Feed experiment for 11-07-2022 (#18702)
This commit is contained in:
Ben Halpern
GitHub
parent
05b01461d9
commit
43c522b58a
5 changed files with 589 additions and 0 deletions
135
config/feed-variants/20221107-variant-a.json
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135
config/feed-variants/20221107-variant-a.json
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{
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"max_days_since_published": 15,
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"description": "Built off 20221031-variant-c but with even softer cap on score.",
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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, 0.905],
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[3, 0.9],
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[4, 0.89],
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[5, 0.85],
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[6, 0.84],
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[7, 0.8],
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[8, 0.69],
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[9, 0.68],
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[10, 0.67],
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[11, 0.66],
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[12, 0.65],
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[13, 0.6],
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[14, 0.55]
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],
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"fallback": 0.25
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},
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"comments_count": {
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"cases": [
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[1, 0.3],
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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": 0.99
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},
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"following_author": {
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"cases": [
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[0, 0.7],
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[1, 1]
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],
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"fallback": 0.7
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},
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"featured_article": { "cases": [[1, 1]], "fallback": 0.78 },
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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, 0.2],
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[2, 0.15],
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[3, 0.1],
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[4, 0.05]
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],
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"fallback": 0
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},
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"experience": {
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"cases": [
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[0, 1],
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[1, 0.98],
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[2, 0.96],
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[3, 0.95],
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[4, 0.93],
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[5, 0.88],
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[6, 0.5],
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[7, 0.4]
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],
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"default_user_experience_level": 5,
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"fallback": 0.3
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},
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"matching_positive_tags_intersection_count": {
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"cases": [
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[0, 0.25],
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[1, 0.97]
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],
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"fallback": 1
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},
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"matching_positive_tags_intersection_points": {
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"cases": [
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[0, 0.3],
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[1, 0.45],
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[2, 0.5],
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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, 0.9],
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[8, 0.93],
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[9, 0.95]
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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, 0.25],
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[1, 0.4],
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[2, 0.45],
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[3, 0.5],
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[4, 0.55],
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[5, 0.6],
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[6, 0.61],
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[7, 0.62],
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[8, 0.64],
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[9, 0.68],
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[10, 0.7],
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[11, 0.75],
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[12, 0.8],
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[13, 0.85],
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[14, 0.9],
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[15, 0.95]
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],
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"fallback": 1.0
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}
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}
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}
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140
config/feed-variants/20221107-variant-b.json
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config/feed-variants/20221107-variant-b.json
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{
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"max_days_since_published": 15,
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"description": "Built off 20221031-variant-c but with steeper daily decay after 4 days.",
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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, 0.905],
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[3, 0.9],
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[4, 0.89],
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[5, 0.4],
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[6, 0.3],
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[7, 0.2],
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[8, 0.15],
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[9, 0.1],
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[10, 0.09],
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[11, 0.08],
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[12, 0.07],
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[13, 0.06],
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[14, 0.05]
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],
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"fallback": 0.01
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},
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"comments_count": {
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"cases": [
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[0, 0.15],
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[1, 0.3],
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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": 0.99
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},
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"following_author": {
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"cases": [
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[0, 0.7],
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[1, 1]
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],
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"fallback": 0.7
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},
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"featured_article": { "cases": [[1, 1]], "fallback": 0.78 },
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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, 0.2],
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[2, 0.15],
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[3, 0.1],
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[4, 0.05]
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],
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"fallback": 0
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},
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"experience": {
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"cases": [
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[0, 1],
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[1, 0.98],
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[2, 0.96],
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[3, 0.95],
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[4, 0.93],
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[5, 0.88],
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[6, 0.5],
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[7, 0.4]
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],
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"default_user_experience_level": 5,
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"fallback": 0.3
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},
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"matching_positive_tags_intersection_count": {
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"cases": [
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[0, 0.25],
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[1, 0.97]
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],
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"fallback": 1
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},
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"matching_positive_tags_intersection_points": {
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"cases": [
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[0, 0.3],
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[1, 0.45],
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[2, 0.5],
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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, 0.9],
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[8, 0.93],
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[9, 0.95]
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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, 0.3],
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[1, 0.4],
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[2, 0.45],
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[3, 0.5],
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[4, 0.55],
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[5, 0.6],
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[6, 0.61],
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[7, 0.62],
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[8, 0.63],
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[9, 0.64],
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[10, 0.65],
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[11, 0.69],
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[12, 0.72],
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[13, 0.75],
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[14, 0.79],
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[15, 0.82],
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[16, 0.85],
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[17, 0.88],
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[18, 0.9],
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[19, 0.93],
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[20, 0.95]
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],
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"fallback": 1.0
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}
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}
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}
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140
config/feed-variants/20221107-variant-c.json
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config/feed-variants/20221107-variant-c.json
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{
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"max_days_since_published": 15,
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"description": "Built off 20221031-variant-c but with steeper daily decay after 7 days.",
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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, 0.905],
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[3, 0.9],
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[4, 0.89],
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[5, 0.85],
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[6, 0.82],
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[7, 0.79],
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[8, 0.15],
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[9, 0.1],
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[10, 0.09],
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[11, 0.08],
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[12, 0.07],
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[13, 0.06],
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[14, 0.05]
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],
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"fallback": 0.25
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},
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"comments_count": {
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|
"cases": [
|
||||||
|
[0, 0.15],
|
||||||
|
[1, 0.3],
|
||||||
|
[2, 0.66],
|
||||||
|
[3, 0.7],
|
||||||
|
[4, 0.75],
|
||||||
|
[5, 0.8],
|
||||||
|
[6, 0.85],
|
||||||
|
[7, 0.88],
|
||||||
|
[8, 0.9],
|
||||||
|
[9, 0.92],
|
||||||
|
[12, 1.0],
|
||||||
|
[18, 1.0],
|
||||||
|
[22, 1.0],
|
||||||
|
[25, 1.0],
|
||||||
|
[30, 1.0],
|
||||||
|
[35, 1.0],
|
||||||
|
[40, 1.0],
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|
[45, 1.0]
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|
],
|
||||||
|
"fallback": 0.99
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||||||
|
},
|
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|
"following_author": {
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|
"cases": [
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|
[0, 0.7],
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|
[1, 1]
|
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|
],
|
||||||
|
"fallback": 0.7
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||||||
|
},
|
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|
"featured_article": { "cases": [[1, 1]], "fallback": 0.78 },
|
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|
"matching_negative_tags_intersection_count": {
|
||||||
|
"cases": [
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|
[0, 1],
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||||||
|
[1, 0.2],
|
||||||
|
[2, 0.15],
|
||||||
|
[3, 0.1],
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[4, 0.05]
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|
],
|
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"fallback": 0
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|
},
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|
"experience": {
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|
"cases": [
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|
[0, 1],
|
||||||
|
[1, 0.98],
|
||||||
|
[2, 0.96],
|
||||||
|
[3, 0.95],
|
||||||
|
[4, 0.93],
|
||||||
|
[5, 0.88],
|
||||||
|
[6, 0.5],
|
||||||
|
[7, 0.4]
|
||||||
|
],
|
||||||
|
"default_user_experience_level": 5,
|
||||||
|
"fallback": 0.3
|
||||||
|
},
|
||||||
|
"matching_positive_tags_intersection_count": {
|
||||||
|
"cases": [
|
||||||
|
[0, 0.25],
|
||||||
|
[1, 0.97]
|
||||||
|
],
|
||||||
|
"fallback": 1
|
||||||
|
},
|
||||||
|
"matching_positive_tags_intersection_points": {
|
||||||
|
"cases": [
|
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|
[0, 0.3],
|
||||||
|
[1, 0.45],
|
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|
[2, 0.5],
|
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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, 0.9],
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[8, 0.93],
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[9, 0.95]
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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],
|
||||||
|
[1, 1]
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],
|
||||||
|
"fallback": 0.95,
|
||||||
|
"negative_reaction_threshold": -9,
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||||||
|
"positive_reaction_threshold": 4
|
||||||
|
},
|
||||||
|
"public_reactions_score": {
|
||||||
|
"cases": [
|
||||||
|
[0, 0.3],
|
||||||
|
[1, 0.4],
|
||||||
|
[2, 0.45],
|
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|
[3, 0.5],
|
||||||
|
[4, 0.55],
|
||||||
|
[5, 0.6],
|
||||||
|
[6, 0.61],
|
||||||
|
[7, 0.62],
|
||||||
|
[8, 0.63],
|
||||||
|
[9, 0.64],
|
||||||
|
[10, 0.65],
|
||||||
|
[11, 0.69],
|
||||||
|
[12, 0.72],
|
||||||
|
[13, 0.75],
|
||||||
|
[14, 0.79],
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||||||
|
[15, 0.82],
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|
[16, 0.85],
|
||||||
|
[17, 0.88],
|
||||||
|
[18, 0.9],
|
||||||
|
[19, 0.93],
|
||||||
|
[20, 0.95]
|
||||||
|
],
|
||||||
|
"fallback": 1.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
140
config/feed-variants/20221107-variant-d.json
Normal file
140
config/feed-variants/20221107-variant-d.json
Normal file
|
|
@ -0,0 +1,140 @@
|
||||||
|
{
|
||||||
|
"max_days_since_published": 15,
|
||||||
|
"description": "Built off 20221031-variant-c but with steeper daily decay after 2 days.",
|
||||||
|
"order_by": "final_order_by_random_weighted_to_score",
|
||||||
|
"reseed_randomizer_on_each_request": false,
|
||||||
|
"levers": {
|
||||||
|
"daily_decay": {
|
||||||
|
"cases": [
|
||||||
|
[0, 1],
|
||||||
|
[1, 0.99],
|
||||||
|
[2, 0.905],
|
||||||
|
[3, 0.5],
|
||||||
|
[4, 0.38],
|
||||||
|
[5, 0.3],
|
||||||
|
[6, 0.25],
|
||||||
|
[7, 0.2],
|
||||||
|
[8, 0.15],
|
||||||
|
[9, 0.1],
|
||||||
|
[10, 0.09],
|
||||||
|
[11, 0.08],
|
||||||
|
[12, 0.07],
|
||||||
|
[13, 0.06],
|
||||||
|
[14, 0.05]
|
||||||
|
],
|
||||||
|
"fallback": 0.01
|
||||||
|
},
|
||||||
|
"comments_count": {
|
||||||
|
"cases": [
|
||||||
|
[0, 0.15],
|
||||||
|
[1, 0.3],
|
||||||
|
[2, 0.66],
|
||||||
|
[3, 0.7],
|
||||||
|
[4, 0.75],
|
||||||
|
[5, 0.8],
|
||||||
|
[6, 0.85],
|
||||||
|
[7, 0.88],
|
||||||
|
[8, 0.9],
|
||||||
|
[9, 0.92],
|
||||||
|
[12, 1.0],
|
||||||
|
[18, 1.0],
|
||||||
|
[22, 1.0],
|
||||||
|
[25, 1.0],
|
||||||
|
[30, 1.0],
|
||||||
|
[35, 1.0],
|
||||||
|
[40, 1.0],
|
||||||
|
[45, 1.0]
|
||||||
|
],
|
||||||
|
"fallback": 0.99
|
||||||
|
},
|
||||||
|
"following_author": {
|
||||||
|
"cases": [
|
||||||
|
[0, 0.7],
|
||||||
|
[1, 1]
|
||||||
|
],
|
||||||
|
"fallback": 0.7
|
||||||
|
},
|
||||||
|
"featured_article": { "cases": [[1, 1]], "fallback": 0.78 },
|
||||||
|
"matching_negative_tags_intersection_count": {
|
||||||
|
"cases": [
|
||||||
|
[0, 1],
|
||||||
|
[1, 0.2],
|
||||||
|
[2, 0.15],
|
||||||
|
[3, 0.1],
|
||||||
|
[4, 0.05]
|
||||||
|
],
|
||||||
|
"fallback": 0
|
||||||
|
},
|
||||||
|
"experience": {
|
||||||
|
"cases": [
|
||||||
|
[0, 1],
|
||||||
|
[1, 0.98],
|
||||||
|
[2, 0.96],
|
||||||
|
[3, 0.95],
|
||||||
|
[4, 0.93],
|
||||||
|
[5, 0.88],
|
||||||
|
[6, 0.5],
|
||||||
|
[7, 0.4]
|
||||||
|
],
|
||||||
|
"default_user_experience_level": 5,
|
||||||
|
"fallback": 0.3
|
||||||
|
},
|
||||||
|
"matching_positive_tags_intersection_count": {
|
||||||
|
"cases": [
|
||||||
|
[0, 0.25],
|
||||||
|
[1, 0.97]
|
||||||
|
],
|
||||||
|
"fallback": 1
|
||||||
|
},
|
||||||
|
"matching_positive_tags_intersection_points": {
|
||||||
|
"cases": [
|
||||||
|
[0, 0.3],
|
||||||
|
[1, 0.45],
|
||||||
|
[2, 0.5],
|
||||||
|
[3, 0.7],
|
||||||
|
[4, 0.75],
|
||||||
|
[5, 0.8],
|
||||||
|
[6, 0.85],
|
||||||
|
[7, 0.9],
|
||||||
|
[8, 0.93],
|
||||||
|
[9, 0.95]
|
||||||
|
],
|
||||||
|
"fallback": 1
|
||||||
|
},
|
||||||
|
"privileged_user_reaction": {
|
||||||
|
"cases": [
|
||||||
|
[-1, 0.2],
|
||||||
|
[1, 1]
|
||||||
|
],
|
||||||
|
"fallback": 0.95,
|
||||||
|
"negative_reaction_threshold": -9,
|
||||||
|
"positive_reaction_threshold": 4
|
||||||
|
},
|
||||||
|
"public_reactions_score": {
|
||||||
|
"cases": [
|
||||||
|
[0, 0.3],
|
||||||
|
[1, 0.4],
|
||||||
|
[2, 0.45],
|
||||||
|
[3, 0.5],
|
||||||
|
[4, 0.55],
|
||||||
|
[5, 0.6],
|
||||||
|
[6, 0.61],
|
||||||
|
[7, 0.62],
|
||||||
|
[8, 0.63],
|
||||||
|
[9, 0.64],
|
||||||
|
[10, 0.65],
|
||||||
|
[11, 0.69],
|
||||||
|
[12, 0.72],
|
||||||
|
[13, 0.75],
|
||||||
|
[14, 0.79],
|
||||||
|
[15, 0.82],
|
||||||
|
[16, 0.85],
|
||||||
|
[17, 0.88],
|
||||||
|
[18, 0.9],
|
||||||
|
[19, 0.93],
|
||||||
|
[20, 0.95]
|
||||||
|
],
|
||||||
|
"fallback": 1.0
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
@ -28,10 +28,44 @@
|
||||||
################################################################################
|
################################################################################
|
||||||
experiments:
|
experiments:
|
||||||
# NOTE: Our feed strategy testing experiment must begin with "feed_strategy"
|
# NOTE: Our feed strategy testing experiment must begin with "feed_strategy"
|
||||||
|
feed_strategy_starting_20221107:
|
||||||
|
# NOTE: Required as we want only want to consider for conversion events that
|
||||||
|
# occurred on or after the given start_date.
|
||||||
|
started_at: 2022-11-07
|
||||||
|
variants:
|
||||||
|
- 20221031-variant-c
|
||||||
|
- 20221107-variant-a
|
||||||
|
- 20221107-variant-b
|
||||||
|
- 20221107-variant-c
|
||||||
|
- 20221107-variant-d
|
||||||
|
weights:
|
||||||
|
- 52
|
||||||
|
- 12
|
||||||
|
- 12
|
||||||
|
- 12
|
||||||
|
- 12
|
||||||
|
goals:
|
||||||
|
- user_creates_pageview
|
||||||
|
- user_creates_article_reaction
|
||||||
|
- user_creates_comment
|
||||||
|
- user_publishes_post
|
||||||
|
- user_views_pages_on_at_least_two_different_days_within_a_week
|
||||||
|
- user_views_pages_on_at_least_four_different_days_within_a_week
|
||||||
|
- user_creates_article_reaction_on_four_different_days_within_a_week
|
||||||
|
- user_creates_comment_on_at_least_four_different_days_within_a_week
|
||||||
|
- user_publishes_post_on_four_different_days_within_a_week
|
||||||
|
- user_views_pages_on_at_least_three_different_hours_within_a_day
|
||||||
|
- user_views_pages_on_at_least_four_different_hours_within_a_day
|
||||||
|
- user_views_pages_on_at_least_twelve_different_hours_within_five_days
|
||||||
|
- user_views_pages_on_at_least_nine_different_days_within_two_weeks
|
||||||
|
- user_publishes_post_at_least_two_times_within_week
|
||||||
|
- user_publishes_post_at_least_two_times_within_two_weeks
|
||||||
feed_strategy_starting_20221031:
|
feed_strategy_starting_20221031:
|
||||||
# NOTE: Required as we want only want to consider for conversion events that
|
# NOTE: Required as we want only want to consider for conversion events that
|
||||||
# occurred on or after the given start_date.
|
# occurred on or after the given start_date.
|
||||||
started_at: 2022-10-31
|
started_at: 2022-10-31
|
||||||
|
ended_at: 2022-11-07
|
||||||
|
winner: 20221031-variant-c
|
||||||
variants:
|
variants:
|
||||||
- 20221025-variant-b
|
- 20221025-variant-b
|
||||||
- 20221031-variant-a
|
- 20221031-variant-a
|
||||||
|
|
|
||||||
Loading…
Add table
Reference in a new issue