-a6aa-40d3-b826-1a0afa892421,,,, +e74314ed-8f8b-e0f2-000f-0ae324a2e01e,com.snowplowanalytics.mobile,screen,jsonschema,1-0-0,e74314ed-8f8b-e0f2-000f-0ae324a2e01e,2022-10-08 11:09:03.427,events,"[""events"",""screen""]",events,MainVideo,,2295cbcd-a6aa-40d3-b826-1a0afa892421,,,, +9391f29e-86bf-5cdc-bbc8-55e4c9b60659,com.snowplowanalytics.mobile,screen,jsonschema,1-0-0,9391f29e-86bf-5cdc-bbc8-55e4c9b60659,2022-10-08 11:09:04.092,events,"[""events"",""screen""]",events,MainVideo,,2295cbcd-a6aa-40d3-b826-1a0afa892421,,,, +b7ba238b-3135-fccb-6b8d-03369b5b7ae1,com.snowplowanalytics.mobile,screen,jsonschema,1-0-0,b7ba238b-3135-fccb-6b8d-03369b5b7ae1,2022-10-08 11:09:04.129,events,"[""events"",""screen""]",events,MainVideo,,2295cbcd-a6aa-40d3-b826-1a0afa892421,,,, +89d143d6-126d-92b4-e180-09dd59eda833,com.snowplowanalytics.mobile,screen,jsonschema,1-0-0,89d143d6-126d-92b4-e180-09dd59eda833,2022-10-08 11:09:04.129,events,"[""events"",""screen""]",events,MainVideo,,2295cbcd-a6aa-40d3-b826-1a0afa892421,,,, +de1fc7a4-f08c-c2a6-fc98-bd66bc2c3a3d,com.snowplowanalytics.mobile,screen,jsonschema,1-0-0,de1fc7a4-f08c-c2a6-fc98-bd66bc2c3a3d,2022-10-08 11:09:05.131,events,"[""events"",""screen""]",events,MainVideo,,2295cbcd-a6aa-40d3-b826-1a0afa892421,,,, +7fe7f3b5-a2c5-3c7a-1f42-a834eb3b17a8,com.snowplowanalytics.mobile,screen,jsonschema,1-0-0,7fe7f3b5-a2c5-3c7a-1f42-a834eb3b17a8,2022-10-08 11:09:05.131,events,"[""events"",""screen""]",events,MainVideo,,2295cbcd-a6aa-40d3-b826-1a0afa892421,,,, 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+edcd7899-7b47-0e0b-0ba8-8cfe8bc1a203,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,edcd7899-7b47-0e0b-0ba8-8cfe8bc1a203,2022-10-08 11:09:31.892,events,"[""events"",""media_player""]",events,19.144862,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +fa3d872b-d17f-431a-98ab-6138b4f3a69b,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,fa3d872b-d17f-431a-98ab-6138b4f3a69b,2022-10-08 11:09:31.892,events,"[""events"",""media_player""]",events,19.144862,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +67fe43e4-a9a5-4d24-9600-e6ebce4b90d5,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,67fe43e4-a9a5-4d24-9600-e6ebce4b90d5,2022-10-08 11:09:33.687,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 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11:11:21.448,events,"[""events"",""media_player""]",events,20,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +7e87ac83-f578-a6c0-a2f5-07255573804e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7e87ac83-f578-a6c0-a2f5-07255573804e,2022-10-08 11:11:21.448,events,"[""events"",""media_player""]",events,20,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +199990e0-cdef-4c57-9cc5-94d373403949,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,199990e0-cdef-4c57-9cc5-94d373403949,2022-10-08 11:11:21.476,events,"[""events"",""media_player""]",events,9,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +9aa6ce4e-b9f9-b16f-14ae-80cf7ea3895c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9aa6ce4e-b9f9-b16f-14ae-80cf7ea3895c,2022-10-08 11:11:21.476,events,"[""events"",""media_player""]",events,9,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 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11:11:23.133,events,"[""events"",""media_player""]",events,11.290082,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +95b614bb-8371-44da-b589-f4c42ab8aa6c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,95b614bb-8371-44da-b589-f4c42ab8aa6c,2022-10-08 11:11:23.133,events,"[""events"",""media_player""]",events,11.290082,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +ac060ba0-cbe3-4064-8a7f-976f2c320a7a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ac060ba0-cbe3-4064-8a7f-976f2c320a7a,2022-10-08 11:11:23.133,events,"[""events"",""media_player""]",events,11.290082,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +9504b7d2-164f-47be-a715-b152199ca2a4,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9504b7d2-164f-47be-a715-b152199ca2a4,2022-10-08 11:11:23.133,events,"[""events"",""media_player""]",events,11.353183,60.070023,False,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +97152b46-06be-3889-ca02-d34d26010b77,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,97152b46-06be-3889-ca02-d34d26010b77,2022-10-08 11:11:23.133,events,"[""events"",""media_player""]",events,11.290082,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +d7a5f7d2-7acc-1299-9d0c-a07082464fb7,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d7a5f7d2-7acc-1299-9d0c-a07082464fb7,2022-10-08 11:11:24.101,events,"[""events"",""media_player""]",events,11.353183,60.070023,False,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +428589f4-f5b7-4f05-85d7-888e94afa5e2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,428589f4-f5b7-4f05-85d7-888e94afa5e2,2022-10-08 11:11:24.101,events,"[""events"",""media_player""]",events,11.353183,60.070023,False,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +6d56e05d-796b-4c5f-acce-74d07f49df1a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6d56e05d-796b-4c5f-acce-74d07f49df1a,2022-10-08 11:11:24.498,events,"[""events"",""media_player""]",events,11.353199,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +1230dfd2-8b10-ee77-579a-6fdf49c6228a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1230dfd2-8b10-ee77-579a-6fdf49c6228a,2022-10-08 11:11:24.498,events,"[""events"",""media_player""]",events,11.353199,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +771308c8-c084-4ebd-9d81-40cfd019d352,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,771308c8-c084-4ebd-9d81-40cfd019d352,2022-10-08 11:11:25.099,events,"[""events"",""media_player""]",events,12.173212,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +03fe16d5-b88c-32d5-4464-d1230a3ae8cc,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,03fe16d5-b88c-32d5-4464-d1230a3ae8cc,2022-10-08 11:11:25.099,events,"[""events"",""media_player""]",events,12.173212,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +e2e047dd-83dd-49fe-a10d-0169f91d3ffe,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e2e047dd-83dd-49fe-a10d-0169f91d3ffe,2022-10-08 11:11:26.101,events,"[""events"",""media_player""]",events,13.770876,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +34cd55f7-6578-388b-05db-0d20bce6c8fb,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,34cd55f7-6578-388b-05db-0d20bce6c8fb,2022-10-08 11:11:26.101,events,"[""events"",""media_player""]",events,13.770876,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +5f63091d-cc6e-4951-8116-8a5ccfa41bb5,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,5f63091d-cc6e-4951-8116-8a5ccfa41bb5,2022-10-08 11:11:27.105,events,"[""events"",""media_player""]",events,14.961438,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +56ed1abd-1d1e-7036-7686-2bb3a8d55a69,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,56ed1abd-1d1e-7036-7686-2bb3a8d55a69,2022-10-08 11:11:27.105,events,"[""events"",""media_player""]",events,14.961438,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +6ac9f964-717b-4fb4-8f12-862b46629737,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6ac9f964-717b-4fb4-8f12-862b46629737,2022-10-08 11:11:27.135,events,"[""events"",""media_player""]",events,14.961438,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +02b5c408-7f92-b145-57bb-8d2bd46bded9,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,02b5c408-7f92-b145-57bb-8d2bd46bded9,2022-10-08 11:11:27.135,events,"[""events"",""media_player""]",events,14.961438,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +c984274e-4214-4c55-b051-a2fc1cf4931b,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c984274e-4214-4c55-b051-a2fc1cf4931b,2022-10-08 11:11:29.102,events,"[""events"",""media_player""]",events,18.135127,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +4c4ad0fb-f8ce-4d87-4452-c3236d672153,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4c4ad0fb-f8ce-4d87-4452-c3236d672153,2022-10-08 11:11:29.102,events,"[""events"",""media_player""]",events,18.135127,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +adf3facd-488e-4899-9cba-d690849320c8,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,adf3facd-488e-4899-9cba-d690849320c8,2022-10-08 11:11:30.104,events,"[""events"",""media_player""]",events,19.732836,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +df28f513-c5e4-5491-8f47-40acd52563da,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,df28f513-c5e4-5491-8f47-40acd52563da,2022-10-08 11:11:30.104,events,"[""events"",""media_player""]",events,19.732836,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +9ea6df42-a993-e6c4-08d6-80c9ae7263e6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9ea6df42-a993-e6c4-08d6-80c9ae7263e6,2022-10-08 11:11:30.137,events,"[""events"",""media_player""]",events,19.732836,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +928e0601-4940-45fc-974e-fae19f789593,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,928e0601-4940-45fc-974e-fae19f789593,2022-10-08 11:11:30.137,events,"[""events"",""media_player""]",events,19.732836,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +d82516d3-0c9e-4eae-8b6d-599eab82b9b6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d82516d3-0c9e-4eae-8b6d-599eab82b9b6,2022-10-08 11:11:31.107,events,"[""events"",""media_player""]",events,20.939367,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +e2baf24a-f0be-df04-d7c3-231f33bb2721,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e2baf24a-f0be-df04-d7c3-231f33bb2721,2022-10-08 11:11:31.107,events,"[""events"",""media_player""]",events,20.939367,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +21f2997f-3cfb-40c2-93d4-3fa4d30c6116,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,21f2997f-3cfb-40c2-93d4-3fa4d30c6116,2022-10-08 11:11:32.103,events,"[""events"",""media_player""]",events,22.538249,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +7c830940-df36-fb38-83a0-fc087553d634,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7c830940-df36-fb38-83a0-fc087553d634,2022-10-08 11:11:32.103,events,"[""events"",""media_player""]",events,22.538249,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +1f49388b-143d-40f2-9d60-ea76e57e53f1,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1f49388b-143d-40f2-9d60-ea76e57e53f1,2022-10-08 11:11:32.134,events,"[""events"",""media_player""]",events,22.538249,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +1b8e09fa-dad0-222a-2089-c55627ecfb06,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1b8e09fa-dad0-222a-2089-c55627ecfb06,2022-10-08 11:11:32.134,events,"[""events"",""media_player""]",events,22.538249,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +e98b0eec-9878-412a-9164-195c293e7c7b,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e98b0eec-9878-412a-9164-195c293e7c7b,2022-10-08 11:11:47.070,events,"[""events"",""media_player""]",events,45.242072,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +cad35e7f-c4e2-8443-1346-c0b8c8317929,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,cad35e7f-c4e2-8443-1346-c0b8c8317929,2022-10-08 11:11:47.070,events,"[""events"",""media_player""]",events,45.242072,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +822909b9-6457-963f-b4b5-f4cb4b082869,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,822909b9-6457-963f-b4b5-f4cb4b082869,2022-10-08 11:11:56.985,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +d495a151-aa2c-4297-b873-884c15366356,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d495a151-aa2c-4297-b873-884c15366356,2022-10-08 11:11:56.985,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +bcc80c6d-9137-439e-a290-526dea735b93,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,bcc80c6d-9137-439e-a290-526dea735b93,2022-10-08 11:11:57.013,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +60ad2724-20ba-6bfc-cbe8-b0b87ddd9bee,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,60ad2724-20ba-6bfc-cbe8-b0b87ddd9bee,2022-10-08 11:11:57.013,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +713c4dbe-ab7e-95ff-ab31-15670e9e1b9c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,713c4dbe-ab7e-95ff-ab31-15670e9e1b9c,2022-10-08 11:12:00.099,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +a4fd82e8-c8f7-4e77-a061-29e380d8629f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a4fd82e8-c8f7-4e77-a061-29e380d8629f,2022-10-08 11:12:00.099,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +72e0f5a7-3b0b-464c-bdd1-70cdc304bb17,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,72e0f5a7-3b0b-464c-bdd1-70cdc304bb17,2022-10-08 11:12:00.127,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +be351344-a659-d7f6-aced-1d9b7cd309aa,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,be351344-a659-d7f6-aced-1d9b7cd309aa,2022-10-08 11:12:00.127,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +39a5e435-3c21-8780-4c10-ba8eb3032515,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,39a5e435-3c21-8780-4c10-ba8eb3032515,2022-10-08 11:12:14.050,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +8107aaae-92e2-4724-9017-f48df47703b1,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,8107aaae-92e2-4724-9017-f48df47703b1,2022-10-08 11:12:14.050,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +f497e078-1a8b-471b-8dab-b5fac9d7a29c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f497e078-1a8b-471b-8dab-b5fac9d7a29c,2022-10-08 11:12:14.079,events,"[""events"",""media_player""]",events,58.252767,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 +86d990b7-ccf5-41b5-967d-02230ae65c26,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,86d990b7-ccf5-41b5-967d-02230ae65c26,2022-10-08 11:12:14.079,events,"[""events"",""media_player""]",events,58.25023,60.070023,False,,,For bigger fun,False,video,False,True,,1.5,html5,,100 +f16b3c2e-a4c8-1c51-d4c3-195d93f7df38,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f16b3c2e-a4c8-1c51-d4c3-195d93f7df38,2022-10-08 11:12:14.079,events,"[""events"",""media_player""]",events,58.252767,60.070023,False,,,For bigger fun,False,video,False,False,,1.5,html5,,100 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+21b3a505-7e51-2079-89fb-4e328925d6ff,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,21b3a505-7e51-2079-89fb-4e328925d6ff,2022-10-08 14:59:45.553,events,"[""events"",""media_player""]",events,0.514278,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +24ef7dd7-2658-46d0-8a71-38bf87c61db4,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,24ef7dd7-2658-46d0-8a71-38bf87c61db4,2022-10-08 14:59:45.553,events,"[""events"",""media_player""]",events,0.514278,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +59ed6f59-a56e-42b1-822a-277eafe0fa89,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,59ed6f59-a56e-42b1-822a-277eafe0fa89,2022-10-08 14:59:45.853,events,"[""events"",""media_player""]",events,0.514278,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +8c93fe1e-1d93-dc7d-a40a-635684d57bef,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,8c93fe1e-1d93-dc7d-a40a-635684d57bef,2022-10-08 14:59:45.853,events,"[""events"",""media_player""]",events,0.514278,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +f1903681-016b-4610-8ddd-6c756f901938,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f1903681-016b-4610-8ddd-6c756f901938,2022-10-08 14:59:45.967,events,"[""events"",""media_player""]",events,0.514278,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +702f607a-656d-5b71-e5e0-9adc7a185d5b,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,702f607a-656d-5b71-e5e0-9adc7a185d5b,2022-10-08 14:59:45.967,events,"[""events"",""media_player""]",events,0.514278,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +60857219-93d5-403f-8d70-5f17b89d2dd1,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,60857219-93d5-403f-8d70-5f17b89d2dd1,2022-10-08 14:59:45.995,events,"[""events"",""media_player""]",events,0.514278,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +c1f84e70-9d32-4479-9c76-61dec7cffb91,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c1f84e70-9d32-4479-9c76-61dec7cffb91,2022-10-08 14:59:45.995,events,"[""events"",""media_player""]",events,0.580499,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +e8aecec7-ec6a-de54-a514-9db7b7bec392,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e8aecec7-ec6a-de54-a514-9db7b7bec392,2022-10-08 14:59:45.995,events,"[""events"",""media_player""]",events,0.514278,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +092260ec-48b7-8461-985a-b2234e5a6608,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,092260ec-48b7-8461-985a-b2234e5a6608,2022-10-08 14:59:45.995,events,"[""events"",""media_player""]",events,0.580499,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +4b449222-15bb-36c1-29fd-a592e5914e63,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4b449222-15bb-36c1-29fd-a592e5914e63,2022-10-08 14:59:46.697,events,"[""events"",""media_player""]",events,1.203507,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +3ec01201-34a4-40fd-bf5a-2edccae0b5a3,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3ec01201-34a4-40fd-bf5a-2edccae0b5a3,2022-10-08 14:59:46.697,events,"[""events"",""media_player""]",events,1.203507,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +dd97c159-29af-72e0-2b5a-98b23d26e42a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dd97c159-29af-72e0-2b5a-98b23d26e42a,2022-10-08 14:59:55.219,events,"[""events"",""media_player""]",events,1.253878,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +daaa51f6-76b2-41e1-b8a4-dc244fb701fe,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,daaa51f6-76b2-41e1-b8a4-dc244fb701fe,2022-10-08 14:59:55.219,events,"[""events"",""media_player""]",events,1.253878,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +1cfd114f-eaf1-45fb-ae32-d72f7744c54a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1cfd114f-eaf1-45fb-ae32-d72f7744c54a,2022-10-08 14:59:56.215,events,"[""events"",""media_player""]",events,2.190069,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +93056e45-7c4a-34e2-620c-21a382faf0f2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,93056e45-7c4a-34e2-620c-21a382faf0f2,2022-10-08 14:59:56.215,events,"[""events"",""media_player""]",events,2.190069,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +1da5b634-2ab8-f775-1f46-7527f7aa9dd1,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1da5b634-2ab8-f775-1f46-7527f7aa9dd1,2023-08-04 11:01:12.946,events,"[""events"",""media_player""]",events,0.001645,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +38520fb0-d9ee-4935-a89d-ce10dbb9e849,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,38520fb0-d9ee-4935-a89d-ce10dbb9e849,2023-08-04 11:01:12.946,events,"[""events"",""media_player""]",events,0.001645,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +0ec4d9fd-0678-3f91-e438-26895abaf8c1,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0ec4d9fd-0678-3f91-e438-26895abaf8c1,2023-08-04 11:01:13.324,events,"[""events"",""media_player""]",events,0.216475,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +53ceaae6-d0a3-40e0-ac3b-c40d69f9d7d2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,53ceaae6-d0a3-40e0-ac3b-c40d69f9d7d2,2023-08-04 11:01:13.324,events,"[""events"",""media_player""]",events,0.216475,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +f608d0c6-9006-404c-abbc-f2bef3c585e8,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f608d0c6-9006-404c-abbc-f2bef3c585e8,2023-08-04 11:01:13.324,events,"[""events"",""media_player""]",events,0.356094,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +4729aa02-5e50-44ae-abbb-91f5a8f3a7ca,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4729aa02-5e50-44ae-abbb-91f5a8f3a7ca,2023-08-04 11:01:13.324,events,"[""events"",""media_player""]",events,0.216475,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +f675c6cd-7ccf-c6aa-8869-e3b99aa14255,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f675c6cd-7ccf-c6aa-8869-e3b99aa14255,2023-08-04 11:01:13.324,events,"[""events"",""media_player""]",events,0.216475,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +7e6114a9-fd51-516f-b284-f2fc681ed531,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7e6114a9-fd51-516f-b284-f2fc681ed531,2023-08-04 11:01:13.324,events,"[""events"",""media_player""]",events,0.356094,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +7b24e48e-ad61-4adb-9bae-580e0f295a7b,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7b24e48e-ad61-4adb-9bae-580e0f295a7b,2023-08-04 11:01:15.288,events,"[""events"",""media_player""]",events,0.356094,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +86990a94-dae5-2067-5dc8-453e2d4f777d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,86990a94-dae5-2067-5dc8-453e2d4f777d,2023-08-04 11:01:15.288,events,"[""events"",""media_player""]",events,0.356094,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +f03287ec-f65b-3084-1acd-af1602061dea,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f03287ec-f65b-3084-1acd-af1602061dea,2023-08-04 11:01:15.401,events,"[""events"",""media_player""]",events,0.356094,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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+d111d717-c7d2-485b-b5d9-36b3d8faa8a3,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d111d717-c7d2-485b-b5d9-36b3d8faa8a3,2023-08-04 11:01:45.881,events,"[""events"",""media_player""]",events,55.255507,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +9334f6ab-8fe6-4fb0-9dd0-b5a734bf4742,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9334f6ab-8fe6-4fb0-9dd0-b5a734bf4742,2023-08-04 11:01:45.881,events,"[""events"",""media_player""]",events,55.255507,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +b84bc8fc-c483-e385-64eb-edee629c8fd2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,b84bc8fc-c483-e385-64eb-edee629c8fd2,2023-08-04 11:01:45.881,events,"[""events"",""media_player""]",events,55.255507,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +57113a64-986b-7543-11f2-529f7b06cf1e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,57113a64-986b-7543-11f2-529f7b06cf1e,2023-08-04 11:01:45.881,events,"[""events"",""media_player""]",events,55.255507,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +e31b0d60-2790-2258-8b4f-607e2ba36fec,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e31b0d60-2790-2258-8b4f-607e2ba36fec,2023-08-04 11:01:45.881,events,"[""events"",""media_player""]",events,55.255507,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +0da5ec7a-2d8e-6c3d-c038-6499cf106b07,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0da5ec7a-2d8e-6c3d-c038-6499cf106b07,2023-08-04 11:01:45.881,events,"[""events"",""media_player""]",events,55.255507,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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+621f4c98-c07f-43ee-3c28-0c65f9589354,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,621f4c98-c07f-43ee-3c28-0c65f9589354,2023-08-04 11:07:30.317,events,"[""events"",""media_player""]",events,16.357166,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +ca23a31f-e000-4398-863b-3860a2d25bc1,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ca23a31f-e000-4398-863b-3860a2d25bc1,2023-08-04 11:07:30.317,events,"[""events"",""media_player""]",events,16.330617,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +069e98c8-04bd-42b4-8425-38c01aaf7e37,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,069e98c8-04bd-42b4-8425-38c01aaf7e37,2023-08-04 11:07:31.234,events,"[""events"",""media_player""]",events,16.421152,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +dcb82cb9-85e9-c075-1972-26407ad70fb8,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dcb82cb9-85e9-c075-1972-26407ad70fb8,2023-08-04 11:07:31.234,events,"[""events"",""media_player""]",events,16.421152,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +390e8b87-7f97-b55f-1ed9-ad858a9e2458,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,390e8b87-7f97-b55f-1ed9-ad858a9e2458,2023-08-04 11:07:32.288,events,"[""events"",""media_player""]",events,17.428653,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +185a7485-5570-4ce3-b59a-4105dd2c9c95,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,185a7485-5570-4ce3-b59a-4105dd2c9c95,2023-08-04 11:07:32.288,events,"[""events"",""media_player""]",events,17.428653,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +e2dd3a94-b88f-a448-5890-54877ae08599,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e2dd3a94-b88f-a448-5890-54877ae08599,2023-08-04 11:07:32.314,events,"[""events"",""media_player""]",events,17.428653,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +bbaeb922-e889-4c0a-8f62-64276205746d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,bbaeb922-e889-4c0a-8f62-64276205746d,2023-08-04 11:07:32.314,events,"[""events"",""media_player""]",events,17.428653,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +af7b52f2-6566-1dce-efe9-e333dca89b46,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,af7b52f2-6566-1dce-efe9-e333dca89b46,2023-08-04 11:07:33.311,events,"[""events"",""media_player""]",events,18.229515,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +7160c71e-2057-4cdb-babc-d15deb7e9357,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7160c71e-2057-4cdb-babc-d15deb7e9357,2023-08-04 11:07:33.311,events,"[""events"",""media_player""]",events,18.229515,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +09db75be-34d7-4be8-ae9c-af0aae15f2ca,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,09db75be-34d7-4be8-ae9c-af0aae15f2ca,2023-08-04 11:07:33.817,events,"[""events"",""media_player""]",events,18.763774,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +43aa102a-9c3b-5c23-9a47-2d06ca7a74ea,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,43aa102a-9c3b-5c23-9a47-2d06ca7a74ea,2023-08-04 11:07:33.817,events,"[""events"",""media_player""]",events,18.763774,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +31546a5f-1abd-499f-8ea2-0437227dd3be,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,31546a5f-1abd-499f-8ea2-0437227dd3be,2023-08-04 11:07:33.842,events,"[""events"",""media_player""]",events,18.763774,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +6095c2e7-7598-e73b-8da3-998f1df01b15,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6095c2e7-7598-e73b-8da3-998f1df01b15,2023-08-04 11:07:33.842,events,"[""events"",""media_player""]",events,18.763774,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +2656593a-a7e3-e27c-5c0c-6c152874ea0d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,2656593a-a7e3-e27c-5c0c-6c152874ea0d,2023-08-04 11:07:34.674,events,"[""events"",""media_player""]",events,19.851153,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +0df418ef-39bb-4e75-aa3b-1e82130429cb,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0df418ef-39bb-4e75-aa3b-1e82130429cb,2023-08-04 11:07:34.674,events,"[""events"",""media_player""]",events,19.851153,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +68a0c2cf-ac9c-89ae-e38a-5d7aa89add3c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,68a0c2cf-ac9c-89ae-e38a-5d7aa89add3c,2023-08-04 11:07:52.318,events,"[""events"",""media_player""]",events,19.851163,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +5650c2e6-bc57-4b6b-aea9-4ffe64b8e752,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,5650c2e6-bc57-4b6b-aea9-4ffe64b8e752,2023-08-04 11:07:52.318,events,"[""events"",""media_player""]",events,19.851163,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +ed03d5cc-be1d-49af-b549-799ac5d1db8f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ed03d5cc-be1d-49af-b549-799ac5d1db8f,2023-08-04 11:07:56.966,events,"[""events"",""media_player""]",events,24.329131,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +e9523750-8c59-499e-473c-9664bb281f2a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e9523750-8c59-499e-473c-9664bb281f2a,2023-08-04 11:07:56.966,events,"[""events"",""media_player""]",events,24.329131,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +9daf3426-8006-4e4c-947f-54ee929ba9cf,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9daf3426-8006-4e4c-947f-54ee929ba9cf,2023-08-04 11:08:03.341,events,"[""events"",""media_player""]",events,24.329131,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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11:11:21.386,events,"[""events"",""media_player""]",events,0.1567,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +4dc30c60-fdc8-41ac-b2a9-13b22395bf3f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4dc30c60-fdc8-41ac-b2a9-13b22395bf3f,2023-08-04 11:11:21.386,events,"[""events"",""media_player""]",events,0.1567,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +dc75bbed-0f9f-4b95-806a-725b19e18335,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dc75bbed-0f9f-4b95-806a-725b19e18335,2023-08-04 11:11:22.425,events,"[""events"",""media_player""]",events,0.1567,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +c2539fd7-0b24-b638-3116-5164c74b0c20,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c2539fd7-0b24-b638-3116-5164c74b0c20,2023-08-04 11:11:22.425,events,"[""events"",""media_player""]",events,0.1567,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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11:11:24.179,events,"[""events"",""media_player""]",events,0.1567,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +406d6faf-7dc4-1180-abdf-0d21065d4230,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,406d6faf-7dc4-1180-abdf-0d21065d4230,2023-08-04 11:11:24.226,events,"[""events"",""media_player""]",events,0.1567,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +a0350739-bbe2-281a-75f0-517ee4e9cf43,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a0350739-bbe2-281a-75f0-517ee4e9cf43,2023-08-04 11:11:24.226,events,"[""events"",""media_player""]",events,0.22059,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +0359258a-bbf0-44d9-b6f3-8331ed7e38dd,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0359258a-bbf0-44d9-b6f3-8331ed7e38dd,2023-08-04 11:11:24.226,events,"[""events"",""media_player""]",events,0.22059,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 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11:12:41.803,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +2e8beef8-56a2-79fd-f64e-7edaee929eee,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,2e8beef8-56a2-79fd-f64e-7edaee929eee,2023-08-04 11:12:41.803,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +40e5048f-dcc5-3cbe-17d7-e16db6b80784,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,40e5048f-dcc5-3cbe-17d7-e16db6b80784,2023-08-04 11:12:41.803,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +3002a458-5c41-127f-dd73-40c64b91a583,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3002a458-5c41-127f-dd73-40c64b91a583,2023-08-04 11:12:41.803,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +c8a5803a-bf7a-4847-8fe8-33ff3c60c3d6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c8a5803a-bf7a-4847-8fe8-33ff3c60c3d6,2023-08-04 11:12:41.803,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +8a0ee5c0-69e9-44c1-9886-f0b8626cb686,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,8a0ee5c0-69e9-44c1-9886-f0b8626cb686,2023-08-04 11:12:41.803,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +890c4aa1-2e64-42c0-a6c4-cd5de7a89b3e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,890c4aa1-2e64-42c0-a6c4-cd5de7a89b3e,2023-08-04 11:12:41.803,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +4fdb7a58-2129-4397-860f-89f831af6712,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4fdb7a58-2129-4397-860f-89f831af6712,2023-08-04 11:12:41.803,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +9b87fdb9-6b90-cdcd-c914-0f49b0dc11a6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9b87fdb9-6b90-cdcd-c914-0f49b0dc11a6,2023-08-04 11:12:42.788,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +60411ccd-a806-4016-add7-5da5214808e4,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,60411ccd-a806-4016-add7-5da5214808e4,2023-08-04 11:12:42.788,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +66e14784-90a5-b107-22a6-a521c01d2927,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,66e14784-90a5-b107-22a6-a521c01d2927,2023-08-04 11:12:43.789,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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11:12:44.824,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +d12b0efd-1cc7-758f-646d-e351e22f4594,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d12b0efd-1cc7-758f-646d-e351e22f4594,2023-08-04 11:12:44.824,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +abb01883-7c91-432e-aa54-c9b0d3984a73,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,abb01883-7c91-432e-aa54-c9b0d3984a73,2023-08-04 11:12:46.799,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +6cee4fae-c8a7-187b-0bf4-4a7566b1a2ec,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6cee4fae-c8a7-187b-0bf4-4a7566b1a2ec,2023-08-04 11:12:46.799,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +526cc19a-f934-8ba3-b45d-bf684fe98788,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,526cc19a-f934-8ba3-b45d-bf684fe98788,2023-08-04 11:12:46.828,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +dbcf518a-44b6-42ea-b396-e3f594d52959,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dbcf518a-44b6-42ea-b396-e3f594d52959,2023-08-04 11:12:46.828,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +4927c5dc-2fbf-4f71-9ac6-dafaa8f3b81e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4927c5dc-2fbf-4f71-9ac6-dafaa8f3b81e,2023-08-04 11:12:47.427,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +bde989b1-8be3-6f6b-2cf0-99951a4fdf93,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,bde989b1-8be3-6f6b-2cf0-99951a4fdf93,2023-08-04 11:12:47.427,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +0896c8a7-50fc-4bad-844a-1663d93ac407,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0896c8a7-50fc-4bad-844a-1663d93ac407,2023-08-04 11:12:47.463,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +509969ac-4925-e238-6934-6c4e3982ab11,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,509969ac-4925-e238-6934-6c4e3982ab11,2023-08-04 11:12:47.463,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +93a98e4e-2cbc-b26d-bc2d-6d6cfac76ac6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,93a98e4e-2cbc-b26d-bc2d-6d6cfac76ac6,2023-08-04 11:12:47.463,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +093e8d53-e36f-47d9-a750-1703aeeab1dd,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,093e8d53-e36f-47d9-a750-1703aeeab1dd,2023-08-04 11:12:47.463,events,"[""events"",""media_player""]",events,0,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +84c8ece6-d1e5-4ce5-833a-d24a4f8ec0fa,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,84c8ece6-d1e5-4ce5-833a-d24a4f8ec0fa,2023-08-04 11:12:53.707,events,"[""events"",""media_player""]",events,6.037988076737378,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +3beeeb40-0d88-4f92-e465-c608ad4ba9cf,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3beeeb40-0d88-4f92-e465-c608ad4ba9cf,2023-08-04 11:12:53.707,events,"[""events"",""media_player""]",events,6.037988076737378,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +99179eab-a150-40ad-92c4-c2ee8206182f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,99179eab-a150-40ad-92c4-c2ee8206182f,2023-08-04 11:13:02.745,events,"[""events"",""media_player""]",events,15.073430644834493,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +5d608f8b-d460-bc0b-0e0b-6c9f1d8db0fa,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,5d608f8b-d460-bc0b-0e0b-6c9f1d8db0fa,2023-08-04 11:13:02.745,events,"[""events"",""media_player""]",events,15.073430644834493,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +db05d69c-e90a-4012-b268-993bf1b08eb8,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,db05d69c-e90a-4012-b268-993bf1b08eb8,2023-08-04 11:13:09.708,events,"[""events"",""media_player""]",events,21.849166960709546,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +d8b2b265-b254-bddf-29e4-a431ea49babd,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d8b2b265-b254-bddf-29e4-a431ea49babd,2023-08-04 11:13:09.708,events,"[""events"",""media_player""]",events,21.849166960709546,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +f68b027b-c28f-c70a-7c22-e9809887bf4f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f68b027b-c28f-c70a-7c22-e9809887bf4f,2023-08-04 11:13:17.803,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +2a7907ba-22d4-4dec-bab4-d978d6ae9ad0,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,2a7907ba-22d4-4dec-bab4-d978d6ae9ad0,2023-08-04 11:13:17.803,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +1047a560-1266-4c3c-d16c-107160eea3cc,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1047a560-1266-4c3c-d16c-107160eea3cc,2023-08-04 11:13:17.849,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +dba1c27d-b823-7b3a-3cbc-1ae5c07d35be,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dba1c27d-b823-7b3a-3cbc-1ae5c07d35be,2023-08-04 11:13:17.849,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +793a89d0-251d-751a-c68d-4731440e8e49,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,793a89d0-251d-751a-c68d-4731440e8e49,2023-08-04 11:13:17.849,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +ae7a04f8-b32d-46c3-89d8-1378c54b9076,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ae7a04f8-b32d-46c3-89d8-1378c54b9076,2023-08-04 11:13:17.849,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +63251361-aad4-4fa3-8d1c-5107aef00d71,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,63251361-aad4-4fa3-8d1c-5107aef00d71,2023-08-04 11:13:17.849,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +a6753270-7b6a-40d0-9a48-9953aa055318,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a6753270-7b6a-40d0-9a48-9953aa055318,2023-08-04 11:13:17.849,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +fdcbbbbd-f83a-f6f2-dff6-244d088a3039,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,fdcbbbbd-f83a-f6f2-dff6-244d088a3039,2023-08-04 11:13:18.828,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +877d7692-c219-4681-a9f2-4152b40687d3,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,877d7692-c219-4681-a9f2-4152b40687d3,2023-08-04 11:13:18.828,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +23722e86-2245-398f-5274-8363d0c60c0a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,23722e86-2245-398f-5274-8363d0c60c0a,2023-08-04 11:13:19.828,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +9f49d16e-cb8c-4dec-909c-b5ec784035af,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9f49d16e-cb8c-4dec-909c-b5ec784035af,2023-08-04 11:13:19.828,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +5bc04371-d9f4-2bb0-29c2-a1d3e3572e36,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,5bc04371-d9f4-2bb0-29c2-a1d3e3572e36,2023-08-04 11:13:20.833,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +90e9071c-59ff-4a16-82e1-2a6a998721b0,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,90e9071c-59ff-4a16-82e1-2a6a998721b0,2023-08-04 11:13:20.833,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +f49f108e-284b-4135-9599-4c3e37df507f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f49f108e-284b-4135-9599-4c3e37df507f,2023-08-04 11:13:21.837,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +f98b0e90-f240-2956-d1f0-61bbe56b0e7f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f98b0e90-f240-2956-d1f0-61bbe56b0e7f,2023-08-04 11:13:21.837,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +1e2ff363-f124-04bd-12b6-073b56be88c7,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1e2ff363-f124-04bd-12b6-073b56be88c7,2023-08-04 11:13:21.866,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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+44d7b5e2-ac6a-e17c-00fd-ae6f65717f5d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,44d7b5e2-ac6a-e17c-00fd-ae6f65717f5d,2023-08-04 11:13:24.835,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +c10d6be2-fd3c-498a-87b2-5845b4b08bc5,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c10d6be2-fd3c-498a-87b2-5845b4b08bc5,2023-08-04 11:13:24.835,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +63b9b6cf-7571-4281-b7f9-d9396dd72f3f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,63b9b6cf-7571-4281-b7f9-d9396dd72f3f,2023-08-04 11:13:25.839,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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+39d3414e-a638-4bf9-b53a-62aefbf3e5ec,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,39d3414e-a638-4bf9-b53a-62aefbf3e5ec,2023-08-04 11:13:27.016,events,"[""events"",""media_player""]",events,30.130963615953718,60.07,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +8e465c1d-8bbd-4f94-b659-d9c662866d60,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,8e465c1d-8bbd-4f94-b659-d9c662866d60,2023-08-04 11:13:27.016,events,"[""events"",""media_player""]",events,30.167734724,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +329f4985-d03c-fa8f-c6df-5cd0f2da40f1,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,329f4985-d03c-fa8f-c6df-5cd0f2da40f1,2023-08-04 11:13:27.016,events,"[""events"",""media_player""]",events,30.167734724,60.07,False,,,For bigger fun,False,video,False,False,,1,html5,,100 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11:17:15.295,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +e85cacef-f5ad-fa4c-9451-8c7601402e08,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e85cacef-f5ad-fa4c-9451-8c7601402e08,2023-08-04 11:17:15.342,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +be8fc22c-158e-40a4-b863-bd0ea34d2111,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,be8fc22c-158e-40a4-b863-bd0ea34d2111,2023-08-04 11:17:15.342,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +34e35de8-9961-6ac4-4d84-8c208f79ad00,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,34e35de8-9961-6ac4-4d84-8c208f79ad00,2023-08-04 11:17:18.887,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 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11:18:06.084,events,"[""events"",""media_player""]",events,45.277339,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +5b672065-8dcb-8f52-d5a4-1cea9bd57aa6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,5b672065-8dcb-8f52-d5a4-1cea9bd57aa6,2023-08-04 11:18:06.084,events,"[""events"",""media_player""]",events,45.277339,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +3463cb83-89db-4d31-b990-0ce98c81221c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3463cb83-89db-4d31-b990-0ce98c81221c,2023-08-04 11:18:06.225,events,"[""events"",""media_player""]",events,45.277339,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +18471cf0-96ff-1dfd-1845-97aa0fb74b26,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,18471cf0-96ff-1dfd-1845-97aa0fb74b26,2023-08-04 11:18:06.225,events,"[""events"",""media_player""]",events,45.277339,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 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11:18:06.303,events,"[""events"",""media_player""]",events,53.572453,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +b16f832b-9e46-81bc-da17-5cb6e36b52c3,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,b16f832b-9e46-81bc-da17-5cb6e36b52c3,2023-08-04 11:18:06.303,events,"[""events"",""media_player""]",events,53.573443,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +13259a50-1606-951b-9f59-64452205eb41,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,13259a50-1606-951b-9f59-64452205eb41,2023-08-04 11:18:06.303,events,"[""events"",""media_player""]",events,53.572453,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +f4bc3cc0-350a-e1bd-7a1f-848561822b6f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f4bc3cc0-350a-e1bd-7a1f-848561822b6f,2023-08-04 11:18:06.786,events,"[""events"",""media_player""]",events,53.78854,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 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11:18:06.861,events,"[""events"",""media_player""]",events,58.30455,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +6755067b-1638-2f8b-206f-0a88136f0f8b,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6755067b-1638-2f8b-206f-0a88136f0f8b,2023-08-04 11:18:06.861,events,"[""events"",""media_player""]",events,58.303406,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +9c8df18a-9ecd-4aa8-8ef7-e6bc6dbf2191,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9c8df18a-9ecd-4aa8-8ef7-e6bc6dbf2191,2023-08-04 11:18:06.861,events,"[""events"",""media_player""]",events,58.30455,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +e95bae1b-c585-48ac-9cf2-17c5eeb254db,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e95bae1b-c585-48ac-9cf2-17c5eeb254db,2023-08-04 11:18:06.861,events,"[""events"",""media_player""]",events,58.303406,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +353d8255-9be4-43c4-8062-323c2f6ffd9d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,353d8255-9be4-43c4-8062-323c2f6ffd9d,2023-08-04 11:18:07.401,events,"[""events"",""media_player""]",events,58.787359,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +bbe54bdd-ba10-5f92-7de6-8904ca2f48bd,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,bbe54bdd-ba10-5f92-7de6-8904ca2f48bd,2023-08-04 11:18:07.401,events,"[""events"",""media_player""]",events,58.787359,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +f11db030-f59f-4431-8e6a-af8d02853f7c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f11db030-f59f-4431-8e6a-af8d02853f7c,2023-08-04 11:18:07.443,events,"[""events"",""media_player""]",events,59.882641,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +d664cac0-dae3-0fed-ac75-799f7cf3fe2c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d664cac0-dae3-0fed-ac75-799f7cf3fe2c,2023-08-04 11:18:07.443,events,"[""events"",""media_player""]",events,59.882641,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +5060d676-a8d6-4648-bf4a-b7ae57569f0f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,5060d676-a8d6-4648-bf4a-b7ae57569f0f,2023-08-04 11:18:07.562,events,"[""events"",""media_player""]",events,59.907963,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +b5e478d1-6103-acd3-3651-3543b536dda2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,b5e478d1-6103-acd3-3651-3543b536dda2,2023-08-04 11:18:07.562,events,"[""events"",""media_player""]",events,59.907963,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +b604996e-50de-4915-9ea2-75d61f79d789,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,b604996e-50de-4915-9ea2-75d61f79d789,2023-08-04 11:18:07.599,events,"[""events"",""media_player""]",events,59.910102,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 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11:18:08.095,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +1c9b1920-462e-45b7-94fc-1350d16a3a3b,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1c9b1920-462e-45b7-94fc-1350d16a3a3b,2023-08-04 11:18:08.095,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +5cd4bba6-4b27-4625-8e16-d04272bf6e4d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,5cd4bba6-4b27-4625-8e16-d04272bf6e4d,2023-08-04 11:18:08.095,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +bf37cedc-b46f-4ebe-ba10-acbebb7d3b31,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,bf37cedc-b46f-4ebe-ba10-acbebb7d3b31,2023-08-04 11:18:09.778,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 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+280fdc25-e7c2-4fcd-b86c-1b418d062dd9,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,280fdc25-e7c2-4fcd-b86c-1b418d062dd9,2023-08-04 11:18:14.656,events,"[""events"",""media_player""]",events,54.327814,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +d31a6747-ef3d-1b9c-c2d4-03df876e26f3,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d31a6747-ef3d-1b9c-c2d4-03df876e26f3,2023-08-04 11:18:14.694,events,"[""events"",""media_player""]",events,55.467399,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +dc598c1b-3b7a-4b86-b39f-3a271ce9129b,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dc598c1b-3b7a-4b86-b39f-3a271ce9129b,2023-08-04 11:18:14.694,events,"[""events"",""media_player""]",events,55.467399,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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+7998337e-e568-4d0a-927a-2d42d8320c4f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7998337e-e568-4d0a-927a-2d42d8320c4f,2023-08-04 11:18:14.732,events,"[""events"",""media_player""]",events,55.475289,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +36637c9b-904a-4646-bdb2-d96dda8f9da0,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,36637c9b-904a-4646-bdb2-d96dda8f9da0,2023-08-04 11:18:14.907,events,"[""events"",""media_player""]",events,56.746259,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +d1ea6a24-e831-7b8e-5bc1-86fe2e94fc4c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d1ea6a24-e831-7b8e-5bc1-86fe2e94fc4c,2023-08-04 11:18:14.907,events,"[""events"",""media_player""]",events,56.746259,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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11:18:15.391,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +6fb6cf28-f441-f4f0-f370-09421ba8b250,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6fb6cf28-f441-f4f0-f370-09421ba8b250,2023-08-04 11:18:15.391,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +bdebbbae-24e8-4dfa-ace1-09675ed5db6a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,bdebbbae-24e8-4dfa-ace1-09675ed5db6a,2023-08-04 11:18:15.391,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +0c645c89-f741-1b56-4135-6b039d7df6c4,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0c645c89-f741-1b56-4135-6b039d7df6c4,2023-08-04 11:18:20.373,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 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11:18:20.751,events,"[""events"",""media_player""]",events,5.282898,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +72e19743-80a8-4261-e358-b77c774a0608,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,72e19743-80a8-4261-e358-b77c774a0608,2023-08-04 11:18:20.751,events,"[""events"",""media_player""]",events,5.282898,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +33ab1d21-5f6d-7137-c1c5-1d4a856d9ef2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,33ab1d21-5f6d-7137-c1c5-1d4a856d9ef2,2023-08-04 11:18:20.791,events,"[""events"",""media_player""]",events,56.50978,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +e3e0aa36-a2d1-40b0-ab39-7319460c87ff,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e3e0aa36-a2d1-40b0-ab39-7319460c87ff,2023-08-04 11:18:20.791,events,"[""events"",""media_player""]",events,56.50978,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +f2c6c99e-aec1-19db-7ce2-6b8c7dc8c83a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f2c6c99e-aec1-19db-7ce2-6b8c7dc8c83a,2023-08-04 11:18:20.830,events,"[""events"",""media_player""]",events,56.512072,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +ccce00b9-2681-4720-810d-e4a7970f29c5,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ccce00b9-2681-4720-810d-e4a7970f29c5,2023-08-04 11:18:20.830,events,"[""events"",""media_player""]",events,56.50978,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +b83455b3-0c4d-49c7-a619-0d557deb3d28,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,b83455b3-0c4d-49c7-a619-0d557deb3d28,2023-08-04 11:18:20.830,events,"[""events"",""media_player""]",events,56.512072,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +4f98e35a-d196-aab9-702b-dab168b9f8e3,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4f98e35a-d196-aab9-702b-dab168b9f8e3,2023-08-04 11:18:20.830,events,"[""events"",""media_player""]",events,56.50978,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +253161c6-47ed-703b-f9d9-38739fbd5a55,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,253161c6-47ed-703b-f9d9-38739fbd5a55,2023-08-04 11:18:21.255,events,"[""events"",""media_player""]",events,56.907327,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +1850b6c1-5de8-4756-81bc-1b2c8d29436e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1850b6c1-5de8-4756-81bc-1b2c8d29436e,2023-08-04 11:18:21.255,events,"[""events"",""media_player""]",events,56.907327,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +51b49034-b959-7697-7600-871167e4b4c9,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,51b49034-b959-7697-7600-871167e4b4c9,2023-08-04 11:18:21.411,events,"[""events"",""media_player""]",events,57.098089,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 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11:18:21.453,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +e0c0f290-c687-46dd-b2f7-9fadfa3e2478,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e0c0f290-c687-46dd-b2f7-9fadfa3e2478,2023-08-04 11:18:21.453,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +a6607e23-4ca1-bb44-d768-cd6630f6fc8f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a6607e23-4ca1-bb44-d768-cd6630f6fc8f,2023-08-04 11:18:21.453,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +d399f2f6-5457-12a6-f1a9-7f9bf0cfc918,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d399f2f6-5457-12a6-f1a9-7f9bf0cfc918,2023-08-04 11:18:21.453,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 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11:18:21.492,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +3eb4dacd-5f0d-46de-89ff-b149492f9273,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3eb4dacd-5f0d-46de-89ff-b149492f9273,2023-08-04 11:18:21.492,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +ab791c09-2124-4bc1-b3c6-123243c5d6c5,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ab791c09-2124-4bc1-b3c6-123243c5d6c5,2023-08-04 11:18:21.492,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +4bca5821-5b3c-a6f8-69d8-8f555b89c489,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4bca5821-5b3c-a6f8-69d8-8f555b89c489,2023-08-04 11:18:21.533,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 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11:18:26.542,events,"[""events"",""media_player""]",events,0.000163,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +1db15c68-9bff-44e2-a920-529844c5b47c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1db15c68-9bff-44e2-a920-529844c5b47c,2023-08-04 11:18:26.542,events,"[""events"",""media_player""]",events,0.000163,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +7e82c782-4af2-e6f8-9cf9-c7bdf23ee409,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7e82c782-4af2-e6f8-9cf9-c7bdf23ee409,2023-08-04 11:18:27.477,events,"[""events"",""media_player""]",events,5.895305,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +fd3740a0-2e68-4ba4-bf83-a27e9fd886fa,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,fd3740a0-2e68-4ba4-bf83-a27e9fd886fa,2023-08-04 11:18:27.477,events,"[""events"",""media_player""]",events,5.895305,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 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11:18:29.103,events,"[""events"",""media_player""]",events,5.94026,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +7d63235f-621d-4f69-abe0-a0a099754c77,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7d63235f-621d-4f69-abe0-a0a099754c77,2023-08-04 11:18:30.338,events,"[""events"",""media_player""]",events,6.951191,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +c5e98486-dc44-95d9-1ddd-6acf49ffd4ab,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c5e98486-dc44-95d9-1ddd-6acf49ffd4ab,2023-08-04 11:18:30.338,events,"[""events"",""media_player""]",events,6.951191,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +1a5b0fef-65d0-4dfd-bddb-755afea01559,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1a5b0fef-65d0-4dfd-bddb-755afea01559,2023-08-04 11:18:30.379,events,"[""events"",""media_player""]",events,6.951191,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 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11:18:31.337,events,"[""events"",""media_player""]",events,7.128576,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +34278c0f-44e5-620b-8b59-af76949e1076,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,34278c0f-44e5-620b-8b59-af76949e1076,2023-08-04 11:18:31.337,events,"[""events"",""media_player""]",events,7.128576,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +4dab319e-ad9f-40f4-b89d-13215ec22225,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4dab319e-ad9f-40f4-b89d-13215ec22225,2023-08-04 11:18:32.335,events,"[""events"",""media_player""]",events,7.128576,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +c3c7b9c7-632c-a745-b7aa-8e060ff172a3,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c3c7b9c7-632c-a745-b7aa-8e060ff172a3,2023-08-04 11:18:32.335,events,"[""events"",""media_player""]",events,7.128576,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 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11:18:33.734,events,"[""events"",""media_player""]",events,7.128576,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +56e0cdd5-a9af-3d12-0dce-8558f20c740c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,56e0cdd5-a9af-3d12-0dce-8558f20c740c,2023-08-04 11:18:33.775,events,"[""events"",""media_player""]",events,7.128576,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +ea647b7e-83e0-4d13-ab43-07c443d4c7af,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ea647b7e-83e0-4d13-ab43-07c443d4c7af,2023-08-04 11:18:33.775,events,"[""events"",""media_player""]",events,7.128576,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +15597d78-6b99-8105-da98-cc65e55b21ed,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,15597d78-6b99-8105-da98-cc65e55b21ed,2023-08-04 11:18:34.264,events,"[""events"",""media_player""]",events,7.128576,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 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11:18:34.305,events,"[""events"",""media_player""]",events,7.128576,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +64f87bd3-158e-4774-baa2-42281db26beb,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,64f87bd3-158e-4774-baa2-42281db26beb,2023-08-04 11:18:34.305,events,"[""events"",""media_player""]",events,7.128576,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +35a1fb1a-a500-4138-826d-6abffb699733,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,35a1fb1a-a500-4138-826d-6abffb699733,2023-08-04 11:18:34.459,events,"[""events"",""media_player""]",events,7.331308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +e8bfa936-99fa-a1c2-3b55-7e0b0e3c5c38,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e8bfa936-99fa-a1c2-3b55-7e0b0e3c5c38,2023-08-04 11:18:34.459,events,"[""events"",""media_player""]",events,7.331308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 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11:18:41.619,events,"[""events"",""media_player""]",events,45.607082,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +9c56279c-7c2e-493e-8d31-ca787e12bf86,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9c56279c-7c2e-493e-8d31-ca787e12bf86,2023-08-04 11:18:41.619,events,"[""events"",""media_player""]",events,53.273656,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +708f8436-fa7e-2a6f-175e-62a6a92305e5,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,708f8436-fa7e-2a6f-175e-62a6a92305e5,2023-08-04 11:18:41.619,events,"[""events"",""media_player""]",events,45.607082,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +08c124d8-d42b-9ead-1ab3-aed4abe17a54,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,08c124d8-d42b-9ead-1ab3-aed4abe17a54,2023-08-04 11:18:41.619,events,"[""events"",""media_player""]",events,53.273656,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +85119a67-9dc6-cf26-d9c4-7b841eaae21d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,85119a67-9dc6-cf26-d9c4-7b841eaae21d,2023-08-04 11:18:41.658,events,"[""events"",""media_player""]",events,53.299946,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +67a9e869-6a60-4357-b958-918b4987a39c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,67a9e869-6a60-4357-b958-918b4987a39c,2023-08-04 11:18:41.658,events,"[""events"",""media_player""]",events,53.298978,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +0cbf5052-5929-43e5-863d-6bd547a5b447,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0cbf5052-5929-43e5-863d-6bd547a5b447,2023-08-04 11:18:41.658,events,"[""events"",""media_player""]",events,53.299946,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +ab6df2c2-c519-c735-107b-5cd052c87e02,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ab6df2c2-c519-c735-107b-5cd052c87e02,2023-08-04 11:18:41.658,events,"[""events"",""media_player""]",events,53.298978,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +6c528758-8e5d-c4eb-ab81-451b2301351f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6c528758-8e5d-c4eb-ab81-451b2301351f,2023-08-04 11:18:44.043,events,"[""events"",""media_player""]",events,54.195056,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +f8ddc8c6-e165-40ac-a80e-7d5162db4563,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f8ddc8c6-e165-40ac-a80e-7d5162db4563,2023-08-04 11:18:44.043,events,"[""events"",""media_player""]",events,54.195056,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +b9048eca-293a-45e8-8c00-bcc8d8b1bd8e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,b9048eca-293a-45e8-8c00-bcc8d8b1bd8e,2023-08-04 11:18:44.081,events,"[""events"",""media_player""]",events,55.637106,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +2d2e61c4-7fdc-b65c-831c-610b9f1bd253,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,2d2e61c4-7fdc-b65c-831c-610b9f1bd253,2023-08-04 11:18:44.081,events,"[""events"",""media_player""]",events,55.637106,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +345a1a83-4501-0f14-851c-de5bd210ef52,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,345a1a83-4501-0f14-851c-de5bd210ef52,2023-08-04 11:18:45.784,events,"[""events"",""media_player""]",events,55.637106,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +1a50bedc-8630-4371-b5e9-d08a9dc2cab2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1a50bedc-8630-4371-b5e9-d08a9dc2cab2,2023-08-04 11:18:45.784,events,"[""events"",""media_player""]",events,55.637106,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +2e171a07-7fe3-47f6-99dc-83e90f5cd04c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,2e171a07-7fe3-47f6-99dc-83e90f5cd04c,2023-08-04 11:18:45.824,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +eb2b7ba4-c564-4845-9593-21f38ec9ef99,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,eb2b7ba4-c564-4845-9593-21f38ec9ef99,2023-08-04 11:18:45.824,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +7df08c60-6035-4b3c-8f59-e96efc19bee2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7df08c60-6035-4b3c-8f59-e96efc19bee2,2023-08-04 11:18:45.824,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +e8fa6652-7d7d-856c-0417-0db430bddaa1,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e8fa6652-7d7d-856c-0417-0db430bddaa1,2023-08-04 11:18:45.824,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +374d2691-fc93-43cd-e6e8-c0799e5b97a1,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,374d2691-fc93-43cd-e6e8-c0799e5b97a1,2023-08-04 11:18:45.824,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +4f25a3b8-5f63-bb9e-c363-9f137d0405fc,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4f25a3b8-5f63-bb9e-c363-9f137d0405fc,2023-08-04 11:18:45.824,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +3e8720bb-7d3a-de88-52c5-cfad089c94e2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3e8720bb-7d3a-de88-52c5-cfad089c94e2,2023-08-04 11:18:45.824,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +f61133ea-6e74-46cd-b9f0-417f733d6f80,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f61133ea-6e74-46cd-b9f0-417f733d6f80,2023-08-04 11:18:45.824,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +6bf0e44f-e02b-d690-aadb-b7477496ab6e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6bf0e44f-e02b-d690-aadb-b7477496ab6e,2023-08-04 11:18:45.862,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +d0530bf1-f584-404c-b787-01809b6e8e99,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d0530bf1-f584-404c-b787-01809b6e8e99,2023-08-04 11:18:45.862,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +00c1ca68-f590-44c8-8b9f-41ed221bde46,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,00c1ca68-f590-44c8-8b9f-41ed221bde46,2023-08-04 11:18:45.862,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +b99e79c0-afbd-ecad-b0a5-d8f78396e158,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,b99e79c0-afbd-ecad-b0a5-d8f78396e158,2023-08-04 11:18:45.862,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +e436f3ff-3ee8-bc4f-e70a-b13e37e92571,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e436f3ff-3ee8-bc4f-e70a-b13e37e92571,2023-08-04 11:18:45.903,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +ea78e21d-4335-4745-a593-2b55617d71e6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ea78e21d-4335-4745-a593-2b55617d71e6,2023-08-04 11:18:45.903,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +589971b4-fba4-48eb-ab87-77cd3e7e21e3,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,589971b4-fba4-48eb-ab87-77cd3e7e21e3,2023-08-04 11:18:45.903,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 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11:18:48.020,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +c648437f-0bd1-cd88-be20-f51651f6bed4,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c648437f-0bd1-cd88-be20-f51651f6bed4,2023-08-04 11:18:48.020,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +dca2af8c-f3fa-0b00-5e9c-1fccf14a4fdd,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dca2af8c-f3fa-0b00-5e9c-1fccf14a4fdd,2023-08-04 11:18:50.859,events,"[""events"",""media_player""]",events,2.588136,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +d0ed5d1c-3953-4699-b381-fc2fbcb8a106,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d0ed5d1c-3953-4699-b381-fc2fbcb8a106,2023-08-04 11:18:50.859,events,"[""events"",""media_player""]",events,2.588136,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +5ae69ef0-9c68-870d-dd0c-c051c0159fb7,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,5ae69ef0-9c68-870d-dd0c-c051c0159fb7,2023-08-04 11:18:50.947,events,"[""events"",""media_player""]",events,49.992797,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +ed14ddf6-1b90-4634-8659-41bacee2c012,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ed14ddf6-1b90-4634-8659-41bacee2c012,2023-08-04 11:18:50.947,events,"[""events"",""media_player""]",events,49.992797,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +9d54c847-fd5a-a0c7-59d8-0bd45028f256,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9d54c847-fd5a-a0c7-59d8-0bd45028f256,2023-08-04 11:18:50.947,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +a2fe408d-df82-4d06-a2f7-051611274278,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a2fe408d-df82-4d06-a2f7-051611274278,2023-08-04 11:18:50.947,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +76ec295d-be2f-6419-ed47-cda88c5848ea,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,76ec295d-be2f-6419-ed47-cda88c5848ea,2023-08-04 11:18:50.987,events,"[""events"",""media_player""]",events,50.044284,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +6826e909-dff1-3cc9-38f9-66b230ce9cbc,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6826e909-dff1-3cc9-38f9-66b230ce9cbc,2023-08-04 11:18:50.987,events,"[""events"",""media_player""]",events,50.069606,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +dc938893-d826-7a05-6b7a-f77942a1c125,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dc938893-d826-7a05-6b7a-f77942a1c125,2023-08-04 11:18:50.987,events,"[""events"",""media_player""]",events,50.069606,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +585a539f-6832-426c-8039-cd21c3fa8126,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,585a539f-6832-426c-8039-cd21c3fa8126,2023-08-04 11:18:50.987,events,"[""events"",""media_player""]",events,50.069606,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +311cee30-b0c6-41c6-9e4e-b05a639368dd,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,311cee30-b0c6-41c6-9e4e-b05a639368dd,2023-08-04 11:18:50.987,events,"[""events"",""media_player""]",events,50.069606,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +a228c083-b252-446c-b087-0504e442d18c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a228c083-b252-446c-b087-0504e442d18c,2023-08-04 11:18:50.987,events,"[""events"",""media_player""]",events,50.044284,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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+9f89a7d8-9d86-f9d0-79ca-a0cff982417f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9f89a7d8-9d86-f9d0-79ca-a0cff982417f,2023-08-04 11:18:51.856,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +c29828bd-ca28-335e-d8ae-25845d52c806,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c29828bd-ca28-335e-d8ae-25845d52c806,2023-08-04 11:18:51.856,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +f2f29b86-81f9-497c-b649-21054a6076d4,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f2f29b86-81f9-497c-b649-21054a6076d4,2023-08-04 11:18:51.856,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 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+69f6e442-9d0c-4aa7-ac95-2e59645804c8,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,69f6e442-9d0c-4aa7-ac95-2e59645804c8,2023-08-04 11:18:51.856,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +8f7d51f8-105f-62ef-6dfa-fb19a12672dc,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,8f7d51f8-105f-62ef-6dfa-fb19a12672dc,2023-08-04 11:18:51.895,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +d936e0a2-e978-402a-961f-ca08d8ee18b0,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d936e0a2-e978-402a-961f-ca08d8ee18b0,2023-08-04 11:18:51.895,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 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11:18:52.120,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +68e78ff0-b592-4c15-af76-e8942c9acc91,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,68e78ff0-b592-4c15-af76-e8942c9acc91,2023-08-04 11:18:57.097,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +1ba98347-920d-41c6-69f7-24c05dc26326,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1ba98347-920d-41c6-69f7-24c05dc26326,2023-08-04 11:18:57.097,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +c7eeb7b5-2f09-4f99-acbe-49742b6df003,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c7eeb7b5-2f09-4f99-acbe-49742b6df003,2023-08-04 11:18:58.387,events,"[""events"",""media_player""]",events,6.028538,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 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+f4ef88f5-4fc2-43ab-85c1-00c91e6d937a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f4ef88f5-4fc2-43ab-85c1-00c91e6d937a,2023-08-04 11:19:00.193,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +c4dd8e31-8929-bf64-b9dd-c610b475146f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c4dd8e31-8929-bf64-b9dd-c610b475146f,2023-08-04 11:19:00.193,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,False,True,,1,html5,,100 +0ada4076-dc79-4433-93b2-9754d5c4f8eb,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0ada4076-dc79-4433-93b2-9754d5c4f8eb,2023-08-04 11:19:00.234,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +473db12e-d79f-125f-1aa1-ed7e68c68336,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,473db12e-d79f-125f-1aa1-ed7e68c68336,2023-08-04 11:19:00.234,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +643ab623-5803-430c-b588-361be5c8d149,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,643ab623-5803-430c-b588-361be5c8d149,2023-08-04 11:19:00.234,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +147af180-a066-41ca-91d2-a704aad37f28,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,147af180-a066-41ca-91d2-a704aad37f28,2023-08-04 11:19:00.234,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +ff6e56c2-82dd-4102-ba86-face5edc2051,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ff6e56c2-82dd-4102-ba86-face5edc2051,2023-08-04 11:19:02.482,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +2a68121e-3ae8-ee8f-5537-635b6832ccbe,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,2a68121e-3ae8-ee8f-5537-635b6832ccbe,2023-08-04 11:19:02.482,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +fc8c3ede-b45d-fa20-2aba-fb2dbb0af3f3,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,fc8c3ede-b45d-fa20-2aba-fb2dbb0af3f3,2023-08-04 11:19:02.521,events,"[""events"",""media_player""]",events,2.186928,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +ac8cd883-39e5-4c14-bbae-dcb6a797bd26,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ac8cd883-39e5-4c14-bbae-dcb6a797bd26,2023-08-04 11:19:02.521,events,"[""events"",""media_player""]",events,2.186928,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +15b9979d-872b-49ce-88f0-c9d0f2ba00f1,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,15b9979d-872b-49ce-88f0-c9d0f2ba00f1,2023-08-04 11:19:28.472,events,"[""events"",""media_player""]",events,2.186928,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +042dc50c-a22a-eaae-7721-b4f87e228d5a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,042dc50c-a22a-eaae-7721-b4f87e228d5a,2023-08-04 11:19:28.472,events,"[""events"",""media_player""]",events,2.186928,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +f72ddd20-7f58-46a9-bf58-eaecccadb49e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f72ddd20-7f58-46a9-bf58-eaecccadb49e,2023-08-04 11:19:46.341,events,"[""events"",""media_player""]",events,2.186928,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +759f0a19-6639-1eb5-5261-09bbd2354886,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,759f0a19-6639-1eb5-5261-09bbd2354886,2023-08-04 11:19:46.341,events,"[""events"",""media_player""]",events,2.186928,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +924425bb-4a4d-4c7b-ab32-0aafac8bdd67,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,924425bb-4a4d-4c7b-ab32-0aafac8bdd67,2023-08-04 11:19:47.334,events,"[""events"",""media_player""]",events,2.983243,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +36b8b0ab-47d7-8dd2-d6f7-567161b99114,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,36b8b0ab-47d7-8dd2-d6f7-567161b99114,2023-08-04 11:19:47.334,events,"[""events"",""media_player""]",events,2.983243,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +42df8f34-7f92-5ae9-c27c-9e3591538d57,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,42df8f34-7f92-5ae9-c27c-9e3591538d57,2023-08-04 11:19:47.374,events,"[""events"",""media_player""]",events,3.076358,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +8704fac3-cbd2-9450-022c-0da9c613f63c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,8704fac3-cbd2-9450-022c-0da9c613f63c,2023-08-04 11:19:47.374,events,"[""events"",""media_player""]",events,2.983243,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +755b9dc0-6740-419a-842c-d735b0878794,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,755b9dc0-6740-419a-842c-d735b0878794,2023-08-04 11:19:47.374,events,"[""events"",""media_player""]",events,2.983243,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +9188f8a9-87d5-4e47-863f-69653069850c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9188f8a9-87d5-4e47-863f-69653069850c,2023-08-04 11:19:47.374,events,"[""events"",""media_player""]",events,3.076358,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +508232fc-0993-4eab-9bee-844b31a863a2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,508232fc-0993-4eab-9bee-844b31a863a2,2023-08-04 11:19:47.374,events,"[""events"",""media_player""]",events,2.983243,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +27ec8e01-02c7-a04b-9e5f-807dba3fc6a0,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,27ec8e01-02c7-a04b-9e5f-807dba3fc6a0,2023-08-04 11:19:47.374,events,"[""events"",""media_player""]",events,2.983243,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +3e92eb0d-a21f-e2dc-73fd-1b2829283e45,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3e92eb0d-a21f-e2dc-73fd-1b2829283e45,2023-08-04 11:19:48.372,events,"[""events"",""media_player""]",events,3.076358,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +8a85bc64-491a-2eb3-5d5f-1e1b658559a4,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,8a85bc64-491a-2eb3-5d5f-1e1b658559a4,2023-08-04 11:19:48.372,events,"[""events"",""media_player""]",events,3.076358,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +4f5b3cf4-5fb9-4647-932c-2e1cb2b31b1e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4f5b3cf4-5fb9-4647-932c-2e1cb2b31b1e,2023-08-04 11:19:48.372,events,"[""events"",""media_player""]",events,3.076358,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +9c52dcb7-7d87-4c1c-a9e4-2c22b7206fc4,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9c52dcb7-7d87-4c1c-a9e4-2c22b7206fc4,2023-08-04 11:19:48.372,events,"[""events"",""media_player""]",events,3.076358,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +c1e1b1e1-0977-61d4-4b46-151709954733,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c1e1b1e1-0977-61d4-4b46-151709954733,2023-08-04 11:19:50.408,events,"[""events"",""media_player""]",events,3.076358,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +5a1b1683-0c7e-46cc-a031-1b0a47d7713b,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,5a1b1683-0c7e-46cc-a031-1b0a47d7713b,2023-08-04 11:19:50.408,events,"[""events"",""media_player""]",events,3.076358,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 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11:19:52.337,events,"[""events"",""media_player""]",events,3.076358,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +6775d330-cbc4-418e-862f-983a74cf41db,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6775d330-cbc4-418e-862f-983a74cf41db,2023-08-04 11:19:53.380,events,"[""events"",""media_player""]",events,3.076358,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +dd108235-30e6-48a9-88b5-abf5e35b9305,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dd108235-30e6-48a9-88b5-abf5e35b9305,2023-08-04 11:19:53.380,events,"[""events"",""media_player""]",events,3.076358,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +0ca066c0-2b50-0141-2e12-5aea43116bf7,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0ca066c0-2b50-0141-2e12-5aea43116bf7,2023-08-04 11:19:53.380,events,"[""events"",""media_player""]",events,3.124203,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 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11:19:58.381,events,"[""events"",""media_player""]",events,7.860849,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +8035fb14-fee4-45b3-8930-a22d381d8f68,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,8035fb14-fee4-45b3-8930-a22d381d8f68,2023-08-04 11:19:58.381,events,"[""events"",""media_player""]",events,7.860849,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +4900b69b-b780-4544-9e55-1d3ea0dcd80d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4900b69b-b780-4544-9e55-1d3ea0dcd80d,2023-08-04 11:20:24.396,events,"[""events"",""media_player""]",events,33.896693,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +940efb57-b2e6-8a31-2d53-6dd45f485910,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,940efb57-b2e6-8a31-2d53-6dd45f485910,2023-08-04 11:20:24.396,events,"[""events"",""media_player""]",events,33.896693,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 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11:20:24.441,events,"[""events"",""media_player""]",events,33.896693,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +ebb31ce9-0340-4f8c-bfc0-f9649399991d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ebb31ce9-0340-4f8c-bfc0-f9649399991d,2023-08-04 11:20:25.336,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +bd412202-2eb8-a0db-f0a4-af0448597d36,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,bd412202-2eb8-a0db-f0a4-af0448597d36,2023-08-04 11:20:25.336,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +ad111c96-1603-4292-8e0f-7ea4593075cf,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ad111c96-1603-4292-8e0f-7ea4593075cf,2023-08-04 11:20:26.345,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +f702924e-890a-4764-2fde-c589cb14323e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f702924e-890a-4764-2fde-c589cb14323e,2023-08-04 11:20:26.345,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +25d73481-8fbc-4806-880d-016658c4c0dc,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,25d73481-8fbc-4806-880d-016658c4c0dc,2023-08-04 11:20:27.335,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +7ee49089-19a6-aefa-6b91-7dfedf212421,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7ee49089-19a6-aefa-6b91-7dfedf212421,2023-08-04 11:20:27.335,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +08c60652-8fc0-4a6c-ab13-d4ad9207f53e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,08c60652-8fc0-4a6c-ab13-d4ad9207f53e,2023-08-04 11:20:28.380,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +5ea81df2-76ca-4cad-850f-046d3fe9985f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,5ea81df2-76ca-4cad-850f-046d3fe9985f,2023-08-04 11:20:28.380,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +18dd5372-25d2-475d-8659-835b48cdda53,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,18dd5372-25d2-475d-8659-835b48cdda53,2023-08-04 11:20:28.380,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +e36939ce-5f8f-7cfd-8d93-f06b00a7e03e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e36939ce-5f8f-7cfd-8d93-f06b00a7e03e,2023-08-04 11:20:28.380,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +2474cb5a-92d9-cd44-fb6a-a5b36ddc6bd5,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,2474cb5a-92d9-cd44-fb6a-a5b36ddc6bd5,2023-08-04 11:20:28.380,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +427a3885-0cc5-0a6a-601e-ea13c4f24053,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,427a3885-0cc5-0a6a-601e-ea13c4f24053,2023-08-04 11:20:28.380,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +dc59fa3f-46b3-461d-a89d-92447d98abfd,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dc59fa3f-46b3-461d-a89d-92447d98abfd,2023-08-04 11:20:30.439,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +9b2eace2-182d-f07b-fae1-b74b94009b22,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9b2eace2-182d-f07b-fae1-b74b94009b22,2023-08-04 11:20:30.439,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +8fcc9f80-9492-496c-b787-ab3e056e4801,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,8fcc9f80-9492-496c-b787-ab3e056e4801,2023-08-04 11:20:31.334,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +262728ca-8b05-4925-3dbd-4d236ecb9f44,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,262728ca-8b05-4925-3dbd-4d236ecb9f44,2023-08-04 11:20:31.334,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +a6bf7d66-2edf-4977-ac1f-7ab5a0e601df,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a6bf7d66-2edf-4977-ac1f-7ab5a0e601df,2023-08-04 11:20:32.336,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +85d69936-55d5-28f3-25f6-bee1d1fd6b7b,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,85d69936-55d5-28f3-25f6-bee1d1fd6b7b,2023-08-04 11:20:32.336,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +b5d60925-7bb4-44af-b82e-80881c73612e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,b5d60925-7bb4-44af-b82e-80881c73612e,2023-08-04 11:20:33.371,events,"[""events"",""media_player""]",events,34.12545,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +99c12466-a065-971b-f80a-174fd473e7af,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,99c12466-a065-971b-f80a-174fd473e7af,2023-08-04 11:20:33.371,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +7ec8584f-66a4-1714-f780-8f501d41bd49,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7ec8584f-66a4-1714-f780-8f501d41bd49,2023-08-04 11:20:33.371,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +ec50fe6b-768a-be59-4dd3-cae707a0efac,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ec50fe6b-768a-be59-4dd3-cae707a0efac,2023-08-04 11:20:33.371,events,"[""events"",""media_player""]",events,34.12545,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +ad85f51b-17fb-4f23-87af-5fc0e6ad81dc,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ad85f51b-17fb-4f23-87af-5fc0e6ad81dc,2023-08-04 11:20:33.371,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 +809d15dc-2708-4186-a064-6e9eee2e3fe4,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,809d15dc-2708-4186-a064-6e9eee2e3fe4,2023-08-04 11:20:33.371,events,"[""events"",""media_player""]",events,34.072308,60.070023,False,,,For bigger fun,False,video,True,True,,1,html5,,0 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11:20:59.370,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +12f428e0-402b-fd2c-48ef-64c75d14c15d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,12f428e0-402b-fd2c-48ef-64c75d14c15d,2023-08-04 11:20:59.407,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +93753220-4e9f-4248-b294-92cde1950c99,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,93753220-4e9f-4248-b294-92cde1950c99,2023-08-04 11:20:59.407,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 +b817be49-bcb5-423c-b25e-c8c4c3a50af3,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,b817be49-bcb5-423c-b25e-c8c4c3a50af3,2023-08-04 11:21:28.402,events,"[""events"",""media_player""]",events,60.070023,60.070023,True,,,For bigger fun,False,video,True,True,,1,html5,,0 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11:47:50.349,events,"[""events"",""media_player""]",events,0.192403,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +20cc6004-c117-4ce1-94f3-2cdf5f235051,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,20cc6004-c117-4ce1-94f3-2cdf5f235051,2023-08-04 11:47:50.349,events,"[""events"",""media_player""]",events,0.192403,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +a2593b28-1b6f-d332-5c52-754d16449930,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a2593b28-1b6f-d332-5c52-754d16449930,2023-08-04 11:47:50.388,events,"[""events"",""media_player""]",events,0.192403,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +280617aa-1742-48ea-abee-d4e0fc5696a7,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,280617aa-1742-48ea-abee-d4e0fc5696a7,2023-08-04 11:47:50.388,events,"[""events"",""media_player""]",events,0.42071,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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11:47:51.371,events,"[""events"",""media_player""]",events,0.42071,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +f69066cb-c58a-4b98-a051-83d456296c5c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,f69066cb-c58a-4b98-a051-83d456296c5c,2023-08-04 11:47:51.371,events,"[""events"",""media_player""]",events,0.42071,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +7dcb5bdf-6955-4e3d-97e1-78b5a5ae4be9,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7dcb5bdf-6955-4e3d-97e1-78b5a5ae4be9,2023-08-04 11:47:51.371,events,"[""events"",""media_player""]",events,0.42071,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +31c29690-8f81-4e3f-e29d-badfe6b74bcb,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,31c29690-8f81-4e3f-e29d-badfe6b74bcb,2023-08-04 11:47:53.339,events,"[""events"",""media_player""]",events,0.42071,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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11:47:54.653,events,"[""events"",""media_player""]",events,0.42071,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +ebef1a04-7daf-48fc-a6af-75bd5281415f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ebef1a04-7daf-48fc-a6af-75bd5281415f,2023-08-04 11:47:54.653,events,"[""events"",""media_player""]",events,0.42071,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +dea11c2d-d9fe-7d23-bb8e-20a53b2eb08f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dea11c2d-d9fe-7d23-bb8e-20a53b2eb08f,2023-08-04 11:47:54.689,events,"[""events"",""media_player""]",events,0.487619,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +672a54f6-b724-5fdf-3797-04dffc9f6780,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,672a54f6-b724-5fdf-3797-04dffc9f6780,2023-08-04 11:47:54.689,events,"[""events"",""media_player""]",events,0.42071,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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12:12:16.992,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +7d26e13b-4574-7b24-680a-3fd19bc038be,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7d26e13b-4574-7b24-680a-3fd19bc038be,2023-08-04 12:12:16.992,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +0b17b5c6-e01e-8920-f817-01b82481c5db,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0b17b5c6-e01e-8920-f817-01b82481c5db,2023-08-04 12:12:17.152,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +2f11e434-2ef8-4584-b0f7-e11a352cbb3c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,2f11e434-2ef8-4584-b0f7-e11a352cbb3c,2023-08-04 12:12:17.152,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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12:12:19.499,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +102ef1ca-6679-9ad4-4097-e9861118cb35,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,102ef1ca-6679-9ad4-4097-e9861118cb35,2023-08-04 12:12:19.538,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +18ea6f76-31a0-4f5b-ab9d-12545dac90bc,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,18ea6f76-31a0-4f5b-ab9d-12545dac90bc,2023-08-04 12:12:19.538,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +dc42eb8a-2649-412f-6b91-ad0d1ded671b,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,dc42eb8a-2649-412f-6b91-ad0d1ded671b,2023-08-04 12:12:20.104,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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12:12:20.825,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +9f69d8c1-6539-4315-ac44-80bd743956f4,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9f69d8c1-6539-4315-ac44-80bd743956f4,2023-08-04 12:12:20.825,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +4d57740c-fa13-46df-920e-c14f7eac48e2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4d57740c-fa13-46df-920e-c14f7eac48e2,2023-08-04 12:12:20.825,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +4fc06e8b-3c17-a7a2-2489-e6d2d214e2dd,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4fc06e8b-3c17-a7a2-2489-e6d2d214e2dd,2023-08-04 12:12:20.825,events,"[""events"",""media_player""]",events,1.71365,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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12:12:46.442,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,41 +b6a66da5-f2d0-4391-a4f7-b0be18db88e6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,b6a66da5-f2d0-4391-a4f7-b0be18db88e6,2023-08-04 12:12:46.442,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,41 +fdeff33a-f102-4e3e-81a1-96c899072741,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,fdeff33a-f102-4e3e-81a1-96c899072741,2023-08-04 12:24:14.318,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,41 +d4c21ec3-84fc-dd44-1f65-0c23716ea17c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,d4c21ec3-84fc-dd44-1f65-0c23716ea17c,2023-08-04 12:24:14.318,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,41 +a9a5ef7b-b6c0-45bb-baa6-015abef23084,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a9a5ef7b-b6c0-45bb-baa6-015abef23084,2023-08-04 12:24:14.359,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,41 +c66e7ef3-3797-b769-ecbb-adc38e96843e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c66e7ef3-3797-b769-ecbb-adc38e96843e,2023-08-04 12:24:14.359,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,41 +908f4147-af50-4543-95d9-083dc234f225,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,908f4147-af50-4543-95d9-083dc234f225,2023-08-04 12:24:15.260,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,41 +350eaf4c-9105-5105-d43e-c5bc5ce86449,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,350eaf4c-9105-5105-d43e-c5bc5ce86449,2023-08-04 12:24:15.260,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,41 +14aaa037-3bdc-0281-de63-4761d14e3a76,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,14aaa037-3bdc-0281-de63-4761d14e3a76,2023-08-04 12:24:15.305,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,41 +30f8412d-df33-4674-86a3-979abda71edb,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,30f8412d-df33-4674-86a3-979abda71edb,2023-08-04 12:24:15.305,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,41 +43d238cb-13df-b9cd-982e-17ad31e945f9,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,43d238cb-13df-b9cd-982e-17ad31e945f9,2023-08-04 12:24:17.284,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,41 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12:24:20.344,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,41 +1a9fab30-6733-460d-821a-1d82b8e7c40a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1a9fab30-6733-460d-821a-1d82b8e7c40a,2023-08-04 12:24:20.344,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,41 +eef0820b-1420-7165-52bd-03a4d8ff1066,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,eef0820b-1420-7165-52bd-03a4d8ff1066,2023-08-04 12:24:20.344,events,"[""events"",""media_player""]",events,14.14179,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,41 +6a6dfa72-9b8b-234f-06e0-cf067cc9fddc,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6a6dfa72-9b8b-234f-06e0-cf067cc9fddc,2023-08-04 12:24:21.585,events,"[""events"",""media_player""]",events,15.184193,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,41 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+22a622b9-949e-0e13-448e-68963a261d50,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,22a622b9-949e-0e13-448e-68963a261d50,2023-08-04 12:25:30.535,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +e3db768a-c7d6-9ae1-41ab-20317da6be8d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,e3db768a-c7d6-9ae1-41ab-20317da6be8d,2023-08-04 12:25:30.535,events,"[""events"",""media_player""]",events,59.314349,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,20 +25a843f7-ab5a-40a2-beb8-a5155f5c0006,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,25a843f7-ab5a-40a2-beb8-a5155f5c0006,2023-08-04 12:25:30.535,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +c76c2e20-16f5-4680-87f9-cac5a2dbcb7d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c76c2e20-16f5-4680-87f9-cac5a2dbcb7d,2023-08-04 12:25:32.462,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +22237fd6-b1d4-fd61-c688-77eb5073c925,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,22237fd6-b1d4-fd61-c688-77eb5073c925,2023-08-04 12:25:32.462,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +2459345e-69aa-7a53-a08f-dc332c20d242,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,2459345e-69aa-7a53-a08f-dc332c20d242,2023-08-04 12:25:33.461,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +15e0ebdd-8153-4f66-9a8b-7a0f9c559943,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,15e0ebdd-8153-4f66-9a8b-7a0f9c559943,2023-08-04 12:25:33.461,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +8e2476fe-a53b-4ada-9f10-14bc5d9c3df6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,8e2476fe-a53b-4ada-9f10-14bc5d9c3df6,2023-08-04 12:25:34.462,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +493b753b-9039-cba4-e978-7463af080d60,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,493b753b-9039-cba4-e978-7463af080d60,2023-08-04 12:25:34.462,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +74234c58-31a9-d52a-284f-b47af98eaa04,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,74234c58-31a9-d52a-284f-b47af98eaa04,2023-08-04 12:25:35.474,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +26185d67-d865-4525-9faf-c9eeda4aa6bd,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,26185d67-d865-4525-9faf-c9eeda4aa6bd,2023-08-04 12:25:35.474,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +38b52ea7-050c-4594-90d7-b6fa49a4cf45,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,38b52ea7-050c-4594-90d7-b6fa49a4cf45,2023-08-04 12:25:35.518,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +83d4b279-3711-6280-b33f-41a71752f2c2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,83d4b279-3711-6280-b33f-41a71752f2c2,2023-08-04 12:25:35.518,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +47e20d1f-42c0-427b-a603-8af85302f709,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,47e20d1f-42c0-427b-a603-8af85302f709,2023-08-04 12:25:37.482,events,"[""events"",""media_player""]",events,59.39893,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 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12:25:40.537,events,"[""events"",""media_player""]",events,59.439429,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,20 +01674829-462a-47f6-aa9b-7cc625616432,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,01674829-462a-47f6-aa9b-7cc625616432,2023-08-04 12:25:41.487,events,"[""events"",""media_player""]",events,60.070022,60.070022,True,,,For bigger fun,False,video,False,True,,1,html5,,20 +409185ec-02fa-cd3b-ebb4-fc0add7412b9,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,409185ec-02fa-cd3b-ebb4-fc0add7412b9,2023-08-04 12:25:41.487,events,"[""events"",""media_player""]",events,60.070022,60.070022,True,,,For bigger fun,False,video,False,True,,1,html5,,20 +bb7b6492-de02-429c-9bde-877cd5609114,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,bb7b6492-de02-429c-9bde-877cd5609114,2023-08-04 12:25:41.527,events,"[""events"",""media_player""]",events,60.070022,60.070022,True,,,For bigger fun,False,video,False,True,,1,html5,,20 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13:01:57.712,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +973cefff-8507-4fdd-9a94-601790cedf2f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,973cefff-8507-4fdd-9a94-601790cedf2f,2023-08-04 13:01:57.712,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +c1fde2ba-44e0-44f5-9ae5-e4206b1554ad,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,c1fde2ba-44e0-44f5-9ae5-e4206b1554ad,2023-08-04 13:01:58.496,events,"[""events"",""media_player""]",events,0.757099,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +1259738b-7e71-db73-2456-e4b33617ff87,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1259738b-7e71-db73-2456-e4b33617ff87,2023-08-04 13:01:58.496,events,"[""events"",""media_player""]",events,0.757099,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 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+685e594e-9704-f8da-c3ca-bb990d38c355,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,685e594e-9704-f8da-c3ca-bb990d38c355,2023-08-04 13:10:54.278,events,"[""events"",""media_player""]",events,0.427688,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +94ce59d1-0a3c-1d61-0e15-cdc0f985e7d2,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,94ce59d1-0a3c-1d61-0e15-cdc0f985e7d2,2023-08-04 13:10:54.278,events,"[""events"",""media_player""]",events,0.427688,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +2f920eae-7577-45ce-9609-a9bf982fa2f8,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,2f920eae-7577-45ce-9609-a9bf982fa2f8,2023-08-04 13:10:54.278,events,"[""events"",""media_player""]",events,0.427688,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +13a86319-911c-436d-961c-2f740707d5e4,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,13a86319-911c-436d-961c-2f740707d5e4,2023-08-04 13:10:56.312,events,"[""events"",""media_player""]",events,0.427688,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +134f5368-ab6a-04c3-dc9f-fe6de93b2c3c,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,134f5368-ab6a-04c3-dc9f-fe6de93b2c3c,2023-08-04 13:10:56.312,events,"[""events"",""media_player""]",events,0.427688,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +a360adee-a5c3-76a4-2416-38a581a10283,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a360adee-a5c3-76a4-2416-38a581a10283,2023-08-04 13:10:57.244,events,"[""events"",""media_player""]",events,0.427688,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 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13:26:23.591,events,"[""events"",""media_player""]",events,0,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,20 +eb626ee8-c277-3a53-c7ee-c8db48a44ced,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,eb626ee8-c277-3a53-c7ee-c8db48a44ced,2023-08-04 13:26:23.691,events,"[""events"",""media_player""]",events,0,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,20 +52eb18c0-9d25-a085-bfc0-82500c8e8884,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,52eb18c0-9d25-a085-bfc0-82500c8e8884,2023-08-04 13:26:23.691,events,"[""events"",""media_player""]",events,0,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,20 +0714abff-8f5f-4b26-9aca-6e5f5f6bb261,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0714abff-8f5f-4b26-9aca-6e5f5f6bb261,2023-08-04 13:26:23.691,events,"[""events"",""media_player""]",events,0,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,20 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13:26:26.078,events,"[""events"",""media_player""]",events,0.110532,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +bcea680e-46b6-4f46-acd3-d85c00de8c2a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,bcea680e-46b6-4f46-acd3-d85c00de8c2a,2023-08-04 13:26:26.439,events,"[""events"",""media_player""]",events,0.110532,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +3262aa57-1b8c-8278-5e1b-5f9b2edebac7,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3262aa57-1b8c-8278-5e1b-5f9b2edebac7,2023-08-04 13:26:26.439,events,"[""events"",""media_player""]",events,0.110532,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +3f077ed6-6eca-4dcb-85cf-40d74bc781b6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3f077ed6-6eca-4dcb-85cf-40d74bc781b6,2023-08-04 13:26:26.475,events,"[""events"",""media_player""]",events,0.110532,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 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13:26:27.085,events,"[""events"",""media_player""]",events,0.690804,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,20 +0d6c7ed4-2f32-ebb4-9473-cdd44e714a59,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0d6c7ed4-2f32-ebb4-9473-cdd44e714a59,2023-08-04 13:26:27.085,events,"[""events"",""media_player""]",events,0.690804,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,20 +3e55d37f-4a74-e290-4c20-5d530f64281d,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3e55d37f-4a74-e290-4c20-5d530f64281d,2023-08-04 13:26:27.123,events,"[""events"",""media_player""]",events,14.415,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +7a2ab73b-69c2-05ae-bfc8-69a58b78c009,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,7a2ab73b-69c2-05ae-bfc8-69a58b78c009,2023-08-04 13:26:27.123,events,"[""events"",""media_player""]",events,14.415,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 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13:27:12.307,events,"[""events"",""media_player""]",events,0,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 +230fb54f-246d-c98a-9f4d-c6f9b3548473,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,230fb54f-246d-c98a-9f4d-c6f9b3548473,2023-08-04 13:27:12.342,events,"[""events"",""media_player""]",events,0,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,20 +245c1526-c5a2-4501-9b8e-bfbdf3e039f6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,245c1526-c5a2-4501-9b8e-bfbdf3e039f6,2023-08-04 13:27:12.342,events,"[""events"",""media_player""]",events,0,60.070022,False,,,For bigger fun,False,video,False,False,,1,html5,,20 +9c058728-6ba2-4460-8394-85e115b75f1e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,9c058728-6ba2-4460-8394-85e115b75f1e,2023-08-04 13:27:16.466,events,"[""events"",""media_player""]",events,4.133038,60.070022,False,,,For bigger fun,False,video,False,True,,1,html5,,20 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13:47:04.993,events,"[""events"",""media_player""]",events,15.274412,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +6ebc0073-cd3c-f569-d955-99d0443df017,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,6ebc0073-cd3c-f569-d955-99d0443df017,2023-08-04 13:47:04.993,events,"[""events"",""media_player""]",events,0.894504,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +ac584411-abfe-9cf4-98a2-0f6cbdf41508,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ac584411-abfe-9cf4-98a2-0f6cbdf41508,2023-08-04 13:47:04.993,events,"[""events"",""media_player""]",events,0.975238,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +4c8a5c0a-2782-c821-79c9-dc428a511d6f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,4c8a5c0a-2782-c821-79c9-dc428a511d6f,2023-08-04 13:47:04.993,events,"[""events"",""media_player""]",events,6.215593,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 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13:47:20.531,events,"[""events"",""media_player""]",events,3.629552,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +425daea2-3e1c-4730-a2c2-a312a324fa6f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,425daea2-3e1c-4730-a2c2-a312a324fa6f,2023-08-04 13:47:20.564,events,"[""events"",""media_player""]",events,6.146634,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +62425cc0-b816-139e-5f04-fb8a7daba6e9,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,62425cc0-b816-139e-5f04-fb8a7daba6e9,2023-08-04 13:47:20.564,events,"[""events"",""media_player""]",events,6.146634,60.070023,False,,,For bigger fun,False,video,True,False,,1,html5,,0 +a7504ecb-3cbe-01be-e4bc-03ac71f59022,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a7504ecb-3cbe-01be-e4bc-03ac71f59022,2023-08-04 13:47:32.068,events,"[""events"",""media_player""]",events,0,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 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13:47:32.406,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +fc0e669f-10ed-4f1d-9ed1-c18652d18a91,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,fc0e669f-10ed-4f1d-9ed1-c18652d18a91,2023-08-04 13:47:32.406,events,"[""events"",""media_player""]",events,0.170627,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +fcf8010f-20e9-f2f5-0dba-eeb4b3a0e260,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,fcf8010f-20e9-f2f5-0dba-eeb4b3a0e260,2023-08-04 13:47:32.406,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +17647e18-a136-47f8-84b0-bf277913d44f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,17647e18-a136-47f8-84b0-bf277913d44f,2023-08-04 13:47:32.406,events,"[""events"",""media_player""]",events,0.170627,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 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+3113d356-54ae-46ec-ab5d-19e50527927e,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3113d356-54ae-46ec-ab5d-19e50527927e,2023-08-04 13:47:33.466,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +2273d605-8aee-2873-b5cc-7d747daba731,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,2273d605-8aee-2873-b5cc-7d747daba731,2023-08-04 13:47:35.400,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +3242e0c1-dc20-40e4-b349-aa57ced4ef22,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,3242e0c1-dc20-40e4-b349-aa57ced4ef22,2023-08-04 13:47:35.400,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +ad32e47a-9e1e-4372-ab49-a572699eeeb6,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ad32e47a-9e1e-4372-ab49-a572699eeeb6,2023-08-04 13:47:36.379,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +1ca6add5-0f7c-8270-8716-ca8617ff3059,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,1ca6add5-0f7c-8270-8716-ca8617ff3059,2023-08-04 13:47:36.379,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +bde23416-9d44-491d-94c4-088e987a4193,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,bde23416-9d44-491d-94c4-088e987a4193,2023-08-04 13:47:37.394,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +ef28a769-d538-0d30-585f-3b826eed2140,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,ef28a769-d538-0d30-585f-3b826eed2140,2023-08-04 13:47:37.394,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +a8b4497d-7cf1-d5d5-48c4-2847625076b9,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a8b4497d-7cf1-d5d5-48c4-2847625076b9,2023-08-04 13:47:38.469,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +84c5a6b7-e2e3-4c7a-b00e-c43637302247,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,84c5a6b7-e2e3-4c7a-b00e-c43637302247,2023-08-04 13:47:38.469,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +af79d7c6-38d6-3220-d69d-8caebd9cc67f,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,af79d7c6-38d6-3220-d69d-8caebd9cc67f,2023-08-04 13:47:38.497,events,"[""events"",""media_player""]",events,0.301859,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +a388b709-08c8-9e95-5b46-7764d7beb8ef,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a388b709-08c8-9e95-5b46-7764d7beb8ef,2023-08-04 13:47:38.497,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +968e291e-85b9-4226-b25a-8a24607da181,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,968e291e-85b9-4226-b25a-8a24607da181,2023-08-04 13:47:38.497,events,"[""events"",""media_player""]",events,0.301859,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +0e260733-181a-4141-bc69-fd5ea2ccb661,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,0e260733-181a-4141-bc69-fd5ea2ccb661,2023-08-04 13:47:38.497,events,"[""events"",""media_player""]",events,0.224231,60.070023,False,,,For bigger fun,False,video,False,True,,1,html5,,100 +eb58493d-5796-cff6-d98e-4bac58ed193a,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,eb58493d-5796-cff6-d98e-4bac58ed193a,2023-08-04 13:47:44.233,events,"[""events"",""media_player""]",events,6.07015,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 +a3ebb075-942e-4175-b2b4-6a6d11d4b541,com.snowplowanalytics.snowplow,media_player,jsonschema,2-0-0,a3ebb075-942e-4175-b2b4-6a6d11d4b541,2023-08-04 13:47:44.233,events,"[""events"",""media_player""]",events,6.07015,60.070023,False,,,For bigger fun,False,video,False,False,,1,html5,,100 diff --git a/integration_tests/data/source/com_snowplowanalytics_snowplow_media_session_1.csv 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""2e6e9a94-5b9c-444d-87b7-596270ab198c""}]",,,,,,,"[{""deviceFamily"": ""Mac"", ""osFamily"": ""Mac OS X"", ""osMajor"": ""10"", ""osMinor"": ""15"", ""osPatch"": ""7"", ""osPatchMinor"": null, ""osVersion"": ""Mac OS X 10.15.7"", ""useragentFamily"": ""Chrome"", ""useragentMajor"": ""115"", ""useragentMinor"": ""0"", ""useragentPatch"": ""0"", ""useragentVersion"": ""Chrome 115.0.0""}]","[{""agentClass"": ""Browser"", ""agentInformationEmail"": ""Unknown"", ""agentName"": ""Chromium"", ""agentNameVersion"": ""Chromium 115"", ""agentNameVersionMajor"": ""Chromium 115"", ""agentVersion"": ""115"", ""agentVersionMajor"": ""115"", ""deviceBrand"": ""Apple"", ""deviceClass"": ""Desktop"", ""deviceCpu"": ""Intel"", ""deviceCpuBits"": ""64"", ""deviceName"": ""Apple Macintosh"", ""layoutEngineClass"": ""Browser"", ""layoutEngineName"": ""Blink"", ""layoutEngineNameVersion"": ""Blink 115"", ""layoutEngineNameVersionMajor"": ""Blink 115"", ""layoutEngineVersion"": ""115"", ""layoutEngineVersionMajor"": ""115"", ""networkType"": ""Unknown"", ""operatingSystemClass"": ""Desktop"", ""operatingSystemName"": ""Mac OS"", ""operatingSystemNameVersion"": ""Mac OS >=10.15.7"", ""operatingSystemNameVersionMajor"": ""Mac OS >=10.15"", ""operatingSystemVersion"": "">=10.15.7"", ""operatingSystemVersionBuild"": ""??"", ""operatingSystemVersionMajor"": "">=10.15"", ""webviewAppName"": ""Unknown"", ""webviewAppNameVersionMajor"": ""Unknown ??"", ""webviewAppVersion"": ""??"", ""webviewAppVersionMajor"": ""??""}]",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/integration_tests/dbt_project.yml b/integration_tests/dbt_project.yml index 3c00aca..8f1e9bf 100644 --- a/integration_tests/dbt_project.yml +++ b/integration_tests/dbt_project.yml @@ -53,6 +53,11 @@ vars: snowplow__enable_youtube: true snowplow__enable_whatwg_media: true snowplow__enable_whatwg_video: true + snowplow__enable_media_player_v1: true + snowplow__enable_media_player_v2: true + snowplow__enable_media_session: true + snowplow__enable_media_ad: true + snowplow__enable_media_ad_break: true # Variables - Warehouse Specific snowplow__page_view_context: 'snowplow_web_page_view_context' @@ -117,13 +122,49 @@ seeds: base_currency: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' etl_tags: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' dvce_sent_tstamp: timestamp - refr_domain_userid: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' refr_dvce_tstamp: timestamp derived_tstamp: timestamp true_tstamp: timestamp load_tstamp: timestamp com_snowplowanalytics_snowplow_media_player_1: + +enabled: '{{ target.type in ["redshift", "postgres"] | as_bool() }}' + +quote_columns: true + +column_types: + root_tstamp: timestamp + current_time: float + percent_progress: integer + duration: float + + com_snowplowanalytics_snowplow_media_player_2: + +enabled: '{{ target.type in ["redshift", "postgres"] | as_bool() }}' + +quote_columns: true + +column_types: + root_tstamp: timestamp + current_time: float + duration: float + quality: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + + com_snowplowanalytics_snowplow_media_session_1: + +enabled: '{{ target.type in ["redshift", "postgres"] | as_bool() }}' + +quote_columns: true + +column_types: + root_tstamp: timestamp + + com_snowplowanalytics_snowplow_media_ad_1: + +enabled: '{{ target.type in ["redshift", "postgres"] | as_bool() }}' + +quote_columns: true + +column_types: + root_tstamp: timestamp + pod_position: integer + + com_snowplowanalytics_snowplow_media_ad_break_1: + +enabled: '{{ target.type in ["redshift", "postgres"] | as_bool() }}' + +quote_columns: true + +column_types: + root_tstamp: timestamp + + com_snowplowanalytics_snowplow_media_ad_quartile_event_1: +enabled: '{{ target.type in ["redshift", "postgres"] | as_bool() }}' +quote_columns: true +column_types: @@ -160,6 +201,18 @@ seeds: +column_types: root_tstamp: timestamp + com_snowplowanalytics_mobile_screen_1: + +enabled: '{{ target.type in ["redshift", "postgres"] | as_bool() }}' + +quote_columns: true + +column_types: + root_tstamp: timestamp + + com_snowplowanalytics_snowplow_client_session_1: + +enabled: '{{ target.type in ["redshift", "postgres"] | as_bool() }}' + +quote_columns: true + +column_types: + root_tstamp: timestamp + expected: snowplow_media_player_base_expected: +column_types: @@ -167,11 +220,9 @@ seeds: page_view_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' media_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' media_label: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' - domain_sessionid: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + session_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' domain_userid: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' - duration: float - media_type: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' - media_player_type: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + user_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' page_referrer: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' page_url: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' source_url: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' @@ -180,26 +231,41 @@ seeds: dvce_type: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' os_name: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' os_timezone: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + platform: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + duration_secs: float + media_type: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + media_player_type: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' start_tstamp: timestamp end_tstamp: timestamp - play_time_sec: integer - play_time_sec_muted: integer + avg_playback_rate: float + play_time_secs: float + play_time_muted_secs: float + paused_time_secs: float + buffering_time_secs: float + ads_time_secs: float + seeks: integer + ads: integer + ads_clicked: integer + ads_skipped: integer + ad_breaks: integer is_played: boolean is_valid_play: boolean is_complete_play: boolean - avg_playback_rate: float retention_rate: float - seeks: integer percent_progress_reached: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + content_watched_secs: float + content_watched_percent: float + snowplow_media_player_media_stats_expected: +column_types: media_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' media_label: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' - duration: float + duration_secs: float media_type: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' media_player_type: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' - play_time_min: float - avg_play_time_min: float + play_time_mins: float + avg_play_time_mins: float + avg_content_watched_mins: float first_play: timestamp last_play: timestamp plays: integer @@ -217,3 +283,58 @@ seeds: _50_percent_reached: integer _75_percent_reached: integer _100_percent_reached: integer + + snowplow_media_player_media_ad_views_expected: + +column_types: + media_ad_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + platform: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + media_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + media_label: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + domain_userid: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + user_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + play_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + ad_break_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + ad_break_name: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + ad_break_type: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + ad_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + name: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + creative_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + duration_secs: float + skippable: boolean + pod_position: integer + clicked: boolean + skipped: boolean + _25_percent_reached: boolean + _50_percent_reached: boolean + _75_percent_reached: boolean + _100_percent_reached: boolean + viewed_at: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + + snowplow_media_player_media_ads_expected: + +column_types: + media_ad_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + platform: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + media_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + media_label: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + ad_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + name: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + creative_id: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + duration_secs: float + skippable: boolean + pod_position: integer + views: integer + clicked: integer + skipped: integer + _25_percent_reached: integer + _50_percent_reached: integer + _75_percent_reached: integer + _100_percent_reached: integer + views_unique: integer + clicked_unique: integer + skipped_unique: integer + _25_percent_reached_unique: integer + _50_percent_reached_unique: integer + _75_percent_reached_unique: integer + _100_percent_reached_unique: integer + first_view: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' + last_view: '{{ "string" if target.type in ["bigquery", "databricks", "spark"] else "varchar" }}' diff --git a/integration_tests/models/actual/actual_vs_expected.yml b/integration_tests/models/actual/actual_vs_expected.yml index bd0a6a9..5e7d84e 100644 --- a/integration_tests/models/actual/actual_vs_expected.yml +++ b/integration_tests/models/actual/actual_vs_expected.yml @@ -12,9 +12,9 @@ models: - page_view_id - media_id - media_label - - domain_sessionid + - session_id - domain_userid - - duration + - duration_secs - media_type - media_player_type - page_referrer @@ -27,8 +27,8 @@ models: - os_timezone - start_tstamp - end_tstamp - - play_time_sec - - play_time_sec_muted + - play_time_secs + - play_time_muted_secs - is_played - is_valid_play - is_complete_play @@ -36,6 +36,7 @@ models: - retention_rate - seeks - percent_progress_reached + - name: snowplow_media_player_media_stats_actual tests: - dbt_utils.equal_rowcount: @@ -45,7 +46,7 @@ models: compare_columns: - media_id - media_label - - duration + - duration_secs - media_type - media_player_type - first_play @@ -60,3 +61,69 @@ models: - _50_percent_reached - _75_percent_reached - _100_percent_reached + + - name: snowplow_media_player_media_ad_views_actual + tests: + - dbt_utils.equal_rowcount: + compare_model: ref('snowplow_media_player_media_ad_views_expected_stg') + - dbt_utils.equality: + compare_model: ref('snowplow_media_player_media_ad_views_expected_stg') + compare_columns: + - media_ad_id + - platform + - media_id + - media_label + - domain_userid + - user_id + - play_id + - ad_break_id + - ad_break_name + - ad_break_type + - ad_id + - name + - creative_id + - duration_secs + - pod_position + - skippable + - clicked + - skipped + - _25_percent_reached + - _50_percent_reached + - _75_percent_reached + - _100_percent_reached + - viewed_at + - last_event + + - name: snowplow_media_player_media_ads_actual + tests: + - dbt_utils.equal_rowcount: + compare_model: ref('snowplow_media_player_media_ads_expected_stg') + - dbt_utils.equality: + compare_model: ref('snowplow_media_player_media_ads_expected_stg') + compare_columns: + - media_ad_id + - platform + - media_id + - media_label + - ad_id + - name + - creative_id + - duration_secs + - skippable + - pod_position + - views + - clicked + - skipped + - _25_percent_reached + - _50_percent_reached + - _75_percent_reached + - _100_percent_reached + - views_unique + - clicked_unique + - skipped_unique + - _25_percent_reached_unique + - _50_percent_reached_unique + - _75_percent_reached_unique + - _100_percent_reached_unique + - first_view + - last_view diff --git a/integration_tests/models/expected/snowplow_media_player_media_ad_views_expected_stg.sql b/integration_tests/models/expected/snowplow_media_player_media_ad_views_expected_stg.sql new file mode 100644 index 0000000..25c6342 --- /dev/null +++ b/integration_tests/models/expected/snowplow_media_player_media_ad_views_expected_stg.sql @@ -0,0 +1,4 @@ + +select * + +from {{ ref('snowplow_media_player_media_ad_views_expected') }} diff --git a/integration_tests/models/expected/snowplow_media_player_media_ads_expected_stg.sql b/integration_tests/models/expected/snowplow_media_player_media_ads_expected_stg.sql new file mode 100644 index 0000000..ff1d604 --- /dev/null +++ b/integration_tests/models/expected/snowplow_media_player_media_ads_expected_stg.sql @@ -0,0 +1,4 @@ + +select * + +from {{ ref('snowplow_media_player_media_ads_expected') }} diff --git a/integration_tests/models/source/bigquery/snowplow_media_player_events_stg.sql b/integration_tests/models/source/bigquery/snowplow_media_player_events_stg.sql index 07173c9..1d0ecb8 100644 --- a/integration_tests/models/source/bigquery/snowplow_media_player_events_stg.sql +++ b/integration_tests/models/source/bigquery/snowplow_media_player_events_stg.sql @@ -5,37 +5,91 @@ -- page view context is given as json string in csv. Extract array from json with prep as ( -select - * - except(contexts_com_snowplowanalytics_snowplow_web_page_1_0_0, - contexts_org_whatwg_video_element_1_0_0, - contexts_org_whatwg_media_element_1_0_0, - contexts_com_youtube_youtube_1_0_0, - contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, - unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0), - JSON_EXTRACT_ARRAY(contexts_com_snowplowanalytics_snowplow_web_page_1_0_0) AS contexts_com_snowplowanalytics_snowplow_web_page_1_0_0, - JSON_EXTRACT_ARRAY(contexts_org_whatwg_video_element_1_0_0) AS contexts_org_whatwg_video_element_1_0_0, - JSON_EXTRACT_ARRAY(contexts_org_whatwg_media_element_1_0_0) AS contexts_org_whatwg_media_element_1_0_0, - JSON_EXTRACT_ARRAY(contexts_com_youtube_youtube_1_0_0) AS contexts_com_youtube_youtube_1_0_0, - JSON_EXTRACT_ARRAY(contexts_com_snowplowanalytics_snowplow_media_player_1_0_0) AS contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, - JSON_EXTRACT_ARRAY(unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0) AS unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0 + select + * except( + contexts_com_snowplowanalytics_snowplow_web_page_1_0_0, + contexts_com_snowplowanalytics_mobile_screen_1_0_0, + contexts_com_snowplowanalytics_snowplow_client_session_1_0_2, + contexts_org_whatwg_video_element_1_0_0, + contexts_org_whatwg_media_element_1_0_0, + contexts_com_youtube_youtube_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_player_2_0_0, + contexts_com_snowplowanalytics_snowplow_media_session_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0, + unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0, + unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_client_session_1_0_2, + sf_contexts_org_whatwg_video_element_1_0_0, + sf_contexts_org_whatwg_media_element_1_0_0, + sf_contexts_com_youtube_youtube_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_player_2_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_session_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0, + sf_unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0 + ), + JSON_EXTRACT_ARRAY(contexts_com_snowplowanalytics_snowplow_web_page_1_0_0) AS contexts_com_snowplowanalytics_snowplow_web_page_1_0_0, + JSON_EXTRACT_ARRAY(contexts_com_snowplowanalytics_mobile_screen_1_0_0) AS contexts_com_snowplowanalytics_mobile_screen_1_0_0, + JSON_EXTRACT_ARRAY(contexts_com_snowplowanalytics_snowplow_client_session_1_0_2) AS contexts_com_snowplowanalytics_snowplow_client_session_1_0_2, + JSON_EXTRACT_ARRAY(contexts_org_whatwg_video_element_1_0_0) AS contexts_org_whatwg_video_element_1_0_0, + JSON_EXTRACT_ARRAY(contexts_org_whatwg_media_element_1_0_0) AS contexts_org_whatwg_media_element_1_0_0, + JSON_EXTRACT_ARRAY(contexts_com_youtube_youtube_1_0_0) AS contexts_com_youtube_youtube_1_0_0, + JSON_EXTRACT_ARRAY(contexts_com_snowplowanalytics_snowplow_media_player_1_0_0) AS contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, + JSON_EXTRACT_ARRAY(contexts_com_snowplowanalytics_snowplow_media_player_2_0_0) AS contexts_com_snowplowanalytics_snowplow_media_player_2_0_0, + JSON_EXTRACT_ARRAY(contexts_com_snowplowanalytics_snowplow_media_session_1_0_0) AS contexts_com_snowplowanalytics_snowplow_media_session_1_0_0, + JSON_EXTRACT_ARRAY(contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0) AS contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0, + JSON_EXTRACT_ARRAY(contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0) AS contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0, + PARSE_JSON(unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0) AS unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0, + PARSE_JSON(unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0) AS unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0 -from {{ ref('snowplow_media_player_events') }} + from {{ ref('snowplow_media_player_events') }} ) -- recreate repeated record field i.e. array of structs as is originally in BQ events table select - * - except(contexts_com_snowplowanalytics_snowplow_web_page_1_0_0, - contexts_org_whatwg_video_element_1_0_0, - contexts_org_whatwg_media_element_1_0_0, - contexts_com_youtube_youtube_1_0_0, - contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, - unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0), + * except( + contexts_com_snowplowanalytics_snowplow_web_page_1_0_0, + contexts_com_snowplowanalytics_mobile_screen_1_0_0, + contexts_com_snowplowanalytics_snowplow_client_session_1_0_2, + contexts_org_whatwg_video_element_1_0_0, + contexts_org_whatwg_media_element_1_0_0, + contexts_com_youtube_youtube_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_player_2_0_0, + contexts_com_snowplowanalytics_snowplow_media_session_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0, + unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0, + unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0 + ), array( select as struct JSON_EXTRACT_scalar(json_array,'$.id') as id from unnest(contexts_com_snowplowanalytics_snowplow_web_page_1_0_0) as json_array - ) as contexts_com_snowplowanalytics_snowplow_web_page_1_0_0, + ) as contexts_com_snowplowanalytics_snowplow_web_page_1_0_0, + array( + select as struct JSON_EXTRACT_scalar(json_array,'$.name') as name, + JSON_EXTRACT_scalar(json_array,'$.type') as type, + JSON_EXTRACT_scalar(json_array,'$.id') as id, + JSON_EXTRACT_scalar(json_array,'$.view_controller') as view_controller, + JSON_EXTRACT_scalar(json_array,'$.top_view_controller') as top_view_controller, + JSON_EXTRACT_scalar(json_array,'$.activity') as activity, + JSON_EXTRACT_scalar(json_array,'$.fragment') as fragment + from unnest(contexts_com_snowplowanalytics_mobile_screen_1_0_0) as json_array + ) as contexts_com_snowplowanalytics_mobile_screen_1_0_0, + array( + select as struct JSON_EXTRACT_scalar(json_array,'$.user_id') as user_id, + JSON_EXTRACT_scalar(json_array,'$.session_id') as session_id, + JSON_EXTRACT_scalar(json_array,'$.session_index') as session_index, + JSON_EXTRACT_scalar(json_array,'$.event_index') as event_index, + JSON_EXTRACT_scalar(json_array,'$.previous_session_id') as previous_session_id, + JSON_EXTRACT_scalar(json_array,'$.storage_mechanism') as storage_mechanism, + JSON_EXTRACT_scalar(json_array,'$.first_event_id') as first_event_id, + JSON_EXTRACT_scalar(json_array,'$.first_event_timestamp') as first_event_timestamp + from unnest(contexts_com_snowplowanalytics_snowplow_client_session_1_0_2) as json_array + ) as contexts_com_snowplowanalytics_snowplow_client_session_1_0_2, array( select as struct JSON_EXTRACT_scalar(json_array,'$.video_height') as video_height, JSON_EXTRACT_scalar(json_array,'$.video_width') as video_width, @@ -43,7 +97,7 @@ select JSON_EXTRACT_scalar(json_array,'$.disable_picture_in_picture') as disable_picture_in_picture, JSON_EXTRACT_scalar(json_array,'$.poster') as poster from unnest(contexts_org_whatwg_video_element_1_0_0) as json_array - ) as contexts_org_whatwg_video_element_1_0_0, + ) as contexts_org_whatwg_video_element_1_0_0, array( select as struct JSON_EXTRACT_scalar(json_array,'$.auto_play') as auto_play, JSON_EXTRACT_scalar(json_array,'$.current_src') as current_src, @@ -65,7 +119,7 @@ select JSON_EXTRACT_scalar(json_array,'$.src') as src, JSON_EXTRACT_scalar(json_array,'$.text_tracks') as text_tracks from unnest(contexts_org_whatwg_media_element_1_0_0) as json_array - ) as contexts_org_whatwg_media_element_1_0_0, + ) as contexts_org_whatwg_media_element_1_0_0, array( select as struct JSON_EXTRACT_scalar(json_array,'$.auto_play') as auto_play, JSON_EXTRACT_scalar(json_array,'$.available_playback_rates') as available_playback_rates, @@ -88,22 +142,82 @@ select from unnest(contexts_com_youtube_youtube_1_0_0) as json_array ) as contexts_com_youtube_youtube_1_0_0, array( - select as struct JSON_EXTRACT_scalar(json_array,'$.current_time') as current_time, - JSON_EXTRACT_scalar(json_array,'$.ended') as ended, - JSON_EXTRACT_scalar(json_array,'$.loop') as loop, - JSON_EXTRACT_scalar(json_array,'$.muted') as muted, - JSON_EXTRACT_scalar(json_array,'$.paused') as paused, - JSON_EXTRACT_scalar(json_array,'$.playback_rate') as playback_rate, + select as struct cast(JSON_EXTRACT_scalar(json_array,'$.current_time') as float64) as current_time, + cast(JSON_EXTRACT_scalar(json_array,'$.ended') as boolean) as ended, + cast(JSON_EXTRACT_scalar(json_array,'$.loop') as boolean) as loop, + cast(JSON_EXTRACT_scalar(json_array,'$.muted') as boolean) as muted, + cast(JSON_EXTRACT_scalar(json_array,'$.paused') as boolean) as paused, + cast(JSON_EXTRACT_scalar(json_array,'$.playback_rate') as float64) as playback_rate, JSON_EXTRACT_scalar(json_array,'$.volume') as volume, cast(JSON_EXTRACT_scalar(json_array,'$.duration') as float64) as duration, JSON_EXTRACT_scalar(json_array,'$.is_live') as is_live, - JSON_EXTRACT_scalar(json_array,'$.percent_progress') as percent_progress + cast(JSON_EXTRACT_scalar(json_array,'$.percent_progress') as integer) as percent_progress from unnest(contexts_com_snowplowanalytics_snowplow_media_player_1_0_0) as json_array - ) as contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, + ) as contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, array( - select as struct JSON_EXTRACT_scalar(json_array,'$.type') as type, - JSON_EXTRACT_scalar(json_array,'$.label') as label - from unnest(unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0) as json_array - ) as unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0 + select as struct cast(JSON_EXTRACT_scalar(json_array,'$.current_time') as float64) as current_time, + cast(JSON_EXTRACT_scalar(json_array,'$.duration') as float64) as duration, + cast(JSON_EXTRACT_scalar(json_array,'$.ended') as boolean) as ended, + cast(JSON_EXTRACT_scalar(json_array,'$.fullscreen') as boolean) as fullscreen, + cast(JSON_EXTRACT_scalar(json_array,'$.livestream') as boolean) as livestream, + JSON_EXTRACT_scalar(json_array,'$.label') as label, + cast(JSON_EXTRACT_scalar(json_array,'$.loop') as boolean) as loop, + JSON_EXTRACT_scalar(json_array,'$.media_type') as media_type, + cast(JSON_EXTRACT_scalar(json_array,'$.muted') as boolean) as muted, + cast(JSON_EXTRACT_scalar(json_array,'$.paused') as boolean) as paused, + cast(JSON_EXTRACT_scalar(json_array,'$.picture_in_picture') as boolean) as picture_in_picture, + cast(JSON_EXTRACT_scalar(json_array,'$.playback_rate') as float64) as playback_rate, + JSON_EXTRACT_scalar(json_array,'$.player_type') as player_type, + JSON_EXTRACT_scalar(json_array,'$.quality') as quality, + JSON_EXTRACT_scalar(json_array,'$.volume') as volume + + from unnest(contexts_com_snowplowanalytics_snowplow_media_player_2_0_0) as json_array + ) as contexts_com_snowplowanalytics_snowplow_media_player_2_0_0, + array( + select as struct JSON_EXTRACT_scalar(json_array,'$.media_session_id') as media_session_id, + JSON_EXTRACT_scalar(json_array,'$.started_at') as started_at, + JSON_EXTRACT_scalar(json_array,'$.ping_interval') as ping_interval, + cast(JSON_EXTRACT_scalar(json_array,'$.time_played') as float64) as time_played, + cast(JSON_EXTRACT_scalar(json_array,'$.time_played_muted') as float64) as time_played_muted, + cast(JSON_EXTRACT_scalar(json_array,'$.time_paused') as float64) as time_paused, + cast(JSON_EXTRACT_scalar(json_array,'$.content_watched') as float64) as content_watched, + cast(JSON_EXTRACT_scalar(json_array,'$.time_buffering') as float64) as time_buffering, + cast(JSON_EXTRACT_scalar(json_array,'$.time_spent_ads') as float64) as time_spent_ads, + cast(JSON_EXTRACT_scalar(json_array,'$.ads') as integer) as ads, + cast(JSON_EXTRACT_scalar(json_array,'$.ads_clicked') as integer) as ads_clicked, + cast(JSON_EXTRACT_scalar(json_array,'$.ads_skipped') as integer) as ads_skipped, + cast(JSON_EXTRACT_scalar(json_array,'$.ad_breaks') as integer) as ad_breaks, + cast(JSON_EXTRACT_scalar(json_array,'$.avg_playback_rate') as float64) as avg_playback_rate + + from unnest(contexts_com_snowplowanalytics_snowplow_media_session_1_0_0) as json_array + ) as contexts_com_snowplowanalytics_snowplow_media_session_1_0_0, + array( + select as struct JSON_EXTRACT_scalar(json_array,'$.name') as name, + JSON_EXTRACT_scalar(json_array,'$.ad_id') as ad_id, + JSON_EXTRACT_scalar(json_array,'$.creative_id') as creative_id, + cast(JSON_EXTRACT_scalar(json_array,'$.pod_position') as integer) as pod_position, + cast(JSON_EXTRACT_scalar(json_array,'$.duration') as float64) as duration, + cast(JSON_EXTRACT_scalar(json_array,'$.skippable') as boolean) as skippable + + from unnest(contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0) as json_array + ) as contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0, + array( + select as struct JSON_EXTRACT_scalar(json_array,'$.name') as name, + JSON_EXTRACT_scalar(json_array,'$.break_id') as break_id, + JSON_EXTRACT_scalar(json_array,'$.start_time') as start_time, + JSON_EXTRACT_scalar(json_array,'$.break_type') as break_type, + JSON_EXTRACT_scalar(json_array,'$.pod_size') as pod_size + + from unnest(contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0) as json_array + ) as contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0, + + struct( + JSON_EXTRACT_scalar(unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0,'$.type') as type, + JSON_EXTRACT_scalar(unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0,'$.label') as label + ) as unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0, + + struct( + cast(JSON_EXTRACT_scalar(unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0,'$.percent_progress') as integer) as percent_progress + ) as unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0 from prep diff --git a/integration_tests/models/source/databricks/snowplow_media_player_events_stg.sql b/integration_tests/models/source/databricks/snowplow_media_player_events_stg.sql index a92fba5..ba3cc19 100644 --- a/integration_tests/models/source/databricks/snowplow_media_player_events_stg.sql +++ b/integration_tests/models/source/databricks/snowplow_media_player_events_stg.sql @@ -1,431 +1,55 @@ -{{ config( - materialized='table', +{{ + config( + materialized='table', ) }} with prep as ( select - app_id, - platform, - etl_tstamp, - collector_tstamp, - dvce_created_tstamp, - event, - event_id, - txn_id, - name_tracker, - v_tracker, - v_collector, - v_etl, - user_id, - user_ipaddress, - user_fingerprint, - domain_userid, - domain_sessionidx, - network_userid, - geo_country, - geo_region, - geo_city, - geo_zipcode, - geo_latitude, - geo_longitude, - geo_region_name, - ip_isp, - ip_organization, - ip_domain, - ip_netspeed, - page_url, - page_title, - page_referrer, - page_urlscheme, - page_urlhost, - page_urlport, - page_urlpath, - page_urlquery, - page_urlfragment, - refr_urlscheme, - refr_urlhost, - refr_urlport, - refr_urlpath, - refr_urlquery, - refr_urlfragment, - refr_medium, - refr_source, - refr_term, - mkt_medium, - mkt_source, - mkt_term, - mkt_content, - mkt_campaign, - se_category, - se_action, - se_label, - se_property, - se_value, - tr_orderid, - tr_affiliation, - tr_total, - tr_tax, - tr_shipping, - tr_city, - tr_state, - tr_country, - ti_orderid, - ti_sku, - ti_name, - ti_category, - ti_price, - ti_quantity, - pp_xoffset_min, - pp_xoffset_max, - pp_yoffset_min, - pp_yoffset_max, - useragent, - br_name, - br_family, - br_version, - br_type, - br_renderengine, - br_lang, - br_features_pdf, - br_features_flash, - br_features_java, - br_features_director, - br_features_quicktime, - br_features_realplayer, - br_features_windowsmedia, - br_features_gears, - br_features_silverlight, - br_cookies, - br_colordepth, - br_viewwidth, - br_viewheight, - os_name, - os_family, - os_manufacturer, - os_timezone, - dvce_type, - dvce_ismobile, - dvce_screenwidth, - dvce_screenheight, - doc_charset, - doc_width, - doc_height, - tr_currency, - tr_total_base, - tr_tax_base, - tr_shipping_base, - ti_currency, - ti_price_base, - base_currency, - geo_timezone, - mkt_clickid, - mkt_network, - etl_tags, - dvce_sent_tstamp, - refr_domain_userid, - refr_dvce_tstamp, - domain_sessionid, - derived_tstamp, - event_vendor, - event_name, - event_format, - event_version, - event_fingerprint, - true_tstamp, - event_id_dedupe_index, - row_count, + * except( + contexts_com_snowplowanalytics_snowplow_web_page_1_0_0, + contexts_com_snowplowanalytics_mobile_screen_1_0_0, + contexts_com_snowplowanalytics_snowplow_client_session_1_0_2, + contexts_org_whatwg_video_element_1_0_0, + contexts_org_whatwg_media_element_1_0_0, + contexts_com_youtube_youtube_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_player_2_0_0, + contexts_com_snowplowanalytics_snowplow_media_session_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0, + unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0, + unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_client_session_1_0_2, + sf_contexts_org_whatwg_video_element_1_0_0, + sf_contexts_org_whatwg_media_element_1_0_0, + sf_contexts_com_youtube_youtube_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_player_2_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_session_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0, + sf_unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0 + ), from_json(contexts_com_snowplowanalytics_snowplow_web_page_1_0_0, 'array>') as contexts_com_snowplowanalytics_snowplow_web_page_1, - from_json(contexts_org_whatwg_video_element_1_0_0, 'array>') as contexts_org_whatwg_video_element_1, - from_json(contexts_org_whatwg_media_element_1_0_0, 'array>') as contexts_org_whatwg_media_element_1, - from_json(contexts_com_youtube_youtube_1_0_0, 'array>') as contexts_com_youtube_youtube_1, - from_json(contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, 'array>') as contexts_com_snowplowanalytics_snowplow_media_player_1, - from_json(unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0, 'array>') as unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1 + from_json(contexts_com_snowplowanalytics_mobile_screen_1_0_0, 'array>') as contexts_com_snowplowanalytics_mobile_screen_1, + from_json(contexts_com_snowplowanalytics_snowplow_client_session_1_0_2, 'array>') as contexts_com_snowplowanalytics_snowplow_client_session_1, + from_json(contexts_org_whatwg_video_element_1_0_0, 'array>') as contexts_org_whatwg_video_element_1, + from_json(contexts_org_whatwg_media_element_1_0_0, 'array>') as contexts_org_whatwg_media_element_1, + from_json(contexts_com_youtube_youtube_1_0_0, 'array>') as contexts_com_youtube_youtube_1, + from_json(contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, 'array>') as contexts_com_snowplowanalytics_snowplow_media_player_1, + from_json(contexts_com_snowplowanalytics_snowplow_media_player_2_0_0, 'array>') as contexts_com_snowplowanalytics_snowplow_media_player_2, + from_json(contexts_com_snowplowanalytics_snowplow_media_session_1_0_0, 'array>') as contexts_com_snowplowanalytics_snowplow_media_session_1, + from_json(contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0, 'array>') as contexts_com_snowplowanalytics_snowplow_media_ad_1, + from_json(contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0, 'array>') as contexts_com_snowplowanalytics_snowplow_media_ad_break_1, + from_json(unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0, 'struct') as unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1, + from_json(unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0, 'struct') as unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1 from {{ ref('snowplow_media_player_events') }} ) -, struct_base as ( select - app_id, - platform, - etl_tstamp, - collector_tstamp, - dvce_created_tstamp, - event, - event_id, - txn_id, - name_tracker, - v_tracker, - v_collector, - v_etl, - user_id, - user_ipaddress, - user_fingerprint, - domain_userid, - domain_sessionidx, - network_userid, - geo_country, - geo_region, - geo_city, - geo_zipcode, - geo_latitude, - geo_longitude, - geo_region_name, - ip_isp, - ip_organization, - ip_domain, - ip_netspeed, - page_url, - page_title, - page_referrer, - page_urlscheme, - page_urlhost, - page_urlport, - page_urlpath, - page_urlquery, - page_urlfragment, - refr_urlscheme, - refr_urlhost, - refr_urlport, - refr_urlpath, - refr_urlquery, - refr_urlfragment, - refr_medium, - refr_source, - refr_term, - mkt_medium, - mkt_source, - mkt_term, - mkt_content, - mkt_campaign, - se_category, - se_action, - se_label, - se_property, - se_value, - tr_orderid, - tr_affiliation, - tr_total, - tr_tax, - tr_shipping, - tr_city, - tr_state, - tr_country, - ti_orderid, - ti_sku, - ti_name, - ti_category, - ti_price, - ti_quantity, - pp_xoffset_min, - pp_xoffset_max, - pp_yoffset_min, - pp_yoffset_max, - useragent, - br_name, - br_family, - br_version, - br_type, - br_renderengine, - br_lang, - br_features_pdf, - br_features_flash, - br_features_java, - br_features_director, - br_features_quicktime, - br_features_realplayer, - br_features_windowsmedia, - br_features_gears, - br_features_silverlight, - br_cookies, - br_colordepth, - br_viewwidth, - br_viewheight, - os_name, - os_family, - os_manufacturer, - os_timezone, - dvce_type, - dvce_ismobile, - dvce_screenwidth, - dvce_screenheight, - doc_charset, - doc_width, - doc_height, - tr_currency, - tr_total_base, - tr_tax_base, - tr_shipping_base, - ti_currency, - ti_price_base, - base_currency, - geo_timezone, - mkt_clickid, - mkt_network, - etl_tags, - dvce_sent_tstamp, - refr_domain_userid, - refr_dvce_tstamp, - domain_sessionid, - derived_tstamp, - event_vendor, - event_name, - event_format, - event_version, - event_fingerprint, - true_tstamp, - event_id_dedupe_index, - row_count, - contexts_com_snowplowanalytics_snowplow_web_page_1, - contexts_org_whatwg_video_element_1, - contexts_org_whatwg_media_element_1, - contexts_com_youtube_youtube_1, - contexts_com_snowplowanalytics_snowplow_media_player_1, - unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1[0].type::STRING as type, - unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1[0].label::STRING as label + * from prep - -) - - select - app_id, - platform, - etl_tstamp, - collector_tstamp, - dvce_created_tstamp, - event, - event_id, - txn_id, - name_tracker, - v_tracker, - v_collector, - v_etl, - user_id, - user_ipaddress, - user_fingerprint, - domain_userid, - domain_sessionidx, - network_userid, - geo_country, - geo_region, - geo_city, - geo_zipcode, - geo_latitude, - geo_longitude, - geo_region_name, - ip_isp, - ip_organization, - ip_domain, - ip_netspeed, - page_url, - page_title, - page_referrer, - page_urlscheme, - page_urlhost, - page_urlport, - page_urlpath, - page_urlquery, - page_urlfragment, - refr_urlscheme, - refr_urlhost, - refr_urlport, - refr_urlpath, - refr_urlquery, - refr_urlfragment, - refr_medium, - refr_source, - refr_term, - mkt_medium, - mkt_source, - mkt_term, - mkt_content, - mkt_campaign, - se_category, - se_action, - se_label, - se_property, - se_value, - tr_orderid, - tr_affiliation, - tr_total, - tr_tax, - tr_shipping, - tr_city, - tr_state, - tr_country, - ti_orderid, - ti_sku, - ti_name, - ti_category, - ti_price, - ti_quantity, - pp_xoffset_min, - pp_xoffset_max, - pp_yoffset_min, - pp_yoffset_max, - useragent, - br_name, - br_family, - br_version, - br_type, - br_renderengine, - br_lang, - br_features_pdf, - br_features_flash, - br_features_java, - br_features_director, - br_features_quicktime, - br_features_realplayer, - br_features_windowsmedia, - br_features_gears, - br_features_silverlight, - br_cookies, - br_colordepth, - br_viewwidth, - br_viewheight, - os_name, - os_family, - os_manufacturer, - os_timezone, - dvce_type, - dvce_ismobile, - dvce_screenwidth, - dvce_screenheight, - doc_charset, - doc_width, - doc_height, - tr_currency, - tr_total_base, - tr_tax_base, - tr_shipping_base, - ti_currency, - ti_price_base, - base_currency, - geo_timezone, - mkt_clickid, - mkt_network, - etl_tags, - dvce_sent_tstamp, - refr_domain_userid, - refr_dvce_tstamp, - domain_sessionid, - derived_tstamp, - event_vendor, - event_name, - event_format, - event_version, - event_fingerprint, - true_tstamp, - event_id_dedupe_index, - row_count, - contexts_com_snowplowanalytics_snowplow_web_page_1, - contexts_org_whatwg_video_element_1, - contexts_org_whatwg_media_element_1, - contexts_com_youtube_youtube_1, - contexts_com_snowplowanalytics_snowplow_media_player_1, - struct(type, label) as unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1 - - from struct_base diff --git a/integration_tests/models/source/default/snowplow_media_player_events_stg.sql b/integration_tests/models/source/default/snowplow_media_player_events_stg.sql index 7603dec..271ad21 100644 --- a/integration_tests/models/source/default/snowplow_media_player_events_stg.sql +++ b/integration_tests/models/source/default/snowplow_media_player_events_stg.sql @@ -1,6 +1,17 @@ select - * + * except( + sf_contexts_com_snowplowanalytics_snowplow_client_session_1_0_2, + sf_contexts_org_whatwg_video_element_1_0_0, + sf_contexts_org_whatwg_media_element_1_0_0, + sf_contexts_com_youtube_youtube_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_player_2_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_session_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0, + sf_unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0 + ) from {{ ref('snowplow_media_player_events') }} diff --git a/integration_tests/models/source/snowflake/snowplow_media_player_events_stg.sql b/integration_tests/models/source/snowflake/snowplow_media_player_events_stg.sql index 357d559..ffa6a54 100644 --- a/integration_tests/models/source/snowflake/snowplow_media_player_events_stg.sql +++ b/integration_tests/models/source/snowflake/snowplow_media_player_events_stg.sql @@ -1,351 +1,48 @@ with prep as ( select - app_id, - platform, - etl_tstamp, - collector_tstamp, - dvce_created_tstamp, - event, - event_id, - txn_id, - name_tracker, - v_tracker, - v_collector, - v_etl, - user_id, - user_ipaddress, - user_fingerprint, - domain_userid, - domain_sessionidx, - network_userid, - geo_country, - geo_region, - geo_city, - geo_zipcode, - geo_latitude, - geo_longitude, - geo_region_name, - ip_isp, - ip_organization, - ip_domain, - ip_netspeed, - page_url, - page_title, - page_referrer, - page_urlscheme, - page_urlhost, - page_urlport, - page_urlpath, - page_urlquery, - page_urlfragment, - refr_urlscheme, - refr_urlhost, - refr_urlport, - refr_urlpath, - refr_urlquery, - refr_urlfragment, - refr_medium, - refr_source, - refr_term, - mkt_medium, - mkt_source, - mkt_term, - mkt_content, - mkt_campaign, - se_category, - se_action, - se_label, - se_property, - se_value, - tr_orderid, - tr_affiliation, - tr_total, - tr_tax, - tr_shipping, - tr_city, - tr_state, - tr_country, - ti_orderid, - ti_sku, - ti_name, - ti_category, - ti_price, - ti_quantity, - pp_xoffset_min, - pp_xoffset_max, - pp_yoffset_min, - pp_yoffset_max, - useragent, - br_name, - br_family, - br_version, - br_type, - br_renderengine, - br_lang, - br_features_pdf, - br_features_flash, - br_features_java, - br_features_director, - br_features_quicktime, - br_features_realplayer, - br_features_windowsmedia, - br_features_gears, - br_features_silverlight, - br_cookies, - br_colordepth, - br_viewwidth, - br_viewheight, - os_name, - os_family, - os_manufacturer, - os_timezone, - dvce_type, - dvce_ismobile, - dvce_screenwidth, - dvce_screenheight, - doc_charset, - doc_width, - doc_height, - tr_currency, - tr_total_base, - tr_tax_base, - tr_shipping_base, - ti_currency, - ti_price_base, - base_currency, - geo_timezone, - mkt_clickid, - mkt_network, - etl_tags, - dvce_sent_tstamp, - refr_domain_userid, - refr_dvce_tstamp, - domain_sessionid, - derived_tstamp, - event_vendor, - event_name, - event_format, - event_version, - event_fingerprint, - true_tstamp, - event_id_dedupe_index, - row_count, - parse_json(contexts_com_snowplowanalytics_snowplow_web_page_1_0_0) as contexts_com_snowplowanalytics_snowplow_web_page_1, - parse_json(contexts_org_whatwg_video_element_1_0_0) as contexts_org_whatwg_video_element_1, - parse_json(contexts_org_whatwg_media_element_1_0_0) as contexts_org_whatwg_media_element_1, - parse_json(contexts_com_youtube_youtube_1_0_0) as contexts_com_youtube_youtube_1, - parse_json(contexts_com_snowplowanalytics_snowplow_media_player_1_0_0) as contexts_com_snowplowanalytics_snowplow_media_player_1, - parse_json(unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0) as unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1 - -from {{ ref('snowplow_media_player_events') }} -) - -, flatten as ( - - select - *, - --unstruct_event_com_snowplowanalytics_mobile_screen_view_1[0]:previous_id::varchar AS previousId, - contexts_com_snowplowanalytics_snowplow_web_page_1[0]:id::varchar as id, - contexts_org_whatwg_video_element_1[0]:video_height::varchar as videoHeight, - contexts_org_whatwg_video_element_1[0]:video_width::varchar as videoWidth, - contexts_org_whatwg_video_element_1[0]:auto_picture_in_picture::varchar as autoPictureInPicture, - contexts_org_whatwg_video_element_1[0]:disable_picture_in_picture::varchar as disablePictureInPicture, - contexts_org_whatwg_video_element_1[0]:poster::varchar as poster, - - contexts_org_whatwg_media_element_1[0]:auto_play::varchar as autoPlay, - contexts_org_whatwg_media_element_1[0]:current_src::varchar as currentSrc, - contexts_org_whatwg_media_element_1[0]:default_muted::varchar as defaultMuted, - contexts_org_whatwg_media_element_1[0]:default_playback_rate::varchar as defaultPlaybackRate, - contexts_org_whatwg_media_element_1[0]:html_id::varchar as htmlId, - contexts_org_whatwg_media_element_1[0]:media_type::varchar as mediaType, - contexts_org_whatwg_media_element_1[0]:network_state::varchar as networkState, - contexts_org_whatwg_media_element_1[0]:preload::varchar as preload, - contexts_org_whatwg_media_element_1[0]:ready_state::varchar as readyState, - contexts_org_whatwg_media_element_1[0]:seeking::varchar as seeking, - contexts_org_whatwg_media_element_1[0]:cross_origin::varchar as crossOrigin, - contexts_org_whatwg_media_element_1[0]:disable_remote_playback::varchar as disableRemotePlayback, - contexts_org_whatwg_media_element_1[0]:error::varchar as error, - contexts_org_whatwg_media_element_1[0]:file_extension::varchar as fileExtension, - contexts_org_whatwg_media_element_1[0]:fullscreen::varchar as fullscreen, - contexts_org_whatwg_media_element_1[0]:picture_in_picture::varchar as pictureInPicture, - contexts_org_whatwg_media_element_1[0]:played::varchar as played, - contexts_org_whatwg_media_element_1[0]:src::varchar as src, - contexts_org_whatwg_media_element_1[0]:text_tracks::varchar as textTracks, - - contexts_com_youtube_youtube_1[0]:auto_play::varchar as YautoPlay, - contexts_com_youtube_youtube_1[0]:available_playback_rates::varchar as availablePlaybackRates, - contexts_com_youtube_youtube_1[0]:buffering::varchar as buffering, - contexts_com_youtube_youtube_1[0]:controls::varchar as controls, - contexts_com_youtube_youtube_1[0]:cued::varchar as cued, - contexts_com_youtube_youtube_1[0]:loaded::varchar as loaded, - contexts_com_youtube_youtube_1[0]:playback_quality::varchar as playbackQuality, - contexts_com_youtube_youtube_1[0]:player_id::varchar as playerId, - contexts_com_youtube_youtube_1[0]:unstarted::varchar as unstarted, - contexts_com_youtube_youtube_1[0]:url::varchar as url, - contexts_com_youtube_youtube_1[0]:error::varchar as Yerror, - contexts_com_youtube_youtube_1[0]:fov::varchar as fov, - contexts_com_youtube_youtube_1[0]:origin::varchar as origin, - contexts_com_youtube_youtube_1[0]:pitch::varchar as pitch, - contexts_com_youtube_youtube_1[0]:playlist::varchar as playlist, - contexts_com_youtube_youtube_1[0]:playlist_index::varchar as playlist_index, - contexts_com_youtube_youtube_1[0]:roll::varchar as roll, - contexts_com_youtube_youtube_1[0]:yaw::varchar as yaw, - - contexts_com_snowplowanalytics_snowplow_media_player_1[0]:current_time::varchar as currentTime, - contexts_com_snowplowanalytics_snowplow_media_player_1[0]:ended::varchar as ended, - contexts_com_snowplowanalytics_snowplow_media_player_1[0]:loop::varchar as loop, - contexts_com_snowplowanalytics_snowplow_media_player_1[0]:muted::varchar as muted, - contexts_com_snowplowanalytics_snowplow_media_player_1[0]:paused::varchar as paused, - contexts_com_snowplowanalytics_snowplow_media_player_1[0]:playback_rate::varchar as playbackRate, - contexts_com_snowplowanalytics_snowplow_media_player_1[0]:volume::varchar as volume, - contexts_com_snowplowanalytics_snowplow_media_player_1[0]:duration::varchar as duration, - contexts_com_snowplowanalytics_snowplow_media_player_1[0]:is_live::varchar as isLive, - contexts_com_snowplowanalytics_snowplow_media_player_1[0]:percent_progress::varchar as percentProgress, - - unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1[0]:type as type, - unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1[0]:label as label - -from prep - + * exclude ( + contexts_com_snowplowanalytics_snowplow_web_page_1_0_0, + contexts_com_snowplowanalytics_mobile_screen_1_0_0, + contexts_com_snowplowanalytics_snowplow_client_session_1_0_2, + contexts_org_whatwg_video_element_1_0_0, + contexts_org_whatwg_media_element_1_0_0, + contexts_com_youtube_youtube_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_player_2_0_0, + contexts_com_snowplowanalytics_snowplow_media_session_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0, + contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0, + unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0, + unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_client_session_1_0_2, + sf_contexts_org_whatwg_video_element_1_0_0, + sf_contexts_org_whatwg_media_element_1_0_0, + sf_contexts_com_youtube_youtube_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_player_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_player_2_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_session_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0, + sf_contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0, + sf_unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0 + ), + parse_json(ev.contexts_com_snowplowanalytics_snowplow_web_page_1_0_0) as contexts_com_snowplowanalytics_snowplow_web_page_1, + parse_json(ev.contexts_com_snowplowanalytics_mobile_screen_1_0_0) as contexts_com_snowplowanalytics_mobile_screen_1, + parse_json(ev.sf_contexts_com_snowplowanalytics_snowplow_client_session_1_0_2) as contexts_com_snowplowanalytics_snowplow_client_session_1, + parse_json(ev.sf_contexts_org_whatwg_video_element_1_0_0) as contexts_org_whatwg_video_element_1, + parse_json(ev.sf_contexts_org_whatwg_media_element_1_0_0) as contexts_org_whatwg_media_element_1, + parse_json(ev.sf_contexts_com_youtube_youtube_1_0_0) as contexts_com_youtube_youtube_1, + parse_json(ev.sf_contexts_com_snowplowanalytics_snowplow_media_player_1_0_0) as contexts_com_snowplowanalytics_snowplow_media_player_1, + parse_json(ev.sf_contexts_com_snowplowanalytics_snowplow_media_player_2_0_0) as contexts_com_snowplowanalytics_snowplow_media_player_2, + parse_json(ev.sf_contexts_com_snowplowanalytics_snowplow_media_session_1_0_0) as contexts_com_snowplowanalytics_snowplow_media_session_1, + parse_json(ev.sf_contexts_com_snowplowanalytics_snowplow_media_ad_1_0_0) as contexts_com_snowplowanalytics_snowplow_media_ad_1, + parse_json(ev.sf_contexts_com_snowplowanalytics_snowplow_media_ad_break_1_0_0) as contexts_com_snowplowanalytics_snowplow_media_ad_break_1, + parse_json(ev.unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1_0_0) as unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1, + parse_json(ev.sf_unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1_0_0) as unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1 + + from {{ ref('snowplow_media_player_events') }} as ev ) select - app_id, - platform, - etl_tstamp, - collector_tstamp, - dvce_created_tstamp, - event, - event_id, - txn_id, - name_tracker, - v_tracker, - v_collector, - v_etl, - user_id, - user_ipaddress, - user_fingerprint, - domain_userid, - domain_sessionidx, - network_userid, - geo_country, - geo_region, - geo_city, - geo_zipcode, - geo_latitude, - geo_longitude, - geo_region_name, - ip_isp, - ip_organization, - ip_domain, - ip_netspeed, - page_url, - page_title, - page_referrer, - page_urlscheme, - page_urlhost, - page_urlport, - page_urlpath, - page_urlquery, - page_urlfragment, - refr_urlscheme, - refr_urlhost, - refr_urlport, - refr_urlpath, - refr_urlquery, - refr_urlfragment, - refr_medium, - refr_source, - refr_term, - mkt_medium, - mkt_source, - mkt_term, - mkt_content, - mkt_campaign, - se_category, - se_action, - se_label, - se_property, - se_value, - tr_orderid, - tr_affiliation, - tr_total, - tr_tax, - tr_shipping, - tr_city, - tr_state, - tr_country, - ti_orderid, - ti_sku, - ti_name, - ti_category, - ti_price, - ti_quantity, - pp_xoffset_min, - pp_xoffset_max, - pp_yoffset_min, - pp_yoffset_max, - useragent, - br_name, - br_family, - br_version, - br_type, - br_renderengine, - br_lang, - br_features_pdf, - br_features_flash, - br_features_java, - br_features_director, - br_features_quicktime, - br_features_realplayer, - br_features_windowsmedia, - br_features_gears, - br_features_silverlight, - br_cookies, - br_colordepth, - br_viewwidth, - br_viewheight, - os_name, - os_family, - os_manufacturer, - os_timezone, - dvce_type, - dvce_ismobile, - dvce_screenwidth, - dvce_screenheight, - doc_charset, - doc_width, - doc_height, - tr_currency, - tr_total_base, - tr_tax_base, - tr_shipping_base, - ti_currency, - ti_price_base, - base_currency, - geo_timezone, - mkt_clickid, - mkt_network, - etl_tags, - dvce_sent_tstamp, - refr_domain_userid, - refr_dvce_tstamp, - domain_sessionid, - derived_tstamp, - event_vendor, - event_name, - event_format, - event_version, - event_fingerprint, - true_tstamp, - event_id_dedupe_index, - row_count, - parse_json('[{"id":"'||id||'"}]' ) as contexts_com_snowplowanalytics_snowplow_web_page_1, - parse_json('[{"videoHeight":"'||videoHeight||'", "videoWidth":"'||videoWidth||'", "autoPictureInPicture":"'||autoPictureInPicture||'", "disablePictureInPicture":"'||disablePictureInPicture||'", "poster":"'||poster||'"}]' ) as contexts_org_whatwg_video_element_1, - parse_json('[{"autoPlay":"'||autoPlay||'", "currentSrc":"'||currentSrc||'", "defaultMuted":"'||defaultMuted||'", "defaultPlaybackRate":"'||defaultPlaybackRate||'", "htmlId":"'||htmlId||'", "mediaType":"'||mediaType||'", "networkState":"'||networkState||'", "preload":"'||preload||'", "readyState":"'||readyState||'", "seeking":"'||seeking||'", "crossOrigin":"'||crossOrigin||'", "disableRemotePlayback":"'||disableRemotePlayback||'", "error":"'||error||'", "fileExtension":"'||fileExtension||'", "fullscreen":"'||fullscreen||'", "pictureInPicture":"'||pictureInPicture||'", "played":"'||played||'", "src":"'||src||'", "textTracks":"'||textTracks||'"}]') as contexts_org_whatwg_media_element_1, - parse_json('[{"autoPlay":"'||YautoPlay||'", "availablePlaybackRates":"'||availablePlaybackRates||'", "buffering":"'||buffering||'", "controls":"'||controls||'", "cued":"'||cued||'", "loaded":"'||loaded||'", "playbackQuality":"'||playbackQuality||'", "playerId":"'||playerId||'", "unstarted":"'||unstarted||'", "url":"'||url||'", "error":"'||Yerror||'", "fov":"'||fov||'", "origin":"'||origin||'", "pitch":"'||pitch||'", "playlist":"'||playlist||'", "playlist_index":"'||playlist_index||'", "roll":"'||roll||'", "yaw":"'||yaw||'"}]') as contexts_com_youtube_youtube_1, - parse_json('[{"currentTime":"'||currentTime||'", "ended":"'||ended||'", "loop":"'||loop||'", "muted":"'||muted||'", "paused":"'||paused||'", "playbackRate":"'||playbackRate||'", "volume":"'||volume||'", "duration":"'||duration||'", "isLive":"'||isLive||'", "percentProgress":"'||percentProgress||'"}]') as contexts_com_snowplowanalytics_snowplow_media_player_1, - object_construct('label',label,'type',type) as unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1 - -from flatten + * +from prep diff --git a/macros/event_name_filter.sql b/macros/event_name_filter.sql index c6f9e01..cb66d34 100644 --- a/macros/event_name_filter.sql +++ b/macros/event_name_filter.sql @@ -1,14 +1,13 @@ {# Filters on event_name if provided #} {% macro event_name_filter(event_names) %} + ( {%- if event_names|length -%} - lower(event_name) in ('{{ event_names|map("lower")|join("','") }}') --filter on event_name if provided - {%- else -%} - true - - {%- endif -%} + {%- endif %} + or lower(event_vendor) = 'com.snowplowanalytics.snowplow.media' + ) {% endmacro %} diff --git a/macros/get_percentage_boundaries.sql b/macros/get_percentage_boundaries.sql index 4fa9258..78eca20 100644 --- a/macros/get_percentage_boundaries.sql +++ b/macros/get_percentage_boundaries.sql @@ -15,7 +15,7 @@ {% endfor %} {% if 100 not in var("snowplow__percent_progress_boundaries") %} - {% do percentage_boundaries.append('100') %} + {% do percentage_boundaries.append(100) %} {% endif %} {{ return(percentage_boundaries) }} diff --git a/macros/snowplow_media_player_base_events_this_run/field.sql b/macros/snowplow_media_player_base_events_this_run/field.sql new file mode 100644 index 0000000..d65ea85 --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/field.sql @@ -0,0 +1,50 @@ +{% macro field(property, col_prefix=None, field=None) %} + {{ return(adapter.dispatch('field')(property, col_prefix, field)) }} +{% endmacro %} + +{% macro bigquery__field(property, col_prefix, field) %} + {% if property is string -%} + {{ property }} + {% else %} + {{ snowplow_utils.get_optional_fields( + enabled=true, + fields=[{'field': property.get('field', field), 'dtype': property.get('dtype', 'string') }], + col_prefix=property.get('col_prefix', col_prefix), + relation=source('atomic', 'events'), + relation_alias=property.get('relation_alias', 'a'), + include_field_alias=false + ) }} + {% endif %} +{% endmacro %} + +{% macro snowflake__field(property, col_prefix, field) %} + {% if property is string -%} + {{ property }} + {% else %} + {{ + property.get('relation_alias', 'a') + }}.{{ + property.get('col_prefix', col_prefix) + }}{% if 'contexts_' in property.get('col_prefix', col_prefix) %}[0]{% endif %}:{{ + property.get('field', field) + }}::{{ + property.get('dtype', 'string') + }} + {% endif %} +{% endmacro %} + +{% macro default__field(property, col_prefix, field) %} + {% if property is string -%} + {{ property }} + {% else %} + {{ + property.get('relation_alias', 'a') + }}.{{ + property.get('col_prefix', col_prefix) + }}{% if 'contexts_' in property.get('col_prefix', col_prefix) %}[0]{% endif %}.{{ + property.get('field', field) + }}::{{ + property.get('dtype', 'string') + }} + {% endif %} +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_ad_break_field.sql b/macros/snowplow_media_player_base_events_this_run/media_ad_break_field.sql new file mode 100644 index 0000000..809c104 --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/media_ad_break_field.sql @@ -0,0 +1,9 @@ +{% macro media_ad_break_field(property) %} + coalesce( + {% if var("snowplow__enable_media_ad_break") %}{{ field( + property, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_ad_break_1' + ) }},{% endif %} + null + ) +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_ad_field.sql b/macros/snowplow_media_player_base_events_this_run/media_ad_field.sql new file mode 100644 index 0000000..689a178 --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/media_ad_field.sql @@ -0,0 +1,9 @@ +{% macro media_ad_field(property) %} + coalesce( + {% if var("snowplow__enable_media_ad") %}{{ field( + property, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_ad_1' + ) }},{% endif %} + null + ) +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_ad_quartile_event_field.sql b/macros/snowplow_media_player_base_events_this_run/media_ad_quartile_event_field.sql new file mode 100644 index 0000000..0a61f6e --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/media_ad_quartile_event_field.sql @@ -0,0 +1,9 @@ +{% macro media_ad_quartile_event_field(property) %} + coalesce( + {% if var("snowplow__enable_ad_quartile_event") %}{{ field( + property, + col_prefix='unstruct_event_com_snowplowanalytics_snowplow_media_ad_quartile_event_1' + ) }},{% endif %} + null + ) +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_event_type_field.sql b/macros/snowplow_media_player_base_events_this_run/media_event_type_field.sql new file mode 100644 index 0000000..5dd0515 --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/media_event_type_field.sql @@ -0,0 +1,20 @@ +{% macro media_event_type_field(media_player_event_type, event_name) %} + coalesce( + {% if var("snowplow__enable_media_player_v1") -%} + {{ field( + media_player_event_type, + col_prefix="unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1", + field='type' + ) }}, + {% endif %} + case + when right({{ event_name }}, 6) = '_event' + then replace( + left({{ event_name }}, length({{ event_name }}) - 6), + '_', + '' + ) + else null + end + ) as event_type +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_id_col.sql b/macros/snowplow_media_player_base_events_this_run/media_id_col.sql deleted file mode 100644 index 289463a..0000000 --- a/macros/snowplow_media_player_base_events_this_run/media_id_col.sql +++ /dev/null @@ -1,9 +0,0 @@ -{% macro media_id_col(youtube_player_id, media_player_id) %} - {% if var("snowplow__enable_youtube") and var("snowplow__enable_whatwg_media") %} - coalesce({{ youtube_player_id }}, {{ media_player_id }}) - {% elif var("snowplow__enable_youtube") %} - {{ youtube_player_id }} - {% elif var("snowplow__enable_whatwg_media") %} - {{ media_player_id }} - {% endif %} as media_id -{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_id_field.sql b/macros/snowplow_media_player_base_events_this_run/media_id_field.sql new file mode 100644 index 0000000..ff76c4e --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/media_id_field.sql @@ -0,0 +1,19 @@ +{% macro media_id_field(v2_player_label, youtube_player_id, media_player_id) %} + coalesce( + {% if var("snowplow__enable_youtube") %}{{ field( + youtube_player_id, + col_prefix='contexts_com_youtube_youtube_1' + ) }},{% endif %} + {% if var("snowplow__enable_whatwg_media") %}{{ field( + media_player_id, + col_prefix='contexts_org_whatwg_media_element_1' + ) }},{% endif %} + {% if var("snowplow__enable_media_player_v2") %}{{ dbt_utils.generate_surrogate_key([ + field( + v2_player_label, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_2' + ) + ]) }},{% endif %} + null + ) as media_id +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_player_field.sql b/macros/snowplow_media_player_base_events_this_run/media_player_field.sql new file mode 100644 index 0000000..f5ddcd1 --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/media_player_field.sql @@ -0,0 +1,17 @@ +{% macro media_player_field(v1, v2, default='null') %} + coalesce( + {% if var("snowplow__enable_media_player_v2") -%} + {{ field( + v2, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_2' + ) }}, + {% endif %} + {% if v1 is not none and var("snowplow__enable_media_player_v1") -%} + {{ field( + v1, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_1' + ) }}, + {% endif %} + {{ default }} + ) +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_player_type_col.sql b/macros/snowplow_media_player_base_events_this_run/media_player_type_col.sql deleted file mode 100644 index f0e9045..0000000 --- a/macros/snowplow_media_player_base_events_this_run/media_player_type_col.sql +++ /dev/null @@ -1,13 +0,0 @@ -{% macro media_player_type_col(youtube_player_id, media_player_id) %} - {% if var("snowplow__enable_youtube") and var("snowplow__enable_whatwg_media") %} - case - when {{ youtube_player_id }} is not null then 'com.youtube-youtube' - when {{ media_player_id }} is not null then 'org.whatwg-media_element' - else 'unknown' - end - {% elif var("snowplow__enable_youtube") %} - 'com.youtube-youtube' - {% elif var("snowplow__enable_whatwg_media") %} - 'org.whatwg-media_element' - {% endif %} as media_player_type -{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_player_type_field.sql b/macros/snowplow_media_player_base_events_this_run/media_player_type_field.sql new file mode 100644 index 0000000..8ce3088 --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/media_player_type_field.sql @@ -0,0 +1,26 @@ +{% macro media_player_type_field(v2_player_type, youtube_player_id, media_player_id) %} + coalesce( + {% if var("snowplow__enable_media_player_v2") %}{{ field( + v2_player_type, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_2' + ) }},{% endif %} + {% if var("snowplow__enable_youtube") and var("snowplow__enable_whatwg_media") %} + case + when {{ field( + youtube_player_id, + col_prefix='contexts_com_youtube_youtube_1' + ) }} is not null then 'com.youtube-youtube' + when {{ field( + media_player_id, + col_prefix='contexts_org_whatwg_media_element_1' + ) }} is not null then 'org.whatwg-media_element' + else 'unknown' + end, + {% elif var("snowplow__enable_youtube") %} + 'com.youtube-youtube', + {% elif var("snowplow__enable_whatwg_media") %} + 'org.whatwg-media_element', + {% endif %} + null + ) as media_player_type +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_session_field.sql b/macros/snowplow_media_player_base_events_this_run/media_session_field.sql new file mode 100644 index 0000000..04218d6 --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/media_session_field.sql @@ -0,0 +1,9 @@ +{% macro media_session_field(property) %} + coalesce( + {% if var("snowplow__enable_media_session") %}{{ field( + property, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_session_1' + ) }},{% endif %} + null + ) +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_type_col.sql b/macros/snowplow_media_player_base_events_this_run/media_type_col.sql deleted file mode 100644 index 5ba6707..0000000 --- a/macros/snowplow_media_player_base_events_this_run/media_type_col.sql +++ /dev/null @@ -1,7 +0,0 @@ -{% macro media_type_col(media_media_type) %} - {% if var("snowplow__enable_whatwg_media") %} - case when {{ media_media_type }} = 'audio' then 'audio' else 'video' end - {% elif var("snowplow__enable_youtube") %} - 'video' - {% endif %} as media_type -{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/media_type_field.sql b/macros/snowplow_media_player_base_events_this_run/media_type_field.sql new file mode 100644 index 0000000..0c67dae --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/media_type_field.sql @@ -0,0 +1,19 @@ +{% macro media_type_field(v2_media_type, media_media_type) %} + coalesce( + {% if var("snowplow__enable_media_player_v2") %} + {{ field( + v2_media_type, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_2' + ) }}, + {% endif %} + {% if var("snowplow__enable_whatwg_media") %} + case when {{ field( + media_media_type, + col_prefix='contexts_org_whatwg_media_element_1' + ) }} = 'audio' then 'audio' else 'video' end, + {% elif var("snowplow__enable_youtube") %} + 'video', + {% endif %} + null + ) as media_type +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/percent_progress_field.sql b/macros/snowplow_media_player_base_events_this_run/percent_progress_field.sql new file mode 100644 index 0000000..215f1aa --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/percent_progress_field.sql @@ -0,0 +1,50 @@ +{% macro percent_progress_field(v1_percent_progress, v1_event_type, event_name, v2_current_time, v2_duration) %} + {%- set v2_percent_progres -%} + round({{ field( + v2_current_time, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_2' + ) }} / {{ field( + v2_duration, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_2' + ) }} * 100) + {%- endset -%} + coalesce( + {% if var("snowplow__enable_media_player_v1") %} + case + when {{ field( + v1_event_type, + col_prefix="unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1", + field='type' + ) }} = 'ended' + then 100 + else {{ field( + v1_percent_progress, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_1' + ) }} + end, + {% endif %} + {% if var("snowplow__enable_media_player_v2") %} + case + when {{ event_name }} = 'end_event' + then 100 + when {{ event_name }} = 'percent_progress_event' + and coalesce({{ field( + v2_duration, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_2' + ) }}, 0) > 0 + then ( + case + {% for element in get_percentage_boundaries(var("snowplow__percent_progress_boundaries"))|sort|reverse %} + when {{ v2_percent_progres }} >= {{ element }} + then {{ element }} + {% endfor %} + else null + end + ) + + else null + end, + {% endif %} + null + ) as percent_progress +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/playback_quality_col.sql b/macros/snowplow_media_player_base_events_this_run/playback_quality_col.sql deleted file mode 100644 index 517444c..0000000 --- a/macros/snowplow_media_player_base_events_this_run/playback_quality_col.sql +++ /dev/null @@ -1,14 +0,0 @@ -{% macro playback_quality_col(youtube_quality, video_width, video_height) %} - {% if var("snowplow__enable_youtube") and var("snowplow__enable_whatwg_media") and var("snowplow__enable_whatwg_video") %} - coalesce( - {{ youtube_quality }}, - {{ video_width }}||'x'||{{ video_height }} - ) - {% elif var("snowplow__enable_youtube") %} - {{ youtube_quality }} - {% elif var("snowplow__enable_whatwg_media") and var("snowplow__enable_whatwg_video") %} - {{ video_width }}||'x'||{{ video_height }} - {% else %} - 'N/A' - {% endif %} as playback_quality -{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/playback_quality_field.sql b/macros/snowplow_media_player_base_events_this_run/playback_quality_field.sql new file mode 100644 index 0000000..603afae --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/playback_quality_field.sql @@ -0,0 +1,22 @@ +{% macro playback_quality_field(v2_quality, youtube_quality, video_width, video_height) %} + coalesce( + {% if var("snowplow__enable_media_player_v2") %}{{ field( + v2_quality, + col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_2' + ) }},{% endif %} + {% if var("snowplow__enable_youtube") %}{{ field( + youtube_quality, + col_prefix='contexts_com_youtube_youtube_1' + ) }},{% endif %} + {% if var("snowplow__enable_whatwg_media") and var("snowplow__enable_whatwg_video") %} + {{ field( + video_width, + col_prefix='contexts_org_whatwg_video_element_1' + ) }}||'x'||{{ field( + video_height, + col_prefix='contexts_org_whatwg_video_element_1' + ) }}, + {% endif %} + 'N/A' + ) as playback_quality +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/schema.yml b/macros/snowplow_media_player_base_events_this_run/schema.yml index 5ebf88c..f68a474 100644 --- a/macros/snowplow_media_player_base_events_this_run/schema.yml +++ b/macros/snowplow_media_player_base_events_this_run/schema.yml @@ -2,9 +2,56 @@ version: 2 macros: - - name: media_id_col - description: '{{ doc("macro_media_id_col") }}' + - name: field + description: '{{ doc("macro_field") }}' arguments: + - name: property + type: string + description: String path to the column or a dictionary describing the field + - name: col_prefix + type: string + description: The prefix to use for the column name + - name: field + type: string + description: The default name of the field to use when a dictionary is passed in for the property argument + + - name: media_ad_break_field + description: '{{ doc("macro_media_ad_break_field") }}' + arguments: + - name: property + type: string + description: The field definition either as a string path or a dictionary + + - name: media_ad_field + description: '{{ doc("macro_media_ad_field") }}' + arguments: + - name: property + type: string + description: The field definition either as a string path or a dictionary + + - name: media_ad_quartile_event_field + description: '{{ doc("macro_media_ad_quartile_event_field") }}' + arguments: + - name: property + type: string + description: The field definition either as a string path or a dictionary + + - name: media_event_type_field + description: '{{ doc("macro_media_event_type_field") }}' + arguments: + - name: media_player_event_type + type: string + description: The type property in the media player event + - name: event_name + type: string + description: The event name used for v2 media schemas + + - name: media_id_field + description: '{{ doc("macro_media_id_field") }}' + arguments: + - name: v2_player_label + type: string + description: The label value in the v2 of the player context entity - name: youtube_player_id type: string description: The name of the player_id column in the YouTube context @@ -12,9 +59,25 @@ macros: type: string description: The name of the player_id column in the HTML5 media element context - - name: media_player_type_col - description: '{{ doc("macro_media_player_type_col") }}' + - name: media_player_field + description: '{{ doc("macro_media_player_field") }}' + arguments: + - name: v1 + type: string + description: The field definition in the v1 media player context entity + - name: v2 + type: string + description: The field definition in the v2 media player context entity + - name: default + type: string + description: Optional default value + + - name: media_player_type_field + description: '{{ doc("macro_media_player_type_field") }}' arguments: + - name: v2_player_type + type: string + description: The player_type value in the v2 of the player context entity - name: youtube_player_id type: string description: The name of the player_id column in the YouTube context @@ -22,16 +85,45 @@ macros: type: string description: The name of the player_id column in the HTML5 media element context - - name: media_type_col - description: '{{ doc("macro_media_type_col") }}' + - name: media_session_field + description: '{{ doc("macro_media_session_field") }}' + arguments: + - name: property + type: string + description: The field definition either as a string path or a dictionary + + - name: media_type_field + description: '{{ doc("macro_media_type_field") }}' arguments: - name: media_media_type type: string description: The media_type value in the HTML5 media element context - - name: playback_quality_col - description: '{{ doc("macro_playback_quality_col") }}' + - name: percent_progress_field + description: '{{ doc("macro_percent_progress_field") }}' + arguments: + - name: v1_percent_progress + type: string + description: The percent_progress value in the v1 of the player context entity + - name: v1_event_type + type: string + description: The type property from the v1 media player event + - name: event_name + type: string + description: The event name used for v2 media schemas + - name: v2_current_time + type: string + description: The current_time value in the v2 of the player context entity + - name: v2_duration + type: string + description: The duration value in the v2 of the player context entity + + - name: playback_quality_field + description: '{{ doc("macro_playback_quality_field") }}' arguments: + - name: v2_quality + type: string + description: The quality value in the v2 of the player context entity - name: youtube_quality type: string description: The quality value in the YouTube context @@ -42,8 +134,8 @@ macros: type: string description: The video height value in the HTML5 video element context - - name: source_url_col - description: '{{ doc("macro_source_url_col") }}' + - name: source_url_field + description: '{{ doc("macro_source_url_field") }}' arguments: - name: youtube_url type: string @@ -51,3 +143,13 @@ macros: - name: media_current_src type: string description: The current_src value in the HTML5 media element context + + - name: web_or_mobile_field + description: '{{ doc("macro_web_or_mobile_field") }}' + arguments: + - name: web + type: string + description: The field definition for web events + - name: mobile + type: string + description: The field definition for mobile events diff --git a/macros/snowplow_media_player_base_events_this_run/source_url_col.sql b/macros/snowplow_media_player_base_events_this_run/source_url_col.sql deleted file mode 100644 index 791d37a..0000000 --- a/macros/snowplow_media_player_base_events_this_run/source_url_col.sql +++ /dev/null @@ -1,12 +0,0 @@ -{% macro source_url_col(youtube_url, media_current_src) %} - {% if var("snowplow__enable_youtube") and var("snowplow__enable_whatwg_media") %} - coalesce( - {{ youtube_url }}, - {{ media_current_src }} - ) - {% elif var("snowplow__enable_youtube") %} - {{ youtube_url }} - {% elif var("snowplow__enable_whatwg_media") %} - {{ media_current_src }} - {% endif %} as source_url -{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/source_url_field.sql b/macros/snowplow_media_player_base_events_this_run/source_url_field.sql new file mode 100644 index 0000000..8de0dc6 --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/source_url_field.sql @@ -0,0 +1,17 @@ +{% macro source_url_field(youtube_url, media_current_src) %} + coalesce( + {% if var("snowplow__enable_youtube") %} + {{ field( + youtube_url, + col_prefix='contexts_com_youtube_youtube_1' + ) }}, + {% endif %} + {% if var("snowplow__enable_whatwg_media") %} + {{ field( + media_current_src, + col_prefix='contexts_org_whatwg_media_element_1' + ) }}, + {% endif %} + null + ) as source_url +{% endmacro %} diff --git a/macros/snowplow_media_player_base_events_this_run/web_or_mobile_field.sql b/macros/snowplow_media_player_base_events_this_run/web_or_mobile_field.sql new file mode 100644 index 0000000..40447d0 --- /dev/null +++ b/macros/snowplow_media_player_base_events_this_run/web_or_mobile_field.sql @@ -0,0 +1,7 @@ +{% macro web_or_mobile_field(web, mobile) %} + coalesce( + {% if var("snowplow__enable_web_events") %}{{ field(web) }},{% endif %} + {% if var("snowplow__enable_mobile_events") %}{{ field(mobile) }},{% endif %} + null + ) +{% endmacro %} diff --git a/models/base/manifest/bigquery/snowplow_media_player_base_sessions_lifecycle_manifest.sql b/models/base/manifest/bigquery/snowplow_media_player_base_sessions_lifecycle_manifest.sql new file mode 100644 index 0000000..b3245f8 --- /dev/null +++ b/models/base/manifest/bigquery/snowplow_media_player_base_sessions_lifecycle_manifest.sql @@ -0,0 +1,142 @@ +{{ + config( + materialized="incremental", + unique_key='session_id', + upsert_date_key='start_tstamp', + sql_header=snowplow_utils.set_query_tag(var('snowplow__query_tag', 'snowplow_dbt')), + partition_by = snowplow_utils.get_value_by_target_type(bigquery_val={ + "field": "start_tstamp", + "data_type": "timestamp" + }, databricks_val='start_tstamp_date'), + full_refresh=snowplow_media_player.allow_refresh(), + tags=["manifest"], + snowplow_optimize=true + ) +}} + +-- Known edge cases: +-- 1: Rare case with multiple domain_userid per session. + +{% set lower_limit, upper_limit, _ = snowplow_utils.return_base_new_event_limits(ref('snowplow_media_player_base_new_event_limits')) %} +{% set session_lookback_limit = snowplow_utils.get_session_lookback_limit(lower_limit) %} +{% set is_run_with_new_events = snowplow_utils.is_run_with_new_events('snowplow_media_player') %} + +with new_events_session_ids as ( + select + {% if var('snowplow__enable_mobile_events', false) %} + coalesce( + {{ snowplow_utils.get_optional_fields( + enabled=var('snowplow__enable_mobile_events', false), + fields=[{'field': 'session_id', 'dtype': 'string'}], + col_prefix='contexts_com_snowplowanalytics_snowplow_client_session_1_', + relation=source('atomic', 'events'), + relation_alias='e', + include_field_alias=false) }}, + e.domain_sessionid + ) as session_id, + max(coalesce( + {{ snowplow_utils.get_optional_fields( + enabled=var('snowplow__enable_mobile_events', false), + fields=[{'field': 'user_id', 'dtype': 'string'}], + col_prefix='contexts_com_snowplowanalytics_snowplow_client_session_1_', + relation=source('atomic', 'events'), + relation_alias='e', + include_field_alias=false) }}, + e.domain_userid + )) as domain_userid, + {% else %} + e.domain_sessionid as session_id, + max(e.domain_userid) as domain_userid, -- Edge case 1: Arbitary selection to avoid window function like first_value. + {% endif %} + min(e.collector_tstamp) as start_tstamp, + max(e.collector_tstamp) as end_tstamp + + from {{ var('snowplow__events') }} e + + where + {% if var('snowplow__enable_mobile_events', false) %} + coalesce( + {{ snowplow_utils.get_optional_fields( + enabled=var('snowplow__enable_mobile_events', false), + fields=[{'field': 'session_id', 'dtype': 'string'}], + col_prefix='contexts_com_snowplowanalytics_snowplow_client_session_1_', + relation=source('atomic', 'events'), + relation_alias='e', + include_field_alias=false) }}, + e.domain_sessionid + ) is not null + and not exists (select 1 from {{ ref('snowplow_media_player_base_quarantined_sessions') }} as a where a.session_id = coalesce( + {{ snowplow_utils.get_optional_fields( + enabled=var('snowplow__enable_mobile_events', false), + fields=[{'field': 'session_id', 'dtype': 'string'}], + col_prefix='contexts_com_snowplowanalytics_snowplow_client_session_1_', + relation=source('atomic', 'events'), + relation_alias='e', + include_field_alias=false) }}, + e.domain_sessionid + )) -- don't continue processing v.long sessions + {% else %} + e.domain_sessionid is not null + and not exists (select 1 from {{ ref('snowplow_media_player_base_quarantined_sessions') }} as a where a.session_id = e.domain_sessionid) -- don't continue processing v.long sessions + {% endif %} + and e.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__days_late_allowed", 3), 'dvce_created_tstamp') }} -- don't process data that's too late + and e.collector_tstamp >= {{ lower_limit }} + and e.collector_tstamp <= {{ upper_limit }} + and {{ snowplow_utils.app_id_filter(var("snowplow__app_id",[])) }} + and {{ event_name_filter(var("snowplow__media_event_names", ["media_player_event"]))}} + and {{ is_run_with_new_events }} --don't reprocess sessions that have already been processed. + {% if var('snowplow__derived_tstamp_partitioned', true) and target.type == 'bigquery' | as_bool() %} -- BQ only + and e.derived_tstamp >= {{ lower_limit }} + and e.derived_tstamp <= {{ upper_limit }} + {% endif %} + + group by 1 + ) + +{% if is_incremental() %} + +, previous_sessions as ( + select * + + from {{ this }} + + where start_tstamp >= {{ session_lookback_limit }} + and {{ is_run_with_new_events }} --don't reprocess sessions that have already been processed. +) + +, session_lifecycle as ( + select + ns.session_id, + coalesce(self.domain_userid, ns.domain_userid) as domain_userid, -- Edge case 1: Take previous value to keep domain_userid consistent. Not deterministic but performant + least(ns.start_tstamp, coalesce(self.start_tstamp, ns.start_tstamp)) as start_tstamp, + greatest(ns.end_tstamp, coalesce(self.end_tstamp, ns.end_tstamp)) as end_tstamp -- BQ 1 NULL will return null hence coalesce + + from new_events_session_ids ns + left join previous_sessions as self + on ns.session_id = self.session_id + + where + self.session_id is null -- process all new sessions + or self.end_tstamp < {{ snowplow_utils.timestamp_add('day', var("snowplow__max_session_days", 3), 'self.start_tstamp') }} --stop updating sessions exceeding 3 days + ) + +{% else %} + +, session_lifecycle as ( + + select * from new_events_session_ids + +) + +{% endif %} + +select + sl.session_id, + sl.domain_userid, + sl.start_tstamp, + least({{ snowplow_utils.timestamp_add('day', var("snowplow__max_session_days", 3), 'sl.start_tstamp') }}, sl.end_tstamp) as end_tstamp -- limit session length to max_session_days + {% if target.type in ['databricks', 'spark'] -%} + , DATE(sl.start_tstamp) as start_tstamp_date + {%- endif %} + +from session_lifecycle sl diff --git a/models/base/manifest/snowplow_media_player_base_sessions_lifecycle_manifest.sql b/models/base/manifest/databricks/snowplow_media_player_base_sessions_lifecycle_manifest.sql similarity index 71% rename from models/base/manifest/snowplow_media_player_base_sessions_lifecycle_manifest.sql rename to models/base/manifest/databricks/snowplow_media_player_base_sessions_lifecycle_manifest.sql index b3480e9..a1408c7 100644 --- a/models/base/manifest/snowplow_media_player_base_sessions_lifecycle_manifest.sql +++ b/models/base/manifest/databricks/snowplow_media_player_base_sessions_lifecycle_manifest.sql @@ -23,16 +23,38 @@ with new_events_session_ids as ( select - e.domain_sessionid as session_id, - max(e.domain_userid) as domain_userid, -- Edge case 1: Arbitary selection to avoid window function like first_value. + {% if var('snowplow__enable_mobile_events', false) %} + coalesce( + e.contexts_com_snowplowanalytics_snowplow_client_session_1[0].session_id::string, + e.domain_sessionid + ) as session_id, + max(coalesce( + e.contexts_com_snowplowanalytics_snowplow_client_session_1[0].user_id::string, + e.domain_userid + )) as domain_userid, + {% else %} + e.domain_sessionid as session_id, + max(e.domain_userid) as domain_userid, -- Edge case 1: Arbitary selection to avoid window function like first_value. + {% endif %} min(e.collector_tstamp) as start_tstamp, max(e.collector_tstamp) as end_tstamp from {{ var('snowplow__events') }} e where - e.domain_sessionid is not null - and not exists (select 1 from {{ ref('snowplow_media_player_base_quarantined_sessions') }} as a where a.session_id = e.domain_sessionid) -- don't continue processing v.long sessions + {% if var('snowplow__enable_mobile_events', false) %} + coalesce( + e.contexts_com_snowplowanalytics_snowplow_client_session_1[0].session_id::string, + e.domain_sessionid + ) is not null + and not exists (select 1 from {{ ref('snowplow_media_player_base_quarantined_sessions') }} as a where a.session_id = coalesce( + e.contexts_com_snowplowanalytics_snowplow_client_session_1[0].session_id::string, + e.domain_sessionid + )) -- don't continue processing v.long sessions + {% else %} + e.domain_sessionid is not null + and not exists (select 1 from {{ ref('snowplow_media_player_base_quarantined_sessions') }} as a where a.session_id = e.domain_sessionid) -- don't continue processing v.long sessions + {% endif %} and e.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__days_late_allowed", 3), 'dvce_created_tstamp') }} -- don't process data that's too late and e.collector_tstamp >= {{ lower_limit }} and e.collector_tstamp <= {{ upper_limit }} diff --git a/models/base/manifest/default/snowplow_media_player_base_sessions_lifecycle_manifest.sql b/models/base/manifest/default/snowplow_media_player_base_sessions_lifecycle_manifest.sql new file mode 100644 index 0000000..ecd9b24 --- /dev/null +++ b/models/base/manifest/default/snowplow_media_player_base_sessions_lifecycle_manifest.sql @@ -0,0 +1,114 @@ +{{ + config( + materialized="incremental", + unique_key='session_id', + upsert_date_key='start_tstamp', + sql_header=snowplow_utils.set_query_tag(var('snowplow__query_tag', 'snowplow_dbt')), + partition_by = snowplow_utils.get_value_by_target_type(bigquery_val={ + "field": "start_tstamp", + "data_type": "timestamp" + }, databricks_val='start_tstamp_date'), + full_refresh=snowplow_media_player.allow_refresh(), + tags=["manifest"], + snowplow_optimize=true + ) +}} + +-- Known edge cases: +-- 1: Rare case with multiple domain_userid per session. + +{% set lower_limit, upper_limit, _ = snowplow_utils.return_base_new_event_limits(ref('snowplow_media_player_base_new_event_limits')) %} +{% set session_lookback_limit = snowplow_utils.get_session_lookback_limit(lower_limit) %} +{% set is_run_with_new_events = snowplow_utils.is_run_with_new_events('snowplow_media_player') %} + +with + +{% if var('snowplow__enable_mobile_events', false) -%} + {{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__context_mobile_session'), lower_limit, upper_limit, 'mob_session') }}, +{%- endif %} + +new_events_session_ids as ( + select + {% if var('snowplow__enable_mobile_events', false) %} + coalesce(ms.mob_session_session_id, e.domain_sessionid) as session_id, + max(coalesce(ms.mob_session_user_id, e.domain_userid)) as domain_userid, + {% else %} + e.domain_sessionid as session_id, + max(e.domain_userid) as domain_userid, -- Edge case 1: Arbitary selection to avoid window function like first_value. + {% endif %} + min(e.collector_tstamp) as start_tstamp, + max(e.collector_tstamp) as end_tstamp + + from {{ var('snowplow__events') }} e + {% if var('snowplow__enable_mobile_events', false) -%} + left join {{ var('snowplow__context_mobile_session') }} ms on e.event_id = ms.mob_session__id and e.collector_tstamp = ms.mob_session__tstamp + {%- endif %} + where + {% if var('snowplow__enable_mobile_events', false) %} + coalesce(ms.mob_session_session_id, e.domain_sessionid) is not null + and not exists (select 1 from {{ ref('snowplow_media_player_base_quarantined_sessions') }} as a where a.session_id = coalesce(ms.mob_session_session_id, e.domain_sessionid)) -- don't continue processing v.long sessions + {% else %} + e.domain_sessionid is not null + and not exists (select 1 from {{ ref('snowplow_media_player_base_quarantined_sessions') }} as a where a.session_id = e.domain_sessionid) -- don't continue processing v.long sessions + {% endif %} + and e.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__days_late_allowed", 3), 'dvce_created_tstamp') }} -- don't process data that's too late + and e.collector_tstamp >= {{ lower_limit }} + and e.collector_tstamp <= {{ upper_limit }} + and {{ snowplow_utils.app_id_filter(var("snowplow__app_id",[])) }} + and {{ event_name_filter(var("snowplow__media_event_names", ["media_player_event"]))}} + and {{ is_run_with_new_events }} --don't reprocess sessions that have already been processed. + {% if var('snowplow__derived_tstamp_partitioned', true) and target.type == 'bigquery' | as_bool() %} -- BQ only + and e.derived_tstamp >= {{ lower_limit }} + and e.derived_tstamp <= {{ upper_limit }} + {% endif %} + + group by 1 + ) + +{% if is_incremental() %} + +, previous_sessions as ( + select * + + from {{ this }} + + where start_tstamp >= {{ session_lookback_limit }} + and {{ is_run_with_new_events }} --don't reprocess sessions that have already been processed. +) + +, session_lifecycle as ( + select + ns.session_id, + coalesce(self.domain_userid, ns.domain_userid) as domain_userid, -- Edge case 1: Take previous value to keep domain_userid consistent. Not deterministic but performant + least(ns.start_tstamp, coalesce(self.start_tstamp, ns.start_tstamp)) as start_tstamp, + greatest(ns.end_tstamp, coalesce(self.end_tstamp, ns.end_tstamp)) as end_tstamp -- BQ 1 NULL will return null hence coalesce + + from new_events_session_ids ns + left join previous_sessions as self + on ns.session_id = self.session_id + + where + self.session_id is null -- process all new sessions + or self.end_tstamp < {{ snowplow_utils.timestamp_add('day', var("snowplow__max_session_days", 3), 'self.start_tstamp') }} --stop updating sessions exceeding 3 days + ) + +{% else %} + +, session_lifecycle as ( + + select * from new_events_session_ids + +) + +{% endif %} + +select + sl.session_id, + sl.domain_userid, + sl.start_tstamp, + least({{ snowplow_utils.timestamp_add('day', var("snowplow__max_session_days", 3), 'sl.start_tstamp') }}, sl.end_tstamp) as end_tstamp -- limit session length to max_session_days + {% if target.type in ['databricks', 'spark'] -%} + , DATE(sl.start_tstamp) as start_tstamp_date + {%- endif %} + +from session_lifecycle sl diff --git a/models/base/manifest/snowflake/snowplow_media_player_base_sessions_lifecycle_manifest.sql b/models/base/manifest/snowflake/snowplow_media_player_base_sessions_lifecycle_manifest.sql new file mode 100644 index 0000000..7efd13a --- /dev/null +++ b/models/base/manifest/snowflake/snowplow_media_player_base_sessions_lifecycle_manifest.sql @@ -0,0 +1,118 @@ +{{ + config( + materialized="incremental", + unique_key='session_id', + upsert_date_key='start_tstamp', + sql_header=snowplow_utils.set_query_tag(var('snowplow__query_tag', 'snowplow_dbt')), + partition_by = snowplow_utils.get_value_by_target_type(bigquery_val={ + "field": "start_tstamp", + "data_type": "timestamp" + }, databricks_val='start_tstamp_date'), + full_refresh=snowplow_media_player.allow_refresh(), + tags=["manifest"], + snowplow_optimize=true + ) +}} + +-- Known edge cases: +-- 1: Rare case with multiple domain_userid per session. + +{% set lower_limit, upper_limit, _ = snowplow_utils.return_base_new_event_limits(ref('snowplow_media_player_base_new_event_limits')) %} +{% set session_lookback_limit = snowplow_utils.get_session_lookback_limit(lower_limit) %} +{% set is_run_with_new_events = snowplow_utils.is_run_with_new_events('snowplow_media_player') %} + +with new_events_session_ids as ( + select + {% if var('snowplow__enable_mobile_events', false) %} + coalesce( + e.contexts_com_snowplowanalytics_snowplow_client_session_1[0]:sessionId::varchar, + e.domain_sessionid + ) as session_id, + max(coalesce( + e.contexts_com_snowplowanalytics_snowplow_client_session_1[0]:userId::varchar, + e.domain_userid + )) as domain_userid, + {% else %} + e.domain_sessionid as session_id, + max(e.domain_userid) as domain_userid, -- Edge case 1: Arbitary selection to avoid window function like first_value. + {% endif %} + min(e.collector_tstamp) as start_tstamp, + max(e.collector_tstamp) as end_tstamp + + from {{ var('snowplow__events') }} e + + where + {% if var('snowplow__enable_mobile_events', false) %} + coalesce( + e.contexts_com_snowplowanalytics_snowplow_client_session_1[0]:sessionId::varchar, + e.domain_sessionid + ) is not null + and not exists (select 1 from {{ ref('snowplow_media_player_base_quarantined_sessions') }} as a where a.session_id = coalesce( + e.contexts_com_snowplowanalytics_snowplow_client_session_1[0]:sessionId::varchar, + e.domain_sessionid + )) -- don't continue processing v.long sessions + {% else %} + e.domain_sessionid is not null + and not exists (select 1 from {{ ref('snowplow_media_player_base_quarantined_sessions') }} as a where a.session_id = e.domain_sessionid) -- don't continue processing v.long sessions + {% endif %} + and e.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__days_late_allowed", 3), 'dvce_created_tstamp') }} -- don't process data that's too late + and e.collector_tstamp >= {{ lower_limit }} + and e.collector_tstamp <= {{ upper_limit }} + and {{ snowplow_utils.app_id_filter(var("snowplow__app_id",[])) }} + and {{ event_name_filter(var("snowplow__media_event_names", ["media_player_event"]))}} + and {{ is_run_with_new_events }} --don't reprocess sessions that have already been processed. + {% if var('snowplow__derived_tstamp_partitioned', true) and target.type == 'bigquery' | as_bool() %} -- BQ only + and e.derived_tstamp >= {{ lower_limit }} + and e.derived_tstamp <= {{ upper_limit }} + {% endif %} + + group by 1 + ) + +{% if is_incremental() %} + +, previous_sessions as ( + select * + + from {{ this }} + + where start_tstamp >= {{ session_lookback_limit }} + and {{ is_run_with_new_events }} --don't reprocess sessions that have already been processed. +) + +, session_lifecycle as ( + select + ns.session_id, + coalesce(self.domain_userid, ns.domain_userid) as domain_userid, -- Edge case 1: Take previous value to keep domain_userid consistent. Not deterministic but performant + least(ns.start_tstamp, coalesce(self.start_tstamp, ns.start_tstamp)) as start_tstamp, + greatest(ns.end_tstamp, coalesce(self.end_tstamp, ns.end_tstamp)) as end_tstamp -- BQ 1 NULL will return null hence coalesce + + from new_events_session_ids ns + left join previous_sessions as self + on ns.session_id = self.session_id + + where + self.session_id is null -- process all new sessions + or self.end_tstamp < {{ snowplow_utils.timestamp_add('day', var("snowplow__max_session_days", 3), 'self.start_tstamp') }} --stop updating sessions exceeding 3 days + ) + +{% else %} + +, session_lifecycle as ( + + select * from new_events_session_ids + +) + +{% endif %} + +select + sl.session_id, + sl.domain_userid, + sl.start_tstamp, + least({{ snowplow_utils.timestamp_add('day', var("snowplow__max_session_days", 3), 'sl.start_tstamp') }}, sl.end_tstamp) as end_tstamp -- limit session length to max_session_days + {% if target.type in ['databricks', 'spark'] -%} + , DATE(sl.start_tstamp) as start_tstamp_date + {%- endif %} + +from session_lifecycle sl diff --git a/models/base/scratch/base_scratch.yml b/models/base/scratch/base_scratch.yml index 79e9c6a..4aed233 100644 --- a/models/base/scratch/base_scratch.yml +++ b/models/base/scratch/base_scratch.yml @@ -38,7 +38,7 @@ models: - not_null - name: page_view_id description: '{{ doc("col_page_view_id") }}' - - name: domain_sessionid + - name: session_id description: '{{ doc("col_domain_sessionid") }}' - name: domain_userid description: '{{ doc("col_domain_userid") }}' @@ -48,8 +48,8 @@ models: description: '{{ doc("col_media_label") }}' - name: play_id description: '{{ doc("col_play_id") }}' - - name: duration - description: '{{ doc("col_duration") }}' + - name: duration_secs + description: '{{ doc("col_duration_secs") }}' tests: - dbt_utils.expression_is_true: expression: "> 0" @@ -87,10 +87,10 @@ models: description: '{{ doc("col_percent_progress") }}' - name: is_muted description: '{{ doc("col_is_muted") }}' - - name: play_time_sec - description: '{{ doc("col_play_time_sec") }}' - - name: play_time_sec_muted - description: '{{ doc("col_play_time_sec_muted") }}' + - name: play_time_secs + description: '{{ doc("col_play_time_secs") }}' + - name: play_time_muted_secs + description: '{{ doc("col_play_time_muted_secs") }}' - name: is_live description: '{{ doc("col_is_live") }}' - name: loop diff --git a/models/base/scratch/bigquery/snowplow_media_player_base_events_this_run.sql b/models/base/scratch/bigquery/snowplow_media_player_base_events_this_run.sql index ca31156..a0f0efc 100644 --- a/models/base/scratch/bigquery/snowplow_media_player_base_events_this_run.sql +++ b/models/base/scratch/bigquery/snowplow_media_player_base_events_this_run.sql @@ -17,218 +17,158 @@ with prep as ( + select + + a.event_id, + {{ web_or_mobile_field( + web={ 'field': 'id', 'col_prefix': 'contexts_com_snowplowanalytics_snowplow_web_page_1' }, + mobile={'field': 'id', 'col_prefix': 'contexts_com_snowplowanalytics_mobile_screen_1' } + ) }} as page_view_id, + b.session_id, + b.domain_userid, + a.user_id, + a.platform, + a.page_referrer, + a.page_url, + a.geo_region_name, + a.br_name, + a.dvce_type, + a.os_name, + a.os_timezone, + a.derived_tstamp as start_tstamp, + a.collector_tstamp, + + -- unpacking the media player event + {{ media_player_field( + v1={ 'field': 'label', 'col_prefix': 'unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1' }, + v2={ 'field': 'label' }, + ) }} as media_label, + {{ media_event_type_field(media_player_event_type={}, event_name='a.event_name') }}, + + -- unpacking the media player object + round({{ media_player_field( + v1={ 'field': 'duration', 'dtype': 'numeric' }, + v2={ 'field': 'duration', 'dtype': 'numeric' } + ) }}) as duration_secs, + {{ media_player_field( + v1={ 'field': 'current_time', 'dtype': 'numeric' }, + v2={ 'field': 'current_time', 'dtype': 'numeric' } + ) }} as current_time, + {{ media_player_field( + v1={ 'field': 'playback_rate', 'dtype': 'numeric' }, + v2={ 'field': 'playback_rate', 'dtype': 'numeric' }, + default='1.0' + ) }} as playback_rate, + {{ percent_progress_field( + v1_percent_progress={ 'field': 'percent_progress', 'dtype': 'int' }, + v1_event_type={}, + event_name='a.event_name', + v2_current_time={ 'field': 'current_time', 'dtype': 'numeric' }, + v2_duration={ 'field': 'duration', 'dtype': 'numeric'} + ) }}, + {{ media_player_field( + v1={ 'field': 'muted', 'dtype': 'boolean' }, + v2={ 'field': 'muted', 'dtype': 'boolean' } + ) }} as is_muted, + + -- media session properties + {{ media_session_field({ 'field': 'media_session_id' }) }} as media_session_id, + {{ media_session_field({ 'field': 'time_played', 'dtype': 'numeric' }) }} as media_session_time_played, + {{ media_session_field({ 'field': 'time_played_muted', 'dtype': 'numeric' }) }} as media_session_time_played_muted, + {{ media_session_field({ 'field': 'time_paused', 'dtype': 'numeric' }) }} as media_session_time_paused, + {{ media_session_field({ 'field': 'content_watched', 'dtype': 'numeric' }) }} as media_session_content_watched, + {{ media_session_field({ 'field': 'time_buffering', 'dtype': 'numeric' }) }} as media_session_time_buffering, + {{ media_session_field({ 'field': 'time_spent_ads', 'dtype': 'numeric' }) }} as media_session_time_spent_ads, + {{ media_session_field({ 'field': 'ads', 'dtype': 'int' }) }} as media_session_ads, + {{ media_session_field({ 'field': 'ads_clicked', 'dtype': 'int' }) }} as media_session_ads_clicked, + {{ media_session_field({ 'field': 'ads_skipped', 'dtype': 'int' }) }} as media_session_ads_skipped, + {{ media_session_field({ 'field': 'ad_breaks', 'dtype': 'int' }) }} as media_session_ad_breaks, + {{ media_session_field({ 'field': 'avg_playback_rate', 'dtype': 'numeric' }) }} as media_session_avg_playback_rate, + + -- ad properties + {{ media_ad_field({ 'field': 'name' }) }} as ad_name, + {{ media_ad_field({ 'field': 'ad_id' }) }} as ad_id, + {{ media_ad_field({ 'field': 'creative_id' }) }} as ad_creative_id, + {{ media_ad_field({ 'field': 'pod_position', 'dtype': 'int' }) }} as ad_pod_position, + {{ media_ad_field({ 'field': 'duration', 'dtype': 'numeric' }) }} as ad_duration, + {{ media_ad_field({ 'field': 'skippable', 'dtype': 'boolean' }) }} as ad_skippable, + + -- ad break properties + {{ media_ad_break_field({ 'field': 'name' }) }} as ad_break_name, + {{ media_ad_break_field({ 'field': 'break_id' }) }} as ad_break_id, + {{ media_ad_break_field({ 'field': 'break_type' }) }} as ad_break_type, + + -- ad quartile event + {{ media_ad_quartile_event_field({ 'field': 'percent_progress', 'dtype': 'int' }) }} as ad_percent_progress, + + -- combined media properties + {{ media_id_field( + v2_player_label={ 'field': 'label' }, + youtube_player_id={ 'field': 'player_id' }, + media_player_id={ 'field': 'html_id' } + ) }}, + {{ media_player_type_field( + v2_player_type={ 'field': 'player_type' }, + youtube_player_id={ 'field': 'player_id' }, + media_player_id={ 'field': 'html_id' } + ) }}, + {{ source_url_field( + youtube_url={ 'field': 'url' }, + media_current_src={ 'field': 'current_src' } + )}}, + {{ media_type_field( + v2_media_type={ 'field': 'media_type' }, + media_media_type={ 'field': 'media_type' } + ) }}, + {{ playback_quality_field( + v2_quality={ 'field': 'quality' }, + youtube_quality={ 'field': 'playback_quality' }, + video_width={ 'field': 'video_width', 'dtype': 'int' }, + video_height={ 'field': 'video_height', 'dtype': 'int' } + )}} + + from {{ var('snowplow__events') }} as a + inner join {{ ref('snowplow_media_player_base_sessions_this_run') }} as b + on {{ web_or_mobile_field( + web='a.domain_sessionid', + mobile={ 'field': 'session_id', 'col_prefix': 'contexts_com_snowplowanalytics_snowplow_client_session_1', 'dtype': 'string' } + ) }} = b.session_id + + where a.collector_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__max_session_days", 3), 'b.start_tstamp') }} + and a.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__days_late_allowed", 3), 'a.dvce_created_tstamp') }} + and a.collector_tstamp >= {{ lower_limit }} + and a.collector_tstamp <= {{ upper_limit }} + {% if var('snowplow__derived_tstamp_partitioned', true) and target.type == 'bigquery' | as_bool() %} + and a.derived_tstamp >= {{ snowplow_utils.timestamp_add('hour', -1, lower_limit) }} + and a.derived_tstamp <= {{ upper_limit }} + {% endif %} + and {{ snowplow_utils.app_id_filter(var("snowplow__app_id",[])) }} + and {{ snowplow_media_player.event_name_filter(var("snowplow__media_event_names", "['media_player_event']")) }} + + qualify row_number() over (partition by a.event_id order by a.collector_tstamp) = 1 + +) + +, ranked as ( + select *, - dense_rank() over (partition by ev.domain_sessionid order by ev.start_tstamp) AS event_in_session_index, - - from ( - - select - - a.event_id, - a.contexts_com_snowplowanalytics_snowplow_web_page_1_0_0[safe_offset(0)].id as page_view_id, - a.domain_sessionid, - a.domain_userid, - a.page_referrer, - a.page_url, - a.geo_region_name, - a.br_name, - a.dvce_type, - a.os_name, - a.os_timezone, - a.derived_tstamp as start_tstamp, - a.collector_tstamp, - - -- unpacking the media player event - {{ snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'label', 'dtype': 'string'}], - col_prefix='unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false)}} as media_label, - {{ snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'type', 'dtype': 'string'}], - col_prefix='unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false)}} as event_type, - - -- unpacking the media player object - round(cast({{ snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'duration', 'dtype': 'string'}], - col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false)}} as float64)) as duration, - {{ snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'current_time', 'dtype': 'string'}], - col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false)}} as player_current_time, - coalesce(cast({{ snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'playback_rate', 'dtype': 'string'}], - col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false)}} as float64), 1) as playback_rate, - case when {{ snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'type', 'dtype': 'string'}], - col_prefix='unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false)}} = 'ended' - then 100 - else safe_cast({{ snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'percent_progress', 'dtype': 'int'}], - col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false)}} as int64) end as percent_progress, - cast({{ snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'muted', 'dtype': 'string'}], - col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false)}} as boolean) as is_muted, - {{ snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'is_live', 'dtype': 'string'}], - col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false)}} as is_live, - {{ snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'loop', 'dtype': 'string'}], - col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false)}} as loop, - {{ snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'volume', 'dtype': 'string'}], - col_prefix='contexts_com_snowplowanalytics_snowplow_media_player_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false)}} as volume, - - -- combined media properties - {{ media_id_col( - youtube_player_id=snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'player_id', 'dtype': 'string'}], - col_prefix='contexts_com_youtube_youtube_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false), - media_player_id=snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'html_id', 'dtype': 'string'}], - col_prefix='contexts_org_whatwg_media_element_1_', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false) - ) }}, - {{ media_player_type_col( - youtube_player_id=snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'player_id', 'dtype': 'string'}], - col_prefix='contexts_com_youtube_youtube_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false), - media_player_id=snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'html_id', 'dtype': 'string'}], - col_prefix='contexts_org_whatwg_media_element_1_', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false) - ) }}, - {{ source_url_col( - youtube_url=snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'url', 'dtype': 'string'}], - col_prefix='contexts_com_youtube_youtube_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false), - media_current_src=snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'current_src', 'dtype': 'string'}], - col_prefix='contexts_org_whatwg_media_element_1_', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false) - ) }}, - {{ media_type_col( - media_media_type=snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'media_type', 'dtype': 'string'}], - col_prefix='contexts_org_whatwg_media_element_1_', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false) - )}}, - {{ playback_quality_col( - youtube_quality=snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'playback_quality', 'dtype': 'string'}], - col_prefix='contexts_com_youtube_youtube_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false), - video_width=snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'video_width', 'dtype': 'string'}], - col_prefix='contexts_org_whatwg_video_element_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false), - video_height=snowplow_utils.get_optional_fields( - enabled= true, - fields=[{'field': 'video_height', 'dtype': 'string'}], - col_prefix='contexts_org_whatwg_video_element_1', - relation=source('atomic', 'events'), - relation_alias='a', - include_field_alias=false) - )}} - - from {{ var('snowplow__events') }} as a - inner join {{ ref('snowplow_media_player_base_sessions_this_run') }} as b - on a.domain_sessionid = b.session_id - - where a.collector_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__max_session_days", 3), 'b.start_tstamp') }} - and a.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__days_late_allowed", 3), 'a.dvce_created_tstamp') }} - and a.collector_tstamp >= {{ lower_limit }} - and a.collector_tstamp <= {{ upper_limit }} - {% if var('snowplow__derived_tstamp_partitioned', true) and target.type == 'bigquery' | as_bool() %} - and a.derived_tstamp >= {{ snowplow_utils.timestamp_add('hour', -1, lower_limit) }} - and a.derived_tstamp <= {{ upper_limit }} - {% endif %} - and {{ snowplow_utils.app_id_filter(var("snowplow__app_id",[])) }} - and {{ snowplow_media_player.event_name_filter(var("snowplow__media_event_names", "['media_player_event']")) }} - - qualify row_number() over (partition by a.event_id order by a.collector_tstamp) = 1 - ) ev + dense_rank() over (partition by ev.session_id order by ev.start_tstamp) AS event_in_session_index, + from prep as ev + ) select - {{ dbt_utils.generate_surrogate_key(['p.page_view_id', 'p.media_id' ]) }} play_id, + coalesce( + p.media_session_id, + {{ dbt_utils.generate_surrogate_key(['p.page_view_id', 'p.media_id' ]) }} + ) as play_id, p.*, - coalesce(cast(piv.weight_rate * p.duration / 100 as {{ type_int() }}), 0) as play_time_sec, - coalesce(cast(case when p.is_muted = true then piv.weight_rate * p.duration / 100 else 0 end as {{ type_int() }}), 0) as play_time_sec_muted - from prep p + coalesce(cast(piv.weight_rate * p.duration_secs / 100 as {{ type_int() }}), 0) as play_time_secs, + coalesce(cast(case when p.is_muted = true then piv.weight_rate * p.duration_secs / 100 else 0 end as {{ type_int() }}), 0) as play_time_muted_secs + + from ranked p left join {{ ref("snowplow_media_player_pivot_base") }} piv on p.percent_progress = piv.percent_progress diff --git a/models/base/scratch/databricks/snowplow_media_player_base_events_this_run.sql b/models/base/scratch/databricks/snowplow_media_player_base_events_this_run.sql index ac59256..74653fe 100644 --- a/models/base/scratch/databricks/snowplow_media_player_base_events_this_run.sql +++ b/models/base/scratch/databricks/snowplow_media_player_base_events_this_run.sql @@ -20,9 +20,14 @@ with prep AS ( select a.event_id, - a.contexts_com_snowplowanalytics_snowplow_web_page_1[0].id::string as page_view_id, - a.domain_sessionid, + {{ web_or_mobile_field( + web={ 'field': 'id', 'col_prefix': 'contexts_com_snowplowanalytics_snowplow_web_page_1', 'dtype': 'string' }, + mobile={ 'field': 'id', 'col_prefix': 'contexts_com_snowplowanalytics_mobile_screen_1', 'dtype': 'string' } + ) }} as page_view_id, + b.session_id, b.domain_userid, + a.user_id, + a.platform, a.page_referrer, a.page_url, a.geo_region_name, @@ -34,44 +39,100 @@ with prep AS ( a.collector_tstamp, -- unpacking the media player event - a.unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1.label::STRING as media_label, - a.unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1.type::STRING as event_type, + {{ media_player_field( + v1={ 'field': 'label', 'col_prefix': 'unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1', 'dtype': 'string' }, + v2={ 'field': 'label', 'dtype': 'string' } + ) }} as media_label, + {{ media_event_type_field(media_player_event_type={ 'dtype': 'string' }, event_name='a.event_name') }}, -- unpacking the media player object - round(contexts_com_snowplowanalytics_snowplow_media_player_1[0].duration::float) as duration, - contexts_com_snowplowanalytics_snowplow_media_player_1[0].current_time::float as player_current_time, - coalesce(contexts_com_snowplowanalytics_snowplow_media_player_1[0].playback_rate::STRING, 1) as playback_rate, - case when a.unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1.type::STRING = 'ended' then 100 else contexts_com_snowplowanalytics_snowplow_media_player_1[0].percent_progress::int end percent_progress, - contexts_com_snowplowanalytics_snowplow_media_player_1[0].muted::STRING as is_muted, - contexts_com_snowplowanalytics_snowplow_media_player_1[0].is_live::STRING as is_live, - contexts_com_snowplowanalytics_snowplow_media_player_1[0].loop::STRING as loop, - contexts_com_snowplowanalytics_snowplow_media_player_1[0].volume::STRING as volume, + round({{ media_player_field( + v1={ 'field': 'duration', 'dtype': 'double' }, + v2={ 'field': 'duration', 'dtype': 'double' } + ) }}) as duration_secs, + {{ media_player_field( + v1={ 'field': 'current_time', 'dtype': 'double' }, + v2={ 'field': 'current_time', 'dtype': 'double' } + ) }} as current_time, + {{ media_player_field( + v1={ 'field': 'playback_rate', 'dtype': 'double' }, + v2={ 'field': 'playback_rate', 'dtype': 'double' }, + default='1.0' + ) }} as playback_rate, + {{ percent_progress_field( + v1_percent_progress={ 'field': 'percent_progress', 'dtype': 'string' }, + v1_event_type={ 'field': 'type', 'dtype': 'string' }, + event_name='a.event_name', + v2_current_time={ 'field': 'current_time', 'dtype': 'double' }, + v2_duration={ 'field': 'duration', 'dtype': 'double' } + ) }}, + {{ media_player_field( + v1={ 'field': 'muted', 'dtype': 'boolean' }, + v2={ 'field': 'muted', 'dtype': 'boolean' } + ) }} as is_muted, + + -- media session properties + {{ media_session_field({ 'field': 'media_session_id', 'dtype': 'string' }) }} as media_session_id, + {{ media_session_field({ 'field': 'time_played', 'dtype': 'double' }) }} as media_session_time_played, + {{ media_session_field({ 'field': 'time_played_muted', 'dtype': 'double' }) }} as media_session_time_played_muted, + {{ media_session_field({ 'field': 'time_paused', 'dtype': 'double' }) }} as media_session_time_paused, + {{ media_session_field({ 'field': 'content_watched', 'dtype': 'double' }) }} as media_session_content_watched, + {{ media_session_field({ 'field': 'time_buffering', 'dtype': 'double' }) }} as media_session_time_buffering, + {{ media_session_field({ 'field': 'time_spent_ads', 'dtype': 'double' }) }} as media_session_time_spent_ads, + {{ media_session_field({ 'field': 'ads', 'dtype': 'integer' }) }} as media_session_ads, + {{ media_session_field({ 'field': 'ads_clicked', 'dtype': 'integer' }) }} as media_session_ads_clicked, + {{ media_session_field({ 'field': 'ads_skipped', 'dtype': 'integer' }) }} as media_session_ads_skipped, + {{ media_session_field({ 'field': 'ad_breaks', 'dtype': 'integer' }) }} as media_session_ad_breaks, + {{ media_session_field({ 'field': 'avg_playback_rate', 'dtype': 'double' }) }} as media_session_avg_playback_rate, + + -- ad properties + {{ media_ad_field({ 'field': 'name', 'dtype': 'string' }) }} as ad_name, + {{ media_ad_field({ 'field': 'ad_id', 'dtype': 'string' }) }} as ad_id, + {{ media_ad_field({ 'field': 'creative_id', 'dtype': 'string' }) }} as ad_creative_id, + {{ media_ad_field({ 'field': 'pod_position', 'dtype': 'integer' }) }} as ad_pod_position, + {{ media_ad_field({ 'field': 'duration', 'dtype': 'double' }) }} as ad_duration, + {{ media_ad_field({ 'field': 'skippable', 'dtype': 'boolean' }) }} as ad_skippable, + + -- ad break properties + {{ media_ad_break_field({ 'field': 'name', 'dtype': 'string' }) }} as ad_break_name, + {{ media_ad_break_field({ 'field': 'break_id', 'dtype': 'string' }) }} as ad_break_id, + {{ media_ad_break_field({ 'field': 'break_type', 'dtype': 'string' }) }} as ad_break_type, + + -- ad quartile event + {{ media_ad_quartile_event_field({ 'field': 'percent_progress', 'dtype': 'integer' }) }} as ad_percent_progress, -- combined media properties - {{ media_id_col( - youtube_player_id='a.contexts_com_youtube_youtube_1[0].player_id::STRING', - media_player_id='a.contexts_org_whatwg_media_element_1[0].html_id::STRING' + {{ media_id_field( + v2_player_label={ 'field': 'label', 'dtype': 'string' }, + youtube_player_id={ 'field': 'player_id', 'dtype': 'string' }, + media_player_id={ 'field': 'html_id', 'dtype': 'string' } ) }}, - {{ media_player_type_col( - youtube_player_id='a.contexts_com_youtube_youtube_1[0].player_id::STRING', - media_player_id='a.contexts_org_whatwg_media_element_1[0].html_id::STRING' + {{ media_player_type_field( + v2_player_type={ 'field': 'player_type', 'dtype': 'string' }, + youtube_player_id={ 'field': 'player_id', 'dtype': 'string' }, + media_player_id={ 'field': 'html_id', 'dtype': 'string' } ) }}, - {{ source_url_col( - youtube_url='a.contexts_com_youtube_youtube_1[0].url::STRING', - media_current_src='a.contexts_org_whatwg_media_element_1[0].current_src::STRING' + {{ source_url_field( + youtube_url={ 'field': 'url', 'dtype': 'string' }, + media_current_src={ 'field': 'current_src', 'dtype': 'string' } ) }}, - {{ media_type_col( - media_media_type='a.contexts_org_whatwg_media_element_1[0].media_type::STRING' + {{ media_type_field( + v2_media_type={ 'field': 'media_type', 'dtype': 'string' }, + media_media_type={ 'field': 'media_type', 'dtype': 'string' } ) }}, - {{ playback_quality_col( - youtube_quality='a.contexts_com_youtube_youtube_1[0].playback_quality::STRING', - video_width='a.contexts_org_whatwg_video_element_1[0].video_width::STRING', - video_height='a.contexts_org_whatwg_video_element_1[0].video_height::STRING' - ) }} + {{ playback_quality_field( + v2_quality={ 'field': 'quality', 'dtype': 'string' }, + youtube_quality={ 'field': 'playback_quality', 'dtype': 'string' }, + video_width={ 'field': 'video_width', 'dtype': 'integer' }, + video_height={ 'field': 'video_height', 'dtype': 'integer' } + )}} from {{ var('snowplow__events') }} as a inner join {{ ref('snowplow_media_player_base_sessions_this_run') }} as b - on a.domain_sessionid = b.session_id + on {{ web_or_mobile_field( + web='a.domain_sessionid', + mobile={ 'field': 'session_id', 'col_prefix': 'contexts_com_snowplowanalytics_snowplow_client_session_1', 'dtype': 'string' } + ) }} = b.session_id where a.collector_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__max_session_days", 3), 'b.start_tstamp') }} and a.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__days_late_allowed", 3), 'a.dvce_created_tstamp') }} @@ -84,12 +145,18 @@ with prep AS ( ) select - {{ dbt_utils.generate_surrogate_key(['p.page_view_id', 'p.media_id' ]) }} play_id, - p.*, - coalesce(cast(round(piv.weight_rate * p.duration / 100) as {{ type_int() }}), 0) as play_time_sec, - coalesce(cast(case when p.is_muted = true then round(piv.weight_rate * p.duration / 100) else 0 end as {{ type_int() }}), 0) as play_time_sec_muted, + coalesce( + p.media_session_id, + {{ dbt_utils.generate_surrogate_key(['p.page_view_id', 'p.media_id' ]) }} + ) as play_id, + p.* except (percent_progress), + + cast(p.percent_progress as integer) as percent_progress, + + coalesce(cast(round(piv.weight_rate * p.duration_secs / 100) as {{ type_int() }}), 0) as play_time_secs, + coalesce(cast(case when p.is_muted = true then round(piv.weight_rate * p.duration_secs / 100) else 0 end as {{ type_int() }}), 0) as play_time_muted_secs, - dense_rank() over (partition by domain_sessionid order by start_tstamp) AS event_in_session_index + dense_rank() over (partition by session_id order by start_tstamp) AS event_in_session_index from prep p diff --git a/models/base/scratch/default/snowplow_media_player_base_events_this_run.sql b/models/base/scratch/default/snowplow_media_player_base_events_this_run.sql index f0eef95..4467296 100644 --- a/models/base/scratch/default/snowplow_media_player_base_events_this_run.sql +++ b/models/base/scratch/default/snowplow_media_player_base_events_this_run.sql @@ -17,139 +17,36 @@ {{ exceptions.raise_compiler_error("No media context enabled. Please enable as many of the following variables as required: snowplow__enable_youtube, snowplow__enable_whatwg_media, snowplow__enable_whatwg_video") }} {% endif %} +with + +{% if var("snowplow__enable_mobile_events") %} +-- unpacking the screen context entity +{{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__context_screen'), lower_limit, upper_limit) }}, +-- unpacking the client session context entity +{{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__context_mobile_session'), lower_limit, upper_limit) }}, +{% endif %} + /* Dedupe logic: Per dupe event_id keep earliest row ordered by collector_tstamp. If multiple earliest rows, take arbitrary one using row_number(). */ -with events_this_run AS ( +events_this_run AS ( select - a.app_id, a.platform, - a.etl_tstamp, a.collector_tstamp, a.dvce_created_tstamp, - a.event, a.event_id, - a.txn_id, - a.name_tracker, - a.v_tracker, - a.v_collector, - a.v_etl, a.user_id, - a.user_ipaddress, - a.user_fingerprint, b.domain_userid, -- take domain_userid from manifest. This ensures only 1 domain_userid per session. - a.domain_sessionidx, - a.network_userid, - a.geo_country, - a.geo_region, - a.geo_city, - a.geo_zipcode, - a.geo_latitude, - a.geo_longitude, a.geo_region_name, - a.ip_isp, - a.ip_organization, - a.ip_domain, - a.ip_netspeed, a.page_url, - a.page_title, a.page_referrer, - a.page_urlscheme, - a.page_urlhost, - a.page_urlport, - a.page_urlpath, - a.page_urlquery, - a.page_urlfragment, - a.refr_urlscheme, - a.refr_urlhost, - a.refr_urlport, - a.refr_urlpath, - a.refr_urlquery, - a.refr_urlfragment, - a.refr_medium, - a.refr_source, - a.refr_term, - a.mkt_medium, - a.mkt_source, - a.mkt_term, - a.mkt_content, - a.mkt_campaign, - a.se_category, - a.se_action, - a.se_label, - a.se_property, - a.se_value, - a.tr_orderid, - a.tr_affiliation, - a.tr_total, - a.tr_tax, - a.tr_shipping, - a.tr_city, - a.tr_state, - a.tr_country, - a.ti_orderid, - a.ti_sku, - a.ti_name, - a.ti_category, - a.ti_price, - a.ti_quantity, - a.pp_xoffset_min, - a.pp_xoffset_max, - a.pp_yoffset_min, - a.pp_yoffset_max, - a.useragent, a.br_name, - a.br_family, - a.br_version, - a.br_type, - a.br_renderengine, - a.br_lang, - a.br_features_pdf, - a.br_features_flash, - a.br_features_java, - a.br_features_director, - a.br_features_quicktime, - a.br_features_realplayer, - a.br_features_windowsmedia, - a.br_features_gears, - a.br_features_silverlight, - a.br_cookies, - a.br_colordepth, - a.br_viewwidth, - a.br_viewheight, a.os_name, - a.os_family, - a.os_manufacturer, a.os_timezone, a.dvce_type, - a.dvce_ismobile, - a.dvce_screenwidth, - a.dvce_screenheight, - a.doc_charset, - a.doc_width, - a.doc_height, - a.tr_currency, - a.tr_total_base, - a.tr_tax_base, - a.tr_shipping_base, - a.ti_currency, - a.ti_price_base, - a.base_currency, - a.geo_timezone, - a.mkt_clickid, - a.mkt_network, - a.etl_tags, - a.dvce_sent_tstamp, - a.refr_domain_userid, - a.refr_dvce_tstamp, - a.domain_sessionid, + b.session_id, a.derived_tstamp, - a.event_vendor, a.event_name, - a.event_format, - a.event_version, - a.event_fingerprint, - a.true_tstamp, {% if var('snowplow__enable_load_tstamp', true) %} a.load_tstamp, {% endif %} @@ -157,8 +54,14 @@ with events_this_run AS ( count(*) over (partition by a.event_id) as event_id_dedupe_count from {{ var('snowplow__events') }} as a + {% if var('snowplow__enable_mobile_events', false) -%} + left join {{ var('snowplow__context_mobile_session') }} cs on a.event_id = cs.client_session__id and a.collector_tstamp = cs.client_session__tstamp + {%- endif %} inner join {{ ref('snowplow_media_player_base_sessions_this_run') }} as b - on a.domain_sessionid = b.session_id + on {{ web_or_mobile_field( + web='a.domain_sessionid', + mobile='cs.session_id' + ) }} = b.session_id where a.collector_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__max_session_days", 3), 'b.start_tstamp') }} and a.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__days_late_allowed", 3), 'a.dvce_created_tstamp') }} @@ -169,10 +72,28 @@ with events_this_run AS ( ), +{% if var("snowplow__enable_media_player_v1") %} -- unpacking the media player event {{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__media_player_event_context'), lower_limit, upper_limit) }}, -- unpacking the media player context entity {{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__media_player_context'), lower_limit, upper_limit) }}, +{% endif %} +{% if var("snowplow__enable_media_player_v2") %} +-- unpacking the media player context entity v2 +{{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__media_player_v2_context'), lower_limit, upper_limit) }}, +{% endif %} +{% if var("snowplow__enable_media_session") %} +-- unpacking the media session context entity +{{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__media_session_context'), lower_limit, upper_limit) }}, +{% endif %} +{% if var("snowplow__enable_media_ad") %} +-- unpacking the media ad context entity +{{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__media_ad_context'), lower_limit, upper_limit) }}, +{% endif %} +{% if var("snowplow__enable_media_ad_break") %} +-- unpacking the media ad break context entity +{{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__media_ad_break_context'), lower_limit, upper_limit) }}, +{% endif %} -- unpacking the youtube context entity {%- if var("snowplow__enable_youtube") -%} {{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__youtube_context'), lower_limit, upper_limit) }}, @@ -185,15 +106,23 @@ with events_this_run AS ( {% if var("snowplow__enable_whatwg_video") -%} {{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__html5_video_element_context'), lower_limit, upper_limit) }}, {%- endif %} +{% if var("snowplow__enable_web_events") %} -- unpacking the web page context entity {{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__context_web_page'), lower_limit, upper_limit) }}, +{% endif %} +{% if var("snowplow__enable_ad_quartile_event") %} +-- unpacking the ad quartile event +{{ snowplow_utils.get_sde_or_context(var('snowplow__atomic_schema', 'atomic'), var('snowplow__media_ad_quartile_event'), lower_limit, upper_limit) }}, +{% endif %} prep as ( select ev.event_id, - pv.id as page_view_id, - ev.domain_sessionid, - ev.domain_userid, + {{ web_or_mobile_field(web='pv.id', mobile='sv.id') }} as page_view_id, + ev.session_id, -- this is coalesced web or mobile session id + ev.domain_userid, -- this is coalesced web or mobile user id + ev.user_id, + ev.platform, ev.page_referrer, ev.page_url, ev.geo_region_name, @@ -205,35 +134,72 @@ prep as ( ev.collector_tstamp, -- unpacking the media player event - mpe.label as media_label, - mpe.type as event_type, + {{ media_player_field(v1='mpe.label', v2='mp2.label') }} as media_label, + {{ media_event_type_field(media_player_event_type='mpe.type', event_name='ev.event_name') }}, -- unpacking the media player object - round(mp.duration) as duration, - mp.current_time as player_current_time, - coalesce(mp.playback_rate, 1) as playback_rate, - case when mpe.type = 'ended' then 100 else mp.percent_progress end percent_progress, - mp.muted as is_muted, - mp.is_live, - mp.loop, - mp.volume, + round({{ media_player_field(v1='mp.duration', v2='mp2.duration') }}) as duration_secs, + {{ media_player_field(v1='mp.current_time', v2='mp2.current_time') }} as current_time, + {{ media_player_field( + v1='mp.playback_rate', + v2='mp2.playback_rate', + default='1' + ) }} as playback_rate, + {{ percent_progress_field( + v1_percent_progress='mp.percent_progress', + v1_event_type='mpe.type', + event_name='ev.event_name', + v2_current_time='mp2.current_time', + v2_duration='mp2.duration' + ) }}, + {{ media_player_field(v1='mp.muted', v2='mp2.muted') }} as is_muted, + + -- media session properties + {{ media_session_field('ms.media_session_id') }} as media_session_id, + {{ media_session_field('ms.time_played') }} as media_session_time_played, + {{ media_session_field('ms.time_played_muted') }} as media_session_time_played_muted, + {{ media_session_field('ms.time_paused') }} as media_session_time_paused, + {{ media_session_field('ms.content_watched') }} as media_session_content_watched, + {{ media_session_field('ms.time_buffering') }} as media_session_time_buffering, + {{ media_session_field('ms.time_spent_ads') }} as media_session_time_spent_ads, + {{ media_session_field('ms.ads') }} as media_session_ads, + {{ media_session_field('ms.ads_clicked') }} as media_session_ads_clicked, + {{ media_session_field('ms.ads_skipped') }} as media_session_ads_skipped, + {{ media_session_field('ms.ad_breaks') }} as media_session_ad_breaks, + {{ media_session_field('ms.avg_playback_rate') }} as media_session_avg_playback_rate, + + -- ad properties + {{ media_ad_field('ma.name') }} as ad_name, + {{ media_ad_field('ma.ad_id') }} as ad_id, + {{ media_ad_field('ma.creative_id') }} as ad_creative_id, + {{ media_ad_field('ma.pod_position') }} as ad_pod_position, + {{ media_ad_field('ma.duration') }} as ad_duration, + {{ media_ad_field('ma.skippable') }} as ad_skippable, + + -- ad break properties + {{ media_ad_break_field('mb.name') }} as ad_break_name, + {{ media_ad_break_field('mb.break_id') }} as ad_break_id, + {{ media_ad_break_field('mb.break_type') }} as ad_break_type, + + -- ad quartile event + {{ media_ad_quartile_event_field('aq.percent_progress') }} as ad_percent_progress, -- combined media properties - {{ media_id_col(youtube_player_id='yt.player_id', media_player_id='me.html_id') }}, - {{ media_player_type_col(youtube_player_id='yt.player_id', media_player_id='me.html_id') }}, - {{ source_url_col(youtube_url='yt.url', media_current_src='me.current_src')}}, - {{ media_type_col(media_media_type='me.media_type')}}, - {{ playback_quality_col( - youtube_quality='yt.playback_quality', - video_width='ve.video_width', - video_height='ve.video_height' + {{ media_id_field(v2_player_label='mp2.label', youtube_player_id='yt.player_id', media_player_id='me.html_id') }}, + {{ media_player_type_field(v2_player_type='mp2.player_type', youtube_player_id='yt.player_id', media_player_id='me.html_id') }}, + {{ source_url_field(youtube_url='yt.url', media_current_src='me.current_src')}}, + {{ media_type_field(v2_media_type='mp2.media_type', media_media_type='me.media_type')}}, + {{ playback_quality_field( + v2_quality='mp2.quality', + youtube_quality='yt.playback_quality', + video_width='ve.video_width', + video_height='ve.video_height' )}}, - dense_rank() over (partition by domain_sessionid order by derived_tstamp) AS event_in_session_index + dense_rank() over (partition by session_id order by derived_tstamp) AS event_in_session_index from events_this_run ev - -- youtube context entity {% if var("snowplow__enable_youtube") %} left join {{ var('snowplow__youtube_context') }} yt on ev.event_id = yt.youtube__id and ev.collector_tstamp = yt.youtube__tstamp @@ -246,23 +212,53 @@ prep as ( {% if var("snowplow__enable_whatwg_video") %} left join {{ var('snowplow__html5_video_element_context') }} ve on ev.event_id = ve.video_element__id and ev.collector_tstamp = ve.video_element__tstamp {%- endif %} + {% if var("snowplow__enable_media_player_v1") %} -- media player event left join {{ var('snowplow__media_player_event_context') }} mpe on ev.event_id = mpe.media_player_event__id and ev.collector_tstamp = mpe.media_player_event__tstamp -- media player context entity left join {{ var('snowplow__media_player_context') }} mp on ev.event_id = mp.media_player__id and ev.collector_tstamp = mp.media_player__tstamp + {% endif %} + {% if var("snowplow__enable_media_player_v2") %} + -- media player v2 context entity + left join {{ var('snowplow__media_player_v2_context') }} mp2 on ev.event_id = mp2.media_player__id and ev.collector_tstamp = mp2.media_player__tstamp + {% endif %} + {% if var("snowplow__enable_media_session") %} + -- media session context entity + left join {{ var('snowplow__media_session_context') }} ms on ev.event_id = ms.session__id and ev.collector_tstamp = ms.session__tstamp + {% endif %} + {% if var("snowplow__enable_media_ad") %} + -- media ad context entity + left join {{ var('snowplow__media_ad_context') }} ma on ev.event_id = ma.ad__id and ev.collector_tstamp = ma.ad__tstamp + {% endif %} + {% if var("snowplow__enable_media_ad_break") %} + -- media ad break context entity + left join {{ var('snowplow__media_ad_break_context') }} mb on ev.event_id = mb.ad_break__id and ev.collector_tstamp = mb.ad_break__tstamp + {% endif %} + {% if var("snowplow__enable_web_events") %} -- web page context entity - left join {{ var('snowplow__context_web_page') }} pv on ev.event_id = pv.web_page__id and ev.collector_tstamp = pv.web_page__tstamp - + left join {{ var('snowplow__context_web_page') }} pv on ev.platform = 'web' and ev.event_id = pv.web_page__id and ev.collector_tstamp = pv.web_page__tstamp + {% endif %} + {% if var("snowplow__enable_mobile_events") %} + -- screen context entity + left join {{ var('snowplow__context_screen') }} sv on ev.platform = 'mob' and ev.event_id = sv.screen__id and ev.collector_tstamp = sv.screen__tstamp + {% endif %} + {% if var("snowplow__enable_ad_quartile_event") %} + -- ad quartile event + left join {{ var('snowplow__media_ad_quartile_event') }} aq on ev.event_id = aq.ad_quartile_event__id and ev.collector_tstamp = aq.ad_quartile_event__tstamp + {% endif %} where ev.event_id_dedupe_index = 1 ) - select - {{ dbt_utils.generate_surrogate_key(['p.page_view_id', 'p.media_id' ]) }} play_id, +select + coalesce( + p.media_session_id, + {{ dbt_utils.generate_surrogate_key(['p.page_view_id', 'p.media_id' ]) }} + ) play_id, p.*, - coalesce(cast(round(piv.weight_rate * p.duration / 100) as {{ type_int() }}), 0) as play_time_sec, - coalesce(cast(case when p.is_muted then round(piv.weight_rate * p.duration / 100) end as {{ type_int() }}), 0) as play_time_sec_muted + coalesce(cast(round(piv.weight_rate * p.duration_secs / 100) as {{ type_int() }}), 0) as play_time_secs, + coalesce(cast(case when p.is_muted then round(piv.weight_rate * p.duration_secs / 100) end as {{ type_int() }}), 0) as play_time_muted_secs from prep p diff --git a/models/base/scratch/default/sources.yml b/models/base/scratch/default/sources.yml index 4210c67..d1882be 100644 --- a/models/base/scratch/default/sources.yml +++ b/models/base/scratch/default/sources.yml @@ -7,10 +7,24 @@ sources: tables: - name: com_snowplowanalytics_snowplow_web_page_1 description: '{{ doc("table_page_view_context") }}' + - name: com_snowplowanalytics_mobile_screen_1 + description: '{{ doc("table_screen_context") }}' + - name: com_snowplowanalytics_snowplow_client_session_1 + description: '{{ doc("table_client_session_context") }}' - name: com_snowplowanalytics_snowplow_media_player_event_1 description: '{{ doc("table_media_player_event") }}' - name: com_snowplowanalytics_snowplow_media_player_1 description: '{{ doc("table_media_player_context") }}' + - name: com_snowplowanalytics_snowplow_media_player_2 + description: '{{ doc("table_media_player_context") }}' + - name: com_snowplowanalytics_snowplow_media_session_1 + description: '{{ doc("table_media_session_context") }}' + - name: com_snowplowanalytics_snowplow_media_ad_1 + description: '{{ doc("table_media_ad_context") }}' + - name: com_snowplowanalytics_snowplow_media_ad_break_1 + description: '{{ doc("table_media_ad_break_context") }}' + - name: com_snowplowanalytics_snowplow_media_ad_quartile_event_1 + description: '{{ doc("table_media_ad_quartile_event") }}' - name: com_youtube_youtube_1 description: '{{ doc("table_youtube_context") }}' - name: org_whatwg_media_element_1 diff --git a/models/base/scratch/snowflake/snowplow_media_player_base_events_this_run.sql b/models/base/scratch/snowflake/snowplow_media_player_base_events_this_run.sql index cd44623..ed4e54a 100644 --- a/models/base/scratch/snowflake/snowplow_media_player_base_events_this_run.sql +++ b/models/base/scratch/snowflake/snowplow_media_player_base_events_this_run.sql @@ -21,9 +21,14 @@ with prep as ( select a.event_id, - a.contexts_com_snowplowanalytics_snowplow_web_page_1[0]:id::varchar as page_view_id, - a.domain_sessionid, + {{ web_or_mobile_field( + web={ 'field': 'id', 'col_prefix': 'contexts_com_snowplowanalytics_snowplow_web_page_1', 'dtype': 'varchar' }, + mobile={ 'field': 'id', 'col_prefix': 'contexts_com_snowplowanalytics_mobile_screen_1', 'dtype': 'varchar' } + ) }} as page_view_id, + b.session_id, b.domain_userid, + a.user_id, + a.platform, a.page_referrer, a.page_url, a.geo_region_name, @@ -35,50 +40,100 @@ with prep as ( a.collector_tstamp, -- unpacking the media player event - a.unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1:label::varchar as media_label, - a.unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1:type::varchar as event_type, + {{ media_player_field( + v1={ 'field': 'label', 'col_prefix': 'unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1', 'dtype': 'varchar' }, + v2={ 'field': 'label', 'dtype': 'varchar' } + ) }} as media_label, + {{ media_event_type_field(media_player_event_type={ 'dtype': 'varchar' }, event_name='a.event_name') }}, -- unpacking the media player object - round(a.contexts_com_snowplowanalytics_snowplow_media_player_1[0]:duration::float) as duration, - a.contexts_com_snowplowanalytics_snowplow_media_player_1[0]:currentTime::float as player_current_time, - coalesce(a.contexts_com_snowplowanalytics_snowplow_media_player_1[0]:playbackRate::varchar, 1) as playback_rate, - cast( - case - when a.unstruct_event_com_snowplowanalytics_snowplow_media_player_event_1:type::varchar = 'ended' then '100' - when a.contexts_com_snowplowanalytics_snowplow_media_player_1[0]:percentProgress::varchar = '' then null - else a.contexts_com_snowplowanalytics_snowplow_media_player_1[0]:percentProgress::varchar - end as int - ) as percent_progress, - a.contexts_com_snowplowanalytics_snowplow_media_player_1[0]:muted::boolean as is_muted, - a.contexts_com_snowplowanalytics_snowplow_media_player_1[0]:isLive::varchar as is_live, - a.contexts_com_snowplowanalytics_snowplow_media_player_1[0]:loop::varchar as loop, - a.contexts_com_snowplowanalytics_snowplow_media_player_1[0]:volume::varchar as volume, + round({{ media_player_field( + v1={ 'field': 'duration', 'dtype': 'float' }, + v2={ 'field': 'duration', 'dtype': 'float' } + ) }}) as duration_secs, + {{ media_player_field( + v1={ 'field': 'currentTime', 'dtype': 'float' }, + v2={ 'field': 'currentTime', 'dtype': 'float' } + ) }} as current_time, + {{ media_player_field( + v1={ 'field': 'playbackRate', 'dtype': 'float' }, + v2={ 'field': 'playbackRate', 'dtype': 'float' }, + default='1.0' + ) }} as playback_rate, + {{ percent_progress_field( + v1_percent_progress={ 'field': 'percentProgress', 'dtype': 'varchar' }, + v1_event_type={ 'field': 'type', 'dtype': 'varchar' }, + event_name='a.event_name', + v2_current_time={ 'field': 'currentTime', 'dtype': 'float' }, + v2_duration={ 'field': 'duration', 'dtype': 'float' } + ) }}, + {{ media_player_field( + v1={ 'field': 'muted', 'dtype': 'boolean' }, + v2={ 'field': 'muted', 'dtype': 'boolean' } + ) }} as is_muted, + + -- media session properties + {{ media_session_field({ 'field': 'mediaSessionId', 'dtype': 'varchar' }) }} as media_session_id, + {{ media_session_field({ 'field': 'timePlayed', 'dtype': 'float' }) }} as media_session_time_played, + {{ media_session_field({ 'field': 'timePlayedMuted', 'dtype': 'float' }) }} as media_session_time_played_muted, + {{ media_session_field({ 'field': 'timePaused', 'dtype': 'float' }) }} as media_session_time_paused, + {{ media_session_field({ 'field': 'contentWatched', 'dtype': 'float' }) }} as media_session_content_watched, + {{ media_session_field({ 'field': 'timeBuffering', 'dtype': 'float' }) }} as media_session_time_buffering, + {{ media_session_field({ 'field': 'timeSpentAds', 'dtype': 'float' }) }} as media_session_time_spent_ads, + {{ media_session_field({ 'field': 'ads', 'dtype': 'integer' }) }} as media_session_ads, + {{ media_session_field({ 'field': 'adsClicked', 'dtype': 'integer' }) }} as media_session_ads_clicked, + {{ media_session_field({ 'field': 'adsSkipped', 'dtype': 'integer' }) }} as media_session_ads_skipped, + {{ media_session_field({ 'field': 'adBreaks', 'dtype': 'integer' }) }} as media_session_ad_breaks, + {{ media_session_field({ 'field': 'avgPlaybackRate', 'dtype': 'float' }) }} as media_session_avg_playback_rate, + + -- ad properties + {{ media_ad_field({ 'field': 'name', 'dtype': 'varchar' }) }} as ad_name, + {{ media_ad_field({ 'field': 'adId', 'dtype': 'varchar' }) }} as ad_id, + {{ media_ad_field({ 'field': 'creativeId', 'dtype': 'varchar' }) }} as ad_creative_id, + {{ media_ad_field({ 'field': 'podPosition', 'dtype': 'integer' }) }} as ad_pod_position, + {{ media_ad_field({ 'field': 'duration', 'dtype': 'float' }) }} as ad_duration, + {{ media_ad_field({ 'field': 'skippable', 'dtype': 'boolean' }) }} as ad_skippable, + + -- ad break properties + {{ media_ad_break_field({ 'field': 'name', 'dtype': 'varchar' }) }} as ad_break_name, + {{ media_ad_break_field({ 'field': 'breakId', 'dtype': 'varchar' }) }} as ad_break_id, + {{ media_ad_break_field({ 'field': 'breakType', 'dtype': 'varchar' }) }} as ad_break_type, + + -- ad quartile event + {{ media_ad_quartile_event_field({ 'field': 'percentProgress', 'dtype': 'integer' }) }} as ad_percent_progress, -- combined media properties - {{ media_id_col( - youtube_player_id='a.contexts_com_youtube_youtube_1[0]:playerId', - media_player_id='a.contexts_org_whatwg_media_element_1[0]:htmlId::varchar' + {{ media_id_field( + v2_player_label={ 'field': 'label', 'dtype': 'varchar' }, + youtube_player_id={ 'field': 'playerId', 'dtype': 'varchar' }, + media_player_id={ 'field': 'htmlId', 'dtype': 'varchar' } ) }}, - {{ media_player_type_col( - youtube_player_id='a.contexts_com_youtube_youtube_1[0]:playerId', - media_player_id='a.contexts_org_whatwg_media_element_1[0]:htmlId::varchar' + {{ media_player_type_field( + v2_player_type={ 'field': 'playerType', 'dtype': 'varchar' }, + youtube_player_id={ 'field': 'playerId', 'dtype': 'varchar' }, + media_player_id={ 'field': 'htmlId', 'dtype': 'varchar' } ) }}, - {{ source_url_col( - youtube_url='a.contexts_com_youtube_youtube_1[0]:url::varchar', - media_current_src='a.contexts_org_whatwg_media_element_1[0]:currentSrc::varchar' + {{ source_url_field( + youtube_url={ 'field': 'url', 'dtype': 'varchar' }, + media_current_src={ 'field': 'currentSrc', 'dtype': 'varchar' } ) }}, - {{ media_type_col( - media_media_type='a.contexts_org_whatwg_media_element_1[0]:mediaType::varchar' + {{ media_type_field( + v2_media_type={ 'field': 'mediaType', 'dtype': 'varchar' }, + media_media_type={ 'field': 'mediaType', 'dtype': 'varchar' } ) }}, - {{ playback_quality_col( - youtube_quality='a.contexts_com_youtube_youtube_1[0]:playbackQuality::varchar', - video_width='a.contexts_org_whatwg_video_element_1[0]:videoWidth::varchar', - video_height='a.contexts_org_whatwg_video_element_1[0]:videoHeight::varchar' + {{ playback_quality_field( + v2_quality={ 'field': 'quality', 'dtype': 'varchar' }, + youtube_quality={ 'field': 'playbackQuality', 'dtype': 'varchar' }, + video_width={ 'field': 'videoWidth', 'dtype': 'integer' }, + video_height={ 'field': 'videoHeight', 'dtype': 'integer' } )}} from {{ var('snowplow__events') }} as a inner join {{ ref('snowplow_media_player_base_sessions_this_run') }} as b - on a.domain_sessionid = b.session_id + on {{ web_or_mobile_field( + web='a.domain_sessionid', + mobile={ 'field': 'sessionId', 'col_prefix': 'contexts_com_snowplowanalytics_snowplow_client_session_1', 'dtype': 'varchar' } + ) }} = b.session_id where a.collector_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__max_session_days", 3), 'b.start_tstamp') }} and a.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', var("snowplow__days_late_allowed", 3), 'a.dvce_created_tstamp') }} @@ -91,23 +146,29 @@ with prep as ( ) select - {{ dbt_utils.generate_surrogate_key(['p.page_view_id', 'p.media_id' ]) }} as play_id, - p.*, coalesce( - cast(piv.weight_rate * p.duration / 100 as {{ type_int() }}), + p.media_session_id, + {{ dbt_utils.generate_surrogate_key(['p.page_view_id', 'p.media_id' ]) }} + ) as play_id, + p.* exclude (percent_progress), + + cast(p.percent_progress as integer) as percent_progress, + + coalesce( + cast(piv.weight_rate * p.duration_secs / 100 as {{ type_int() }}), 0 - ) as play_time_sec, + ) as play_time_secs, coalesce( cast( case - when p.is_muted = true then piv.weight_rate * p.duration / 100 + when p.is_muted = true then piv.weight_rate * p.duration_secs / 100 else 0 end as {{ type_int() }} ), 0 - ) as play_time_sec_muted, + ) as play_time_muted_secs, - dense_rank() over (partition by domain_sessionid order by start_tstamp) AS event_in_session_index + dense_rank() over (partition by session_id order by start_tstamp) AS event_in_session_index from prep as p diff --git a/models/custom/snowplow_media_player_custom.yml b/models/custom/snowplow_media_player_custom.yml index ed05be9..226be1f 100644 --- a/models/custom/snowplow_media_player_custom.yml +++ b/models/custom/snowplow_media_player_custom.yml @@ -5,7 +5,7 @@ models: +tags: "snowplow_media_player_incremental" description: '{{ doc("table_session_stats") }}' columns: - - name: domain_sessionid + - name: session_id description: '{{ doc("col_domain_sessionid") }}' tags: - primary-key @@ -34,10 +34,10 @@ models: description: '{{ doc("col_end_tstamp") }}' - name: seeks description: '{{ doc("col_seeks") }}' - - name: play_time_sec - description: '{{ doc("col_play_time_sec") }}' - - name: play_time_sec_muted - description: '{{ doc("col_play_time_sec_muted") }}' + - name: play_time_secs + description: '{{ doc("col_play_time_secs") }}' + - name: play_time_muted_secs + description: '{{ doc("col_play_time_muted_secs") }}' - name: avg_play_time_sec description: '{{ doc("col_avg_play_time_sec") }}' - name: avg_percent_played @@ -71,9 +71,9 @@ models: description: '{{ doc("col_complete_plays") }}' - name: seeks description: '{{ doc("col_seeks") }}' - - name: play_time_min - description: '{{ doc("col_play_time_min") }}' - - name: avg_session_play_time_min - description: '{{ doc("col_avg_session_play_time_min") }}' + - name: play_time_mins + description: '{{ doc("col_play_time_mins") }}' + - name: avg_session_play_time_mins + description: '{{ doc("col_avg_session_play_time_mins") }}' - name: avg_percent_played description: '{{ doc("col_avg_percent_played") }}' diff --git a/models/custom/snowplow_media_player_session_stats.sql b/models/custom/snowplow_media_player_session_stats.sql index ea72f41..795e8c9 100644 --- a/models/custom/snowplow_media_player_session_stats.sql +++ b/models/custom/snowplow_media_player_session_stats.sql @@ -2,7 +2,7 @@ config( materialized = 'table', sort = 'start_tstamp', - dist = 'domain_sessionid', + dist = 'session_id', partition_by = snowplow_utils.get_value_by_target_type(bigquery_val={ "field": "start_tstamp", "data_type": "timestamp" @@ -15,7 +15,7 @@ with prep as ( select - domain_sessionid, + session_id, domain_userid, count(*) as impressions, count(distinct case when media_type = 'video' and is_played then media_id end) as videos_played, @@ -27,10 +27,10 @@ with prep as ( min(start_tstamp) start_tstamp, max(end_tstamp) as end_tstamp, sum(seeks) as seeks, - sum(play_time_sec / cast(60 as {{ type_float() }})) as play_time_min, - sum(play_time_sec_muted / cast(60 as {{ type_float() }})) as play_time_min_muted, - coalesce(avg(case when is_played then play_time_sec / cast(60 as {{ type_float() }}) end), 0) as avg_play_time_min, - coalesce(avg(case when is_played then coalesce(play_time_sec / nullif(duration, 0), 0) end),0) as avg_percent_played, + sum(play_time_secs / cast(60 as {{ type_float() }})) as play_time_mins, + sum(play_time_muted_secs / cast(60 as {{ type_float() }})) as play_time_muted_mins, + coalesce(avg(case when is_played then play_time_secs / cast(60 as {{ type_float() }}) end), 0) as avg_play_time_mins, + coalesce(avg(case when is_played then coalesce(play_time_secs / nullif(duration_secs, 0), 0) end),0) as avg_percent_played, sum(case when is_complete_play then 1 else 0 end) as complete_plays from {{ ref("snowplow_media_player_base") }} diff --git a/models/custom/snowplow_media_player_user_stats.sql b/models/custom/snowplow_media_player_user_stats.sql index 5df482a..36e430b 100644 --- a/models/custom/snowplow_media_player_user_stats.sql +++ b/models/custom/snowplow_media_player_user_stats.sql @@ -24,9 +24,9 @@ with prep as ( sum(valid_audio_plays) as valid_audio_plays, sum(complete_plays) as complete_plays, sum(seeks) as seeks, - cast(sum(play_time_min) as {{ type_int() }}) as play_time_min, + cast(sum(play_time_mins) as {{ type_int() }}) as play_time_mins, -- using session and not page_view as the base for average to save cost by not joining on snowplow_media_player_base for calculating on individual page_view level average - coalesce(cast(avg(case when (video_plays + audio_plays) > 0 then avg_play_time_min end) as {{ type_int() }}), 0) as avg_session_play_time_min, + coalesce(cast(avg(case when (video_plays + audio_plays) > 0 then avg_play_time_mins end) as {{ type_int() }}), 0) as avg_session_play_time_mins, coalesce(avg(avg_percent_played),0) as avg_percent_played from {{ ref("snowplow_media_player_session_stats") }} diff --git a/models/media_ad_views/media_ad_views.yml b/models/media_ad_views/media_ad_views.yml new file mode 100644 index 0000000..1a102bf --- /dev/null +++ b/models/media_ad_views/media_ad_views.yml @@ -0,0 +1,57 @@ +version: 2 + +models: + - name: snowplow_media_player_media_ad_views + +tags: "snowplow_media_player_incremental" + description: '{{ doc("table_base") }}' + columns: + - name: media_ad_id + description: '{{ doc("col_media_ad_id") }}' + tests: + - not_null + - name: platform + description: '{{ doc("col_platform")}}' + - name: media_id + description: '{{ doc("col_media_id") }}' + - name: media_label + description: '{{ doc("col_media_label") }}' + - name: domain_userid + description: '{{ doc("col_domain_userid")}}' + - name: user_id + description: '{{ doc("col_user_id")}}' + - name: play_id + description: '{{ doc("col_play_id")}}' + - name: ad_break_id + description: '{{ doc("col_ad_break_id")}}' + - name: ad_break_name + description: '{{ doc("col_ad_break_name")}}' + - name: ad_break_type + description: '{{ doc("col_ad_break_type")}}' + - name: ad_id + description: '{{ doc("col_ad_id") }}' + - name: name + description: '{{ doc("col_name") }}' + - name: creative_id + description: '{{ doc("col_creative_id") }}' + - name: duration_secs + description: '{{ doc("col_ad_duration_secs") }}' + - name: pod_position + description: '{{ doc("col_pod_position") }}' + - name: skippable + description: '{{ doc("col_skippable") }}' + - name: clicked + description: '{{ doc("col_clicked") }}' + - name: skipped + description: '{{ doc("col_skipped") }}' + - name: _25_percent_reached + description: '{{ doc("col_25_percent_reached") }}' + - name: _50_percent_reached + description: '{{ doc("col_50_percent_reached") }}' + - name: _75_percent_reached + description: '{{ doc("col_75_percent_reached") }}' + - name: _100_percent_reached + description: '{{ doc("col_100_percent_reached") }}' + - name: viewed_at + description: '{{ doc("col_viewed_at") }}' + - name: last_event + description: '{{ doc("col_last_event") }}' diff --git a/models/media_ad_views/scratch/base_scratch.yml b/models/media_ad_views/scratch/base_scratch.yml new file mode 100644 index 0000000..c1ccd26 --- /dev/null +++ b/models/media_ad_views/scratch/base_scratch.yml @@ -0,0 +1,49 @@ +version: 2 + +models: + - name: snowplow_media_player_media_ad_views_this_run + description: '{{ doc("table_media_ad_views_this_run") }}' + columns: + - name: media_ad_id + description: '{{ doc("col_media_ad_id") }}' + tests: + - not_null + + - name: media_id + description: '{{ doc("col_media_id") }}' + tests: + - not_null + - name: media_label + description: '{{ doc("col_media_label") }}' + - name: ad_id + description: '{{ doc("col_ad_id") }}' + tests: + - not_null + - name: name + description: '{{ doc("col_name") }}' + - name: creative_id + description: '{{ doc("col_creative_id") }}' + - name: duration_secs + description: '{{ doc("col_ad_duration_secs") }}' + - name: skippable + description: '{{ doc("col_skippable") }}' + - name: avg_pod_position + description: '{{ doc("col_avg_pod_position") }}' + - name: views + description: '{{ doc("col_views") }}' + - name: clicks + description: '{{ doc("col_clicks") }}' + - name: skips + description: '{{ doc("col_skips") }}' + - name: 25_percent_reached + description: '{{ doc("col_25_percent_reached") }}' + - name: 50_percent_reached + description: '{{ doc("col_50_percent_reached") }}' + - name: 75_percent_reached + description: '{{ doc("col_75_percent_reached") }}' + - name: 100_percent_reached + description: '{{ doc("col_100_percent_reached") }}' + - name: first_view + description: '{{ doc("col_first_view") }}' + - name: last_view + description: '{{ doc("col_last_view") }}' diff --git a/models/media_ad_views/scratch/snowplow_media_player_media_ad_views_this_run.sql b/models/media_ad_views/scratch/snowplow_media_player_media_ad_views_this_run.sql new file mode 100644 index 0000000..3b19706 --- /dev/null +++ b/models/media_ad_views/scratch/snowplow_media_player_media_ad_views_this_run.sql @@ -0,0 +1,68 @@ +{{ + config( + materialized='table', + tags=["this_run"], + sort='last_event', + dist='media_ad_id', + partition_by = snowplow_utils.get_value_by_target_type(bigquery_val={ + "field": "viewed_at", + "data_type": "timestamp" + }, databricks_val='viewed_at_date'), + cluster_by=snowplow_utils.get_value_by_target_type(bigquery_val=["media_ad_id"]), + sql_header=snowplow_utils.set_query_tag(var('snowplow__query_tag', 'snowplow_dbt')) + ) +}} + +with + +events_this_run as ( + + select * from {{ ref('snowplow_media_player_base_events_this_run') }} + where ad_id is not null and media_id is not null + +) + +, prep as ( + + select + {{ dbt_utils.generate_surrogate_key(['ev.platform', 'ev.media_id', 'ev.ad_id']) }} as media_ad_id, + + ev.platform, + ev.media_id, + max(ev.media_label) as media_label, + ev.domain_userid, + ev.user_id, + ev.play_id, + + ev.ad_break_id, + max(ev.ad_break_name) as ad_break_name, + max(ev.ad_break_type) as ad_break_type, + + ev.ad_id, + max(ev.ad_name) as name, + max(ev.ad_creative_id) as creative_id, + max(ev.ad_duration) as duration_secs, + avg(ev.ad_pod_position) as pod_position, + sum(case when ev.ad_skippable then 1 else 0 end) > 0 as skippable, + + max(case when ev.event_type in ('adclick') then 1 else 0 end) > 0 as clicked, + max(case when ev.event_type in ('adskip') then 1 else 0 end) > 0 as skipped, + max(case when ev.event_type in ('adcomplete') or (ev.event_type in ('adquartile') and ev.ad_percent_progress >= 25) then 1 else 0 end) > 0 as _25_percent_reached, + max(case when ev.event_type in ('adcomplete') or (ev.event_type in ('adquartile') and ev.ad_percent_progress >= 50) then 1 else 0 end) > 0 as _50_percent_reached, + max(case when ev.event_type in ('adcomplete') or (ev.event_type in ('adquartile') and ev.ad_percent_progress >= 75) then 1 else 0 end) > 0 as _75_percent_reached, + max(case when ev.event_type in ('adcomplete') then 1 else 0 end) > 0 as _100_percent_reached, + + min(case when ev.event_type in ('adstart') then ev.start_tstamp end) as viewed_at, + max(ev.start_tstamp) as last_event + + from events_this_run as ev + + group by 1, 2, 3, 5, 6, 7, 8, 11 + +) + +select * + {% if target.type in ['databricks', 'spark'] -%} + , date(prep.viewed_at) as viewed_at_date + {%- endif %} + from prep diff --git a/models/media_ad_views/snowplow_media_player_media_ad_views.sql b/models/media_ad_views/snowplow_media_player_media_ad_views.sql new file mode 100644 index 0000000..6dce1e5 --- /dev/null +++ b/models/media_ad_views/snowplow_media_player_media_ad_views.sql @@ -0,0 +1,27 @@ +{{ + config( + materialized= "incremental", + upsert_date_key='last_event', + sort = 'last_event', + dist = 'media_ad_id', + tags=["derived"], + partition_by = snowplow_utils.get_value_by_target_type(bigquery_val={ + "field": "viewed_at", + "data_type": "timestamp" + }, databricks_val='viewed_at_date'), + cluster_by=snowplow_utils.get_value_by_target_type(bigquery_val=["media_ad_id"]), + sql_header=snowplow_utils.set_query_tag(var('snowplow__query_tag', 'snowplow_dbt')), + tblproperties={ + 'delta.autoOptimize.optimizeWrite' : 'true', + 'delta.autoOptimize.autoCompact' : 'true' + }, + snowplow_optimize=true + ) +}} + +select * + +from {{ ref('snowplow_media_player_media_ad_views_this_run') }} + +--returns false if run doesn't contain new events. +where {{ snowplow_utils.is_run_with_new_events('snowplow_media_player') }} diff --git a/models/media_ads/media_ads.yml b/models/media_ads/media_ads.yml new file mode 100644 index 0000000..513b38b --- /dev/null +++ b/models/media_ads/media_ads.yml @@ -0,0 +1,63 @@ +version: 2 + +models: + - name: snowplow_media_player_media_ads + description: '{{ doc("table_media_ads") }}' + columns: + - name: media_ad_id + description: The primary key of this table + tags: + - primary-key + tests: + - unique + - not_null + - name: platform + description: '{{ doc("col_platform")}}' + - name: media_id + description: '{{ doc("col_media_id")}}' + - name: media_label + description: '{{ doc("col_media_label")}}' + - name: ad_id + description: '{{ doc("col_ad_id")}}' + - name: name + description: '{{ doc("col_name")}}' + - name: creative_id + description: '{{ doc("col_creative_id")}}' + - name: duration_secs + description: '{{ doc("col_duration_secs")}}' + - name: skippable + description: '{{ doc("col_skippable")}}' + - name: pod_position + description: '{{ doc("col_pod_position")}}' + - name: views + description: '{{ doc("col_views")}}' + - name: clicked + description: '{{ doc("col_clicked")}}' + - name: skipped + description: '{{ doc("col_skipped")}}' + - name: _25_percent_reached + description: '{{ doc("col_25_percent_reached")}}' + - name: _50_percent_reached + description: '{{ doc("col_50_percent_reached")}}' + - name: _75_percent_reached + description: '{{ doc("col_75_percent_reached")}}' + - name: _100_percent_reached + description: '{{ doc("col_100_percent_reached")}}' + - name: views_unique + description: '{{ doc("col_views_unique")}}' + - name: clicked_unique + description: '{{ doc("col_clicked_unique")}}' + - name: skipped_unique + description: '{{ doc("col_skipped_unique")}}' + - name: _25_percent_reached_unique + description: '{{ doc("col_25_percent_reached_unique")}}' + - name: _50_percent_reached_unique + description: '{{ doc("col_50_percent_reached_unique")}}' + - name: _75_percent_reached_unique + description: '{{ doc("col_75_percent_reached_unique")}}' + - name: _100_percent_reached_unique + description: '{{ doc("col_100_percent_reached_unique")}}' + - name: first_view + description: '{{ doc("col_first_view")}}' + - name: last_view + description: '{{ doc("col_last_view")}}' diff --git a/models/media_ads/snowplow_media_player_media_ads.sql b/models/media_ads/snowplow_media_player_media_ads.sql new file mode 100644 index 0000000..83d8f10 --- /dev/null +++ b/models/media_ads/snowplow_media_player_media_ads.sql @@ -0,0 +1,225 @@ +{{ + config( + materialized= 'incremental', + unique_key = 'media_ad_id', + sort = 'last_view', + dist = 'media_ad_id', + tags=["derived"], + partition_by = snowplow_utils.get_value_by_target_type(bigquery_val={ + "field": "first_view", + "data_type": "timestamp" + }, databricks_val='first_view_date'), + cluster_by=snowplow_utils.get_value_by_target_type(bigquery_val=["media_ad_id"]), + sql_header=snowplow_utils.set_query_tag(var('snowplow__query_tag', 'snowplow_dbt')), + tblproperties={ + 'delta.autoOptimize.optimizeWrite' : 'true', + 'delta.autoOptimize.autoCompact' : 'true' + } + ) +}} + +with + +new_media_ad_views as ( + + select * + + from {{ ref("snowplow_media_player_media_ad_views") }} a + + {% if is_incremental() %} + where -- enough time has passed since the page_view's start_tstamp to be able to process it as a whole (please bear in mind the late arriving data) + cast({{ dateadd('hour', var("snowplow__max_media_pv_window", 10), 'a.viewed_at') }} as {{ type_timestamp() }}) < {{ snowplow_utils.current_timestamp_in_utc() }} + -- and it has not been processed yet + and ( + not exists(select 1 from {{ this }}) or -- no records in the table + a.viewed_at > ( select max(last_view) from {{ this }} ) + ) + {% endif %} + +) + +, new_data as ( + + select + a.media_ad_id, + + a.platform, + a.media_id, + max(a.media_label) as media_label, + + a.ad_id, + max(a.name) as name, + max(a.creative_id) as creative_id, + max(a.duration_secs) as duration_secs, + sum(case when a.skippable then 1 else 0 end) > 0 as skippable, + avg(a.pod_position) as pod_position, + + count(*) as views, + sum(case when a.clicked then 1 else 0 end) as clicked, + sum(case when a.skipped then 1 else 0 end) as skipped, + sum(case when a._25_percent_reached then 1 else 0 end) as _25_percent_reached, + sum(case when a._50_percent_reached then 1 else 0 end) as _50_percent_reached, + sum(case when a._75_percent_reached then 1 else 0 end) as _75_percent_reached, + sum(case when a._100_percent_reached then 1 else 0 end) as _100_percent_reached, + + {% if is_incremental() %} + 0 as views_unique, + 0 as clicked_unique, + 0 as skipped_unique, + 0 as _25_percent_reached_unique, + 0 as _50_percent_reached_unique, + 0 as _75_percent_reached_unique, + 0 as _100_percent_reached_unique, + {% else %} + count(distinct a.domain_userid) as views_unique, + count(distinct case when a.clicked then a.domain_userid end) as clicked_unique, + count(distinct case when a.skipped then a.domain_userid end) as skipped_unique, + count(distinct case when a._25_percent_reached then domain_userid end) as _25_percent_reached_unique, + count(distinct case when a._50_percent_reached then domain_userid end) as _50_percent_reached_unique, + count(distinct case when a._75_percent_reached then domain_userid end) as _75_percent_reached_unique, + count(distinct case when a._100_percent_reached then domain_userid end) as _100_percent_reached_unique, + {% endif %} + + min(viewed_at) as first_view, + max(viewed_at) as last_view + + from new_media_ad_views a + + group by 1, 2, 3, 5 + +) + +{% if is_incremental() %} + +, unique_counts_that_exist_in_new_data as ( + + select + a.media_ad_id, + count(distinct a.domain_userid) as views_unique, + count(distinct case when a.clicked then a.domain_userid end) as clicked_unique, + count(distinct case when a.skipped then a.domain_userid end) as skipped_unique, + count(distinct case when a._25_percent_reached then domain_userid end) as _25_percent_reached_unique, + count(distinct case when a._50_percent_reached then domain_userid end) as _50_percent_reached_unique, + count(distinct case when a._75_percent_reached then domain_userid end) as _75_percent_reached_unique, + count(distinct case when a._100_percent_reached then domain_userid end) as _100_percent_reached_unique + + from {{ ref("snowplow_media_player_media_ad_views") }} a + + where + -- enough time has passed since the page_view's start_tstamp to be able to process it as a whole (please bear in mind the late arriving data) + cast({{ dateadd('hour', var("snowplow__max_media_pv_window", 10), 'a.viewed_at') }} as {{ type_timestamp() }}) < {{ snowplow_utils.current_timestamp_in_utc() }} + + -- exists in the new data + and a.media_ad_id in (select distinct b.media_ad_id from new_media_ad_views b) + + group by 1 + +) + +, all_data as ( + + select * from new_data + union all + select * {% if target.type in ['databricks', 'spark'] %}except(first_view_date){% endif %} + from {{ this }} + +) + +, all_data_grouped as ( + + select + a.media_ad_id, + + a.platform, + a.media_id, + max(a.media_label) as media_label, + + a.ad_id, + max(a.name) as name, + max(a.creative_id) as creative_id, + max(a.duration_secs) as duration_secs, + sum(case when a.skippable then 1 else 0 end) > 0 as skippable, + sum(a.pod_position * a.views) / sum(a.views) as pod_position, + + sum(a.views) as views, + sum(a.clicked) as clicked, + sum(a.skipped) as skipped, + sum(a._25_percent_reached) as _25_percent_reached, + sum(a._50_percent_reached) as _50_percent_reached, + sum(a._75_percent_reached) as _75_percent_reached, + sum(a._100_percent_reached) as _100_percent_reached, + + sum(a.views_unique) as views_unique, + sum(a.clicked_unique) as clicked_unique, + sum(a.skipped_unique) as skipped_unique, + sum(a._25_percent_reached_unique) as _25_percent_reached_unique, + sum(a._50_percent_reached_unique) as _50_percent_reached_unique, + sum(a._75_percent_reached_unique) as _75_percent_reached_unique, + sum(a._100_percent_reached_unique) as _100_percent_reached_unique, + + min(a.first_view) as first_view, + max(a.last_view) as last_view + + from all_data a + + group by 1, 2, 3, 5 + +) + +, prep as ( + + select + a.media_ad_id, + + a.platform, + a.media_id, + a.media_label, + + a.ad_id, + a.name, + a.creative_id, + a.duration_secs, + a.skippable, + a.pod_position, + + a.views, + a.clicked, + a.skipped, + a._25_percent_reached, + a._50_percent_reached, + a._75_percent_reached, + a._100_percent_reached, + + coalesce(b.views_unique, a.views_unique) as views_unique, + coalesce(b.clicked_unique, a.clicked_unique) as clicked_unique, + coalesce(b.skipped_unique, a.skipped_unique) as skipped_unique, + coalesce(b._25_percent_reached_unique, a._25_percent_reached_unique) as _25_percent_reached_unique, + coalesce(b._50_percent_reached_unique, a._50_percent_reached_unique) as _50_percent_reached_unique, + coalesce(b._75_percent_reached_unique, a._75_percent_reached_unique) as _75_percent_reached_unique, + coalesce(b._100_percent_reached_unique, a._100_percent_reached_unique) as _100_percent_reached_unique, + + a.first_view, + a.last_view + + from all_data_grouped a + + left join unique_counts_that_exist_in_new_data b + on a.media_ad_id = b.media_ad_id +) + +{% else %} + +, prep as ( + + select * from new_data + +) + +{% endif %} + +select * + {% if target.type in ['databricks', 'spark'] -%} + , date(prep.first_view) as first_view_date + {%- endif %} + + from prep diff --git a/models/media_base/media_base.yml b/models/media_base/media_base.yml index 1b0d721..4934eae 100644 --- a/models/media_base/media_base.yml +++ b/models/media_base/media_base.yml @@ -18,16 +18,10 @@ models: description: '{{ doc("col_media_id") }}' - name: media_label description: '{{ doc("col_media_label") }}' - - name: domain_sessionid + - name: session_id description: '{{ doc("col_domain_sessionid") }}' - name: domain_userid description: '{{ doc("col_domain_userid") }}' - - name: duration - description: '{{ doc("col_duration") }}' - - name: media_type - description: '{{ doc("col_media_type") }}' - - name: media_player_type - description: '{{ doc("col_media_player_type") }}' - name: page_referrer description: '{{ doc("col_page_referrer") }}' - name: page_url @@ -44,25 +38,56 @@ models: description: '{{ doc("col_os_name") }}' - name: os_timezone description: '{{ doc("col_os_timezone") }}' + - name: platform + description: '{{ doc("col_platform") }}' + + - name: duration_secs + description: '{{ doc("col_duration_secs") }}' + - name: media_type + description: '{{ doc("col_media_type") }}' + - name: media_player_type + description: '{{ doc("col_media_player_type") }}' - name: start_tstamp description: '{{ doc("col_start_tstamp") }}' - name: end_tstamp description: '{{ doc("col_end_tstamp") }}' - - name: play_time_sec - description: '{{ doc("col_play_time_sec") }}' - - name: play_time_sec_muted - description: '{{ doc("col_play_time_sec_muted") }}' + + - name: avg_playback_rate + description: '{{ doc("col_avg_playback_rate") }}' + + - name: play_time_secs + description: '{{ doc("col_play_time_secs") }}' + - name: play_time_muted_secs + description: '{{ doc("col_play_time_muted_secs") }}' + - name: paused_time_secs + description: '{{ doc("col_paused_time_secs") }}' + - name: buffering_time_secs + description: '{{ doc("col_buffering_time_secs") }}' + - name: ads_time_secs + description: '{{ doc("col_ads_time_secs") }}' + + - name: seeks + description: '{{ doc("col_seeks") }}' + - name: ads + description: '{{ doc("col_ads") }}' + - name: ads_clicked + description: '{{ doc("col_ads_clicked") }}' + - name: ads_skipped + description: '{{ doc("col_ads_skipped") }}' + - name: ad_breaks + description: '{{ doc("col_ad_breaks") }}' + - name: is_played description: '{{ doc("col_is_played") }}' - name: is_valid_play description: '{{ doc("col_is_valid_play") }}' - name: is_complete_play description: '{{ doc("col_is_complete_play") }}' - - name: avg_playback_rate - description: '{{ doc("col_avg_playback_rate") }}' - name: retention_rate description: '{{ doc("col_retention_rate") }}' - - name: seeks - description: '{{ doc("col_seeks") }}' - name: percent_progress_reached description: '{{ doc("col_percent_progress_reached") }}' + - name: content_watched_secs + description: '{{ doc("col_content_watched_secs") }}' + - name: content_watched_percent + description: '{{ doc("col_content_watched_percent") }}' diff --git a/models/media_base/scratch/base_scratch.yml b/models/media_base/scratch/base_scratch.yml index d9c4da8..44fe8f3 100644 --- a/models/media_base/scratch/base_scratch.yml +++ b/models/media_base/scratch/base_scratch.yml @@ -17,16 +17,10 @@ models: description: '{{ doc("col_media_id") }}' - name: media_label description: '{{ doc("col_media_label") }}' - - name: domain_sessionid + - name: session_id description: '{{ doc("col_domain_sessionid") }}' - name: domain_userid description: '{{ doc("col_domain_userid") }}' - - name: duration - description: '{{ doc("col_duration") }}' - - name: media_type - description: '{{ doc("col_media_type") }}' - - name: media_player_type - description: '{{ doc("col_media_player_type") }}' - name: page_referrer description: '{{ doc("col_page_referrer") }}' - name: page_url @@ -43,25 +37,56 @@ models: description: '{{ doc("col_os_name") }}' - name: os_timezone description: '{{ doc("col_os_timezone") }}' + - name: platform + description: '{{ doc("col_platform") }}' + + - name: duration_secs + description: '{{ doc("col_duration_secs") }}' + - name: media_type + description: '{{ doc("col_media_type") }}' + - name: media_player_type + description: '{{ doc("col_media_player_type") }}' - name: start_tstamp description: '{{ doc("col_start_tstamp") }}' - name: end_tstamp description: '{{ doc("col_end_tstamp") }}' - - name: play_time_sec - description: '{{ doc("col_play_time_sec") }}' - - name: play_time_sec_muted - description: '{{ doc("col_play_time_sec_muted") }}' + + - name: play_time_secs + description: '{{ doc("col_play_time_secs") }}' + - name: play_time_muted_secs + description: '{{ doc("col_play_time_muted_secs") }}' + - name: paused_time_secs + description: '{{ doc("col_paused_time_secs") }}' + - name: buffering_time_secs + description: '{{ doc("col_buffering_time_secs") }}' + - name: ads_time_secs + description: '{{ doc("col_ads_time_secs") }}' + + - name: seeks + description: '{{ doc("col_seeks") }}' + - name: ads + description: '{{ doc("col_ads") }}' + - name: ads_clicked + description: '{{ doc("col_ads_clicked") }}' + - name: ads_skipped + description: '{{ doc("col_ads_skipped") }}' + - name: ad_breaks + description: '{{ doc("col_ad_breaks") }}' + + - name: avg_playback_rate + description: '{{ doc("col_avg_playback_rate") }}' + - name: is_played description: '{{ doc("col_is_played") }}' - name: is_valid_play description: '{{ doc("col_is_valid_play") }}' - name: is_complete_play description: '{{ doc("col_is_complete_play") }}' - - name: avg_playback_rate - description: '{{ doc("col_avg_playback_rate") }}' - name: retention_rate description: '{{ doc("col_retention_rate") }}' - - name: seeks - description: '{{ doc("col_seeks") }}' - name: percent_progress_reached description: '{{ doc("col_percent_progress_reached") }}' + - name: content_watched_secs + description: '{{ doc("col_content_watched_secs") }}' + - name: content_watched_percent + description: '{{ doc("col_content_watched_percent") }}' diff --git a/models/media_base/scratch/snowplow_media_player_base_this_run.sql b/models/media_base/scratch/snowplow_media_player_base_this_run.sql index 54e3770..aef64ce 100644 --- a/models/media_base/scratch/snowplow_media_player_base_this_run.sql +++ b/models/media_base/scratch/snowplow_media_player_base_this_run.sql @@ -13,16 +13,28 @@ ) }} -with prep as ( +with + +events_this_run as ( + select + *, + row_number() + over (partition by media_session_id order by start_tstamp desc) as media_session_index + from {{ ref('snowplow_media_player_base_events_this_run') }} +) + +, prep as ( select i.play_id, i.page_view_id, i.media_id, i.media_label, - i.domain_sessionid, + i.session_id, i.domain_userid, - max(i.duration) as duration, + i.user_id, + i.platform, + max(i.duration_secs) as duration_secs, i.media_type, i.media_player_type, i.page_referrer, @@ -36,20 +48,19 @@ with prep as ( min(start_tstamp) as start_tstamp, max(start_tstamp) as end_tstamp, sum(case when i.event_type = 'play' then 1 else 0 end) as plays, - sum(case when i.event_type in ('seek', 'seeked') then 1 else 0 end) as seeks, - sum(i.play_time_sec) as play_time_sec, - sum(i.play_time_sec_muted) as play_time_sec_muted, + sum(case when i.event_type in ('seek', 'seeked', 'seekend') then 1 else 0 end) as seeks, + sum(i.play_time_secs) as play_time_secs, + sum(i.play_time_muted_secs) as play_time_muted_secs, coalesce( - sum(i.playback_rate * i.play_time_sec) / nullif(sum(i.play_time_sec), 0), + sum(i.playback_rate * i.play_time_secs) / nullif(sum(i.play_time_secs), 0), max(i.playback_rate) ) as avg_playback_rate, - {{ snowplow_utils.get_string_agg('percent_progress', 'i', sort_numeric=true) }} as percent_progress_reached, - min(case when i.event_type in ('seek', 'seeked') then start_tstamp end) as first_seek_time, + min(case when i.event_type in ('seek', 'seeked', 'seekstart', 'seekend') then start_tstamp end) as first_seek_time, max(i.percent_progress) as max_percent_progress - from {{ ref('snowplow_media_player_base_events_this_run') }} as i + from events_this_run as i - group by 1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 13, 14, 15, 16, 17 + group by 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 15, 16, 17, 18, 19 ) @@ -64,6 +75,41 @@ with prep as ( ) +, media_sessions as ( + + select + media_session_id, + media_session_time_played, + media_session_time_played_muted, + media_session_time_paused, + media_session_content_watched, + media_session_time_buffering, + media_session_time_spent_ads, + media_session_ads, + media_session_ads_clicked, + media_session_ads_skipped, + media_session_ad_breaks, + media_session_avg_playback_rate + + from events_this_run + where media_session_index = 1 + +) + +--- The following CTEs create a distinct list of percent_progress values for each play_id. We first need to select distinct percent_progress, because get_string_agg can't get distinct values with numeric ordering. +, distinct_percent_progress as ( + select distinct ev.play_id, ev.percent_progress + from events_this_run as ev + where ev.percent_progress is not null +) +, percent_progress_by_play_id as ( + select + i.play_id, + {{ snowplow_utils.get_string_agg('percent_progress', 'i', sort_numeric=true) }} as percent_progress_reached + from distinct_percent_progress as i + group by 1 +) + , retention_rate as ( select @@ -72,7 +118,7 @@ with prep as ( from dedupe as d - inner join {{ ref("snowplow_media_player_base_events_this_run") }} as i + inner join events_this_run as i on i.play_id = d.play_id where @@ -83,14 +129,14 @@ with prep as ( ) --- for correcting NULLs in case of 'ready' events only where the metadata showing the duration is usually missing as the event fires before it has time to load +-- for correcting NULLs in case of 'ready' events only where the metadata showing the duration_secs is usually missing as the event fires before it has time to load , duration_fix as ( select f.media_id, - max(f.duration) as duration + max(f.duration_secs) as duration_secs - from {{ ref('snowplow_media_player_base_events_this_run') }} as f + from events_this_run as f group by 1 @@ -101,11 +147,9 @@ select d.page_view_id, d.media_id, d.media_label, - d.domain_sessionid, + d.session_id, d.domain_userid, - f.duration, - d.media_type, - d.media_player_type, + d.user_id, d.page_referrer, d.page_url, d.source_url, @@ -114,37 +158,66 @@ select d.dvce_type, d.os_name, d.os_timezone, + d.platform, + + -- media information + f.duration_secs, + d.media_type, + d.media_player_type, + + -- playback information d.start_tstamp, d.end_tstamp, - d.play_time_sec, - d.play_time_sec_muted, + coalesce( + s.media_session_avg_playback_rate, + cast(d.avg_playback_rate as {{ type_float() }}) + ) as avg_playback_rate, + + -- time spent + coalesce(s.media_session_time_played, d.play_time_secs) as play_time_secs, + coalesce(s.media_session_time_played_muted, d.play_time_muted_secs) as play_time_muted_secs, + s.media_session_time_paused as paused_time_secs, + s.media_session_time_buffering as buffering_time_secs, + s.media_session_time_spent_ads as ads_time_secs, + + -- event counts + d.seeks, + s.media_session_ads as ads, + s.media_session_ads_clicked as ads_clicked, + s.media_session_ads_skipped as ads_skipped, + s.media_session_ad_breaks as ad_breaks, + + -- playback progress d.plays > 0 as is_played, case - when d.play_time_sec > {{ var("snowplow__valid_play_sec") }} then true else + when coalesce(s.media_session_time_played, d.play_time_secs) > {{ var("snowplow__valid_play_sec") }} then true else false end as is_valid_play, case when - d.play_time_sec / nullif(f.duration, 0) + coalesce(s.media_session_time_played, d.play_time_secs) / nullif(f.duration_secs, 0) >= {{ var("snowplow__complete_play_rate") }} then true else false end as is_complete_play, - cast(d.avg_playback_rate as {{ type_float() }}) as avg_playback_rate, cast(coalesce(case when r.retention_rate > d.max_percent_progress then d.max_percent_progress / cast(100 as {{ type_float() }}) else r.retention_rate / cast(100 as {{ type_float() }}) -- to correct incorrect result due to duplicate session_id (one removed) end, 0) as {{ type_float() }}) as retention_rate, - d.seeks, + p.percent_progress_reached, + s.media_session_content_watched as content_watched_secs, case - when d.percent_progress_reached = '' then null else - d.percent_progress_reached - end as percent_progress_reached + when d.duration_secs is not null and s.media_session_content_watched is not null and d.duration_secs > 0 + then least( + s.media_session_content_watched / d.duration_secs, + 1.0 + ) + end as content_watched_percent {% if target.type in ['databricks', 'spark'] -%} - , date(start_tstamp) as start_tstamp_date + , date(d.start_tstamp) as start_tstamp_date {%- endif %} from dedupe as d @@ -155,4 +228,10 @@ left join retention_rate as r left join duration_fix as f on f.media_id = d.media_id +left join media_sessions as s + on s.media_session_id = d.play_id + +left join percent_progress_by_play_id as p + on p.play_id = d.play_id + where d.duplicate_count = 1 diff --git a/models/media_plays/media_plays.yml b/models/media_plays/media_plays.yml index 34c2281..d791bfe 100644 --- a/models/media_plays/media_plays.yml +++ b/models/media_plays/media_plays.yml @@ -18,16 +18,10 @@ models: description: '{{ doc("col_media_id") }}' - name: media_label description: '{{ doc("col_media_label") }}' - - name: domain_sessionid + - name: session_id description: '{{ doc("col_domain_sessionid") }}' - name: domain_userid description: '{{ doc("col_domain_userid") }}' - - name: duration - description: '{{ doc("col_duration") }}' - - name: media_type - description: '{{ doc("col_media_type") }}' - - name: media_player_type - description: '{{ doc("col_media_player_type") }}' - name: page_referrer description: '{{ doc("col_page_referrer") }}' - name: page_url @@ -44,25 +38,57 @@ models: description: '{{ doc("col_os_name") }}' - name: os_timezone description: '{{ doc("col_os_timezone") }}' + - name: platform + description: '{{ doc("col_platform") }}' + + - name: duration_secs + description: '{{ doc("col_duration_secs") }}' + - name: media_type + description: '{{ doc("col_media_type") }}' + - name: media_player_type + description: '{{ doc("col_media_player_type") }}' + description: '{{ doc("col_end_tstamp") }}' - name: start_tstamp description: '{{ doc("col_start_tstamp") }}' - name: end_tstamp description: '{{ doc("col_end_tstamp") }}' - - name: play_time_sec - description: '{{ doc("col_play_time_sec") }}' - - name: play_time_sec_muted - description: '{{ doc("col_play_time_sec_muted") }}' + + - name: play_time_secs + description: '{{ doc("col_play_time_secs") }}' + - name: play_time_muted_secs + description: '{{ doc("col_play_time_muted_secs") }}' + - name: paused_time_secs + description: '{{ doc("col_paused_time_secs") }}' + - name: buffering_time_secs + description: '{{ doc("col_buffering_time_secs") }}' + - name: ads_time_secs + description: '{{ doc("col_ads_time_secs") }}' + + - name: seeks + description: '{{ doc("col_seeks") }}' + - name: ads + description: '{{ doc("col_ads") }}' + - name: ads_clicked + description: '{{ doc("col_ads_clicked") }}' + - name: ads_skipped + description: '{{ doc("col_ads_skipped") }}' + - name: ad_breaks + description: '{{ doc("col_ad_breaks") }}' + + - name: avg_playback_rate + description: '{{ doc("col_avg_playback_rate") }}' + - name: is_played description: '{{ doc("col_is_played") }}' - name: is_valid_play description: '{{ doc("col_is_valid_play") }}' - name: is_complete_play description: '{{ doc("col_is_complete_play") }}' - - name: avg_playback_rate - description: '{{ doc("col_avg_playback_rate") }}' - name: retention_rate description: '{{ doc("col_retention_rate") }}' - - name: seeks - description: '{{ doc("col_seeks") }}' - name: percent_progress_reached description: '{{ doc("col_percent_progress_reached") }}' + - name: content_watched_secs + description: '{{ doc("col_content_watched_secs") }}' + - name: content_watched_percent + description: '{{ doc("col_content_watched_percent") }}' diff --git a/models/media_stats/media_stats.yml b/models/media_stats/media_stats.yml index fff77c1..75c2e9b 100644 --- a/models/media_stats/media_stats.yml +++ b/models/media_stats/media_stats.yml @@ -13,16 +13,18 @@ models: - not_null - name: media_label description: '{{ doc("col_media_label") }}' - - name: duration - description: '{{ doc("col_duration") }}' + - name: duration_secs + description: '{{ doc("col_duration_secs") }}' - name: media_type description: '{{ doc("col_media_type") }}' - name: media_player_type description: '{{ doc("col_media_player_type") }}' - - name: play_time_min - description: '{{ doc("col_play_time_min") }}' - - name: avg_play_time_min - description: '{{ doc("col_avg_play_time_min") }}' + - name: play_time_mins + description: '{{ doc("col_play_time_mins") }}' + - name: avg_play_time_mins + description: '{{ doc("col_avg_play_time_mins") }}' + - name: avg_content_watched_mins + description: '{{ doc("col_avg_content_watched_mins") }}' - name: first_play description: '{{ doc("col_first_play") }}' - name: last_play diff --git a/models/media_stats/snowplow_media_player_media_stats.sql b/models/media_stats/snowplow_media_player_media_stats.sql index f72e5ec..62874be 100644 --- a/models/media_stats/snowplow_media_player_media_stats.sql +++ b/models/media_stats/snowplow_media_player_media_stats.sql @@ -25,19 +25,20 @@ with new_data as ( select p.media_id, p.media_label, - max(p.duration) as duration, + max(p.duration_secs) as duration_secs, p.media_type, p.media_player_type, min(case when is_played then p.start_tstamp end) as first_play, max(case when is_played then p.start_tstamp end) as last_play, - sum(p.play_time_sec) as play_time_sec, + sum(p.play_time_secs) as play_time_secs, sum(case when is_played then 1 else 0 end) as plays, sum(case when is_valid_play then 1 else 0 end) as valid_plays, sum(case when p.is_complete_play then 1 else 0 end) as complete_plays, count(distinct p.page_view_id) as impressions, - avg(case when is_played then coalesce(p.play_time_sec, 0) / nullif(p.duration, 0) end) as avg_percent_played, + avg(case when is_played then coalesce(p.content_watched_secs, p.play_time_secs, 0) / nullif(p.duration_secs, 0) end) as avg_percent_played, avg(case when is_played then p.retention_rate end) as avg_retention_rate, avg(case when is_played then p.avg_playback_rate end) as avg_playback_rate, + avg(case when is_played then p.content_watched_secs end) as avg_content_watched_sec, max(start_tstamp) as last_base_tstamp from {{ ref("snowplow_media_player_base") }} p @@ -56,7 +57,7 @@ group by 1,2,4,5 select n.media_id, n.media_label, - greatest(n.duration, coalesce(t.duration, 0)) as duration, + greatest(n.duration_secs, coalesce(t.duration_secs, 0)) as duration_secs, n.media_type, n.media_player_type, n.last_base_tstamp, @@ -68,8 +69,8 @@ group by 1,2,4,5 greatest(n.last_play, coalesce(t.last_play, cast('2000-01-01 00:00:00' as {{ type_timestamp() }}))), cast('2000-01-01 00:00:00' as {{ type_timestamp() }}) ) as last_play, - n.play_time_sec / cast(60 as {{ type_float() }}) + coalesce(t.play_time_min, 0) as play_time_min, - (n.play_time_sec / cast(60 as {{ type_float() }}) + coalesce(t.play_time_min, 0)) / nullif((n.plays + coalesce(t.plays, 0)), 0) as avg_play_time_min, + n.play_time_secs / cast(60 as {{ type_float() }}) + coalesce(t.play_time_mins, 0) as play_time_mins, + (n.play_time_secs / cast(60 as {{ type_float() }}) + coalesce(t.play_time_mins, 0)) / nullif((n.plays + coalesce(t.plays, 0)), 0) as avg_play_time_mins, n.plays + coalesce(t.plays, 0) as plays, n.valid_plays + coalesce(t.valid_plays, 0) as valid_plays, n.complete_plays + coalesce(t.complete_plays, 0) as complete_plays, @@ -77,7 +78,8 @@ group by 1,2,4,5 -- weighted average calculations (n.avg_percent_played * n.plays / nullif((n.plays + coalesce(t.plays, 0)),0)) + (coalesce(t.avg_percent_played, 0) * coalesce(t.plays, 0) / nullif((n.plays + coalesce(t.plays, 0)), 0)) as avg_percent_played, (n.avg_retention_rate * n.plays / nullif((n.plays + coalesce(t.plays, 0)), 0)) + (coalesce(t.avg_retention_rate, 0) * coalesce(t.plays, 0) / nullif((n.plays + coalesce(t.plays, 0)), 0)) as avg_retention_rate, - (n.avg_playback_rate * n.plays / nullif((n.plays + coalesce(t.plays, 0)), 0)) + (coalesce(t.avg_playback_rate, 0) * coalesce(t.plays, 0) / nullif((n.plays + coalesce(t.plays, 0)), 0)) as avg_playback_rate + (n.avg_playback_rate * n.plays / nullif((n.plays + coalesce(t.plays, 0)), 0)) + (coalesce(t.avg_playback_rate, 0) * coalesce(t.plays, 0) / nullif((n.plays + coalesce(t.plays, 0)), 0)) as avg_playback_rate, + (coalesce(n.avg_content_watched_sec, 0) / cast(60 as {{ type_float() }}) * n.plays + coalesce(t.avg_content_watched_mins, 0) * coalesce(t.plays, 0)) / nullif((n.plays + coalesce(t.plays, 0)), 0) as avg_content_watched_mins from new_data n @@ -167,21 +169,26 @@ with prep as ( select p.media_id, p.media_label, - max(p.duration) as duration, + max(p.duration_secs) as duration_secs, p.media_type, p.media_player_type, max(start_tstamp) as last_base_tstamp, min(case when is_played then p.start_tstamp end) as first_play, max(case when is_played then p.start_tstamp end) as last_play, - sum(p.play_time_sec) / cast(60 as {{ type_float() }}) as play_time_min, - avg(case when is_played then p.play_time_sec / cast(60 as {{ type_float() }}) end) as avg_play_time_min, + sum(p.play_time_secs) / cast(60 as {{ type_float() }}) as play_time_mins, + avg(case when is_played then p.play_time_secs / cast(60 as {{ type_float() }}) end) as avg_play_time_mins, sum(case when is_played then 1 else 0 end) as plays, sum(case when is_valid_play then 1 else 0 end) as valid_plays, sum(case when p.is_complete_play then 1 else 0 end) as complete_plays, count(distinct p.page_view_id) as impressions, - avg(case when is_played then coalesce(p.play_time_sec / nullif(p.duration, 0), 0) end) as avg_percent_played, + avg(case when is_played then coalesce(p.content_watched_secs, p.play_time_secs, 0) / nullif(p.duration_secs, 0) end) as avg_percent_played, avg(case when is_played then p.retention_rate end) as avg_retention_rate, - avg(case when is_played then p.avg_playback_rate end) as avg_playback_rate + avg(case when is_played then p.avg_playback_rate end) as avg_playback_rate, + avg( + case + when is_played and p.content_watched_secs is not null + then p.content_watched_secs / cast(60 as {{ type_float() }}) end + ) as avg_content_watched_mins from {{ ref("snowplow_media_player_base") }} p @@ -212,11 +219,12 @@ group by 1,2,4,5 select p.media_id, p.media_label, - p.duration, + p.duration_secs, p.media_type, p.media_player_type, - p.play_time_min, - p.avg_play_time_min, + p.play_time_mins, + p.avg_play_time_mins, + p.avg_content_watched_mins, p.first_play, p.last_play, p.plays, @@ -231,7 +239,7 @@ select l.last_base_tstamp, {% if target.type in ['databricks', 'spark'] -%} - date(first_play) as first_play_date, + date(p.first_play) as first_play_date, {%- endif %} {% if is_incremental() %} @@ -273,6 +281,6 @@ select left join unnesting un on un.media_id = p.media_id - group by 1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19 + group by 1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20 {% endif %}