Feed experiment for 08-23-2022 (#18371)
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Josh Puetz
GitHub
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2 changed files with 146 additions and 19 deletions
113
config/feed-variants/20220823-variant.json
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config/feed-variants/20220823-variant.json
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{
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"max_days_since_published": 15,
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"description": "Copy of 20220726-variant-b with public_reactions_score instead of public_reactions",
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"order_by": "final_order_by_random_weighted_to_score",
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"reseed_randomizer_on_each_request": false,
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"levers": {
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"daily_decay": {
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"cases": [
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[0, 1],
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[1, 0.99],
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[2, 0.985],
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[3, 0.98],
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[4, 0.975],
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[5, 0.97],
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[6, 0.965],
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[7, 0.96],
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[8, 0.955],
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[9, 0.95],
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[10, 0.945],
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[11, 0.94],
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[12, 0.935],
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[13, 0.93],
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[14, 0.925]
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],
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"fallback": 0.9
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},
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"comments_count_by_those_followed": {
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"cases": [
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[0, 0.95],
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[1, 0.98],
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[2, 0.99]
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],
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"fallback": 0.93
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},
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"comments_count": {
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"cases": [
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[0, 0.5],
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[1, 0.6],
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[2, 0.66],
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[3, 0.7],
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[4, 0.75],
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[5, 0.8],
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[6, 0.85],
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[7, 0.88],
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[8, 0.9],
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[9, 0.92],
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[12, 1.0],
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[18, 1.0],
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[22, 1.0],
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[25, 1.0],
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[30, 1.0],
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[35, 1.0],
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[40, 1.0],
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[45, 1.0]
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],
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"fallback": 0.98
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},
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"featured_article": { "cases": [[1, 1]], "fallback": 0.85 },
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"latest_comment": {
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"cases": [
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[0, 1],
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[1, 0.9988]
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],
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"fallback": 0.988
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},
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"matching_negative_tags_intersection_count": {
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"cases": [
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[0, 1],
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[1, 0.5],
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[2, 0.4],
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[3, 0.3],
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[4, 0.2]
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],
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"fallback": 0
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},
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"matching_positive_tags_intersection_count": {
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"cases": [
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[0, 0.5],
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[1, 0.85],
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[2, 0.9],
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[3, 0.95],
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[4, 1]
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],
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"fallback": 1
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},
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"privileged_user_reaction": {
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"cases": [
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[-1, 0.2],
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[1, 1]
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],
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"fallback": 0.95,
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"negative_reaction_threshold": -9,
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"positive_reaction_threshold": 4
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},
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"public_reactions_score": {
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"cases": [
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[0, 0.65],
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[1, 0.68],
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[2, 0.71],
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[3, 0.74],
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[4, 0.77],
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[5, 0.8],
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[6, 0.83],
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[7, 0.86],
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[8, 0.89],
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[9, 0.92],
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[10, 0.95],
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[11, 0.98]
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],
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"fallback": 1
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}
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}
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}
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@ -28,10 +28,34 @@
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################################################################################
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experiments:
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# NOTE: Our feed strategy testing experiment must begin with "feed_strategy"
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feed_strategy_starting_20220801:
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feed_strategy_starting_20220823:
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# NOTE: Required as we want only want to consider for conversion events that
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# occurred on or after the given start_date.
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started_at: 2022-08-23
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variants:
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- 20220726-variant-b
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- 20220823-variant
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weights:
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- 80
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- 20
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goals:
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- user_creates_pageview
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- user_creates_article_reaction
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- user_creates_comment
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- user_publishes_post
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- user_views_pages_on_at_least_four_different_days_within_a_week
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- user_creates_article_reaction_on_four_different_days_within_a_week
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- user_creates_comment_on_at_least_four_different_days_within_a_week
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- user_publishes_post_on_four_different_days_within_a_week
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- user_views_pages_on_at_least_four_different_hours_within_a_day
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- user_views_pages_on_at_least_twelve_different_hours_within_five_days
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- user_views_pages_on_at_least_nine_different_days_within_two_weeks
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- user_publishes_post_at_least_two_times_within_week
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- user_publishes_post_at_least_two_times_within_two_weeks
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feed_strategy_starting_20220801:
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started_at: 2022-08-01
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ended_at: 2022-08-23
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winner: 20220726-variant-b
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variants:
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- 20220726-variant-b
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- 20220801-variant-b
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@ -55,8 +79,6 @@ experiments:
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- user_publishes_post_at_least_two_times_within_week
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- user_publishes_post_at_least_two_times_within_two_weeks
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feed_strategy_starting_20220726:
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# NOTE: Required as we want only want to consider for conversion events that
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# occurred on or after the given start_date.
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started_at: 2022-07-26
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ended_at: 2022-08-01
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winner: 20220726-variant-b
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@ -83,8 +105,7 @@ experiments:
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- user_publishes_post_at_least_two_times_within_week
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- user_publishes_post_at_least_two_times_within_two_weeks
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feed_strategy_starting_20220719:
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# NOTE: Required as we want only want to consider for conversion events that
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# occurred on or after the given start_date.
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started_at: 2022-07-19
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ended_at: 2022-07-26
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winner: 20220719-variant-b
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@ -109,8 +130,7 @@ experiments:
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- user_publishes_post_at_least_two_times_within_week
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- user_publishes_post_at_least_two_times_within_two_weeks
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feed_strategy_starting_20220712:
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# NOTE: Required as we want only want to consider for conversion events that
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# occurred on or after the given start_date.
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started_at: 2022-07-12
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ended_at: 2022-07-19
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winner: 20220617-variant-a
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@ -135,8 +155,7 @@ experiments:
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- user_publishes_post_at_least_two_times_within_week
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- user_publishes_post_at_least_two_times_within_two_weeks
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feed_strategy_starting_20220617:
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# NOTE: Required as we want only want to consider for conversion events that
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# occurred on or after the given start_date.
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started_at: 2022-06-17
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ended_at: 2022-07-12
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winner: 20220617-variant-a
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@ -161,8 +180,7 @@ experiments:
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# B won with some statistical signficance but A had a strong showing as
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# well. So we're melding those two together.
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winner: 20220603-variant-b
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# NOTE: Required as we want only want to consider for conversion events that
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# occurred on or after the given start_date.
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started_at: 2022-06-03
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ended_at: 2022-06-17
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variants:
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@ -190,8 +208,7 @@ experiments:
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- user_publishes_post_at_least_two_times_within_two_weeks
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feed_strategy_starting_20220526:
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winner: 20220518-variant
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# NOTE: Required as we want only want to consider for conversion events that
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# occurred on or after the given start_date.
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started_at: 2022-05-26
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ended_at: 2022-06-03
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variants:
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@ -217,8 +234,7 @@ experiments:
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- user_publishes_post_at_least_two_times_within_two_weeks
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feed_strategy_starting_20220518:
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winner: 20220518-variant
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# NOTE: Required as we want only want to consider for conversion events that
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# occurred on or after the given start_date.
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started_at: 2022-05-18
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ended_at: 2022-06-26
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variants:
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@ -243,8 +259,7 @@ experiments:
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- user_publishes_post_at_least_two_times_within_week
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feed_strategy_starting_20220509:
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winner: 20220422-variant
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# NOTE: Required as we want only want to consider for conversion events that
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# occurred on or after the given start_date.
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started_at: 2022-05-09
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ended_at: 2022-05-18
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variants:
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@ -269,8 +284,7 @@ experiments:
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- user_publishes_post_at_least_two_times_within_week
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feed_strategy_starting_20220422:
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winner: 20220422-jennie-variant
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# NOTE: Required as we want only want to consider for conversion events that
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# occurred on or after the given start_date.
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started_at: 2022-04-22
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ended_at: 2022-05-09
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variants:
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