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Datasets:
tanzilidrisi
/
tib-benchmark

Modalities:
Text
Languages:
English
Size:
10K<n<100K
Tags:
contextual-bandits
off-policy-evaluation
counterfactual-learning
recommender-systems
e-commerce
benchmark
License:
Dataset card Data Studio Files
xet
 Community
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The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 21 new columns ({'discount_cost', 'bounce', 'gross_margin', 'intent_score', 'abandonment_risk', 'context_version', 'margin_rate', 'timestamp', 'unsubscribe', 'action_fatigue', 'identity_confidence', 'revenue', 'click', 'source', 'timeline_stage', 'purchase', 'visitor_id', 'add_to_cart', 'category', 'eligible_actions', 'device'})

This happened while the csv dataset builder was generating data using

hf://datasets/tanzilidrisi/tib-benchmark/data/tib_twin_v1.0_seed1.csv (at revision f74d8e9c1780b2e8cfacf7dd1ff7a93161363fe1), ['hf://datasets/tanzilidrisi/tib-benchmark@f74d8e9c1780b2e8cfacf7dd1ff7a93161363fe1/data/tib_synth_v1.0_seed1.csv', 'hf://datasets/tanzilidrisi/tib-benchmark@f74d8e9c1780b2e8cfacf7dd1ff7a93161363fe1/data/tib_twin_v1.0_seed1.csv']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              session_id: string
              visitor_id: string
              timestamp: string
              context_version: int64
              segment: string
              source: string
              device: string
              category: string
              events: string
              cart_value: double
              margin_rate: double
              identity_confidence: double
              intent_score: double
              abandonment_risk: double
              timeline_stage: string
              eligible_actions: string
              logged_action: string
              propensity: double
              reward: double
              click: int64
              add_to_cart: int64
              purchase: int64
              revenue: double
              gross_margin: double
              discount_cost: double
              bounce: int64
              unsubscribe: int64
              action_fatigue: string
              potential_rewards: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 3771
              to
              {'session_id': Value('string'), 'segment': Value('string'), 'events': Value('string'), 'cart_value': Value('float64'), 'logged_action': Value('string'), 'propensity': Value('float64'), 'reward': Value('float64'), 'potential_rewards': Value('string')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1361, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 940, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 21 new columns ({'discount_cost', 'bounce', 'gross_margin', 'intent_score', 'abandonment_risk', 'context_version', 'margin_rate', 'timestamp', 'unsubscribe', 'action_fatigue', 'identity_confidence', 'revenue', 'click', 'source', 'timeline_stage', 'purchase', 'visitor_id', 'add_to_cart', 'category', 'eligible_actions', 'device'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/tanzilidrisi/tib-benchmark/data/tib_twin_v1.0_seed1.csv (at revision f74d8e9c1780b2e8cfacf7dd1ff7a93161363fe1), ['hf://datasets/tanzilidrisi/tib-benchmark@f74d8e9c1780b2e8cfacf7dd1ff7a93161363fe1/data/tib_synth_v1.0_seed1.csv', 'hf://datasets/tanzilidrisi/tib-benchmark@f74d8e9c1780b2e8cfacf7dd1ff7a93161363fe1/data/tib_twin_v1.0_seed1.csv']
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

session_id
string
segment
string
events
string
cart_value
float64
logged_action
string
propensity
float64
reward
float64
potential_rewards
string
tib-synth-1-0
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.061752
{"bundle_offer": 0.632212, "discount": 1.061752, "do_nothing": 0.197442, "email_capture": 0.181556, "free_shipping": 0.801461, "social_proof": 0.203869}
tib-synth-1-1
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.063439
{"bundle_offer": 0.668856, "discount": 1.063439, "do_nothing": 0.218705, "email_capture": 0.1801, "free_shipping": 0.819297, "social_proof": 0.181721}
tib-synth-1-2
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
social_proof
0.05
0.203874
{"bundle_offer": 0.657064, "discount": 1.050763, "do_nothing": 0.217804, "email_capture": 0.178395, "free_shipping": 0.811596, "social_proof": 0.203874}
tib-synth-1-3
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.019048
{"bundle_offer": 0.696439, "discount": 1.019048, "do_nothing": 0.210535, "email_capture": 0.203544, "free_shipping": 0.81041, "social_proof": 0.194132}
tib-synth-1-4
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.071086
{"bundle_offer": 0.66826, "discount": 1.071086, "do_nothing": 0.197304, "email_capture": 0.219085, "free_shipping": 0.767418, "social_proof": 0.190755}
tib-synth-1-5
shipping_friction
product_view|add_to_cart|exit_intent
72
discount
0.05
0.186703
{"bundle_offer": 0.632884, "discount": 0.186703, "do_nothing": 0.211856, "email_capture": 0.199297, "free_shipping": 0.860548, "social_proof": 0.288983}
tib-synth-1-6
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
bundle_offer
0.05
0.65611
{"bundle_offer": 0.65611, "discount": 1.08113, "do_nothing": 0.219115, "email_capture": 0.153344, "free_shipping": 0.841766, "social_proof": 0.173951}
tib-synth-1-7
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.042745
{"bundle_offer": 0.664068, "discount": 1.042745, "do_nothing": 0.196759, "email_capture": 0.205616, "free_shipping": 0.796289, "social_proof": 0.183549}
tib-synth-1-8
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.726496
{"bundle_offer": 0.726496, "discount": 0.352113, "do_nothing": 0.234419, "email_capture": 0.161826, "free_shipping": 0.650319, "social_proof": 0.176122}
tib-synth-1-9
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.734636
{"bundle_offer": 0.734636, "discount": 0.328068, "do_nothing": 0.210297, "email_capture": 0.172682, "free_shipping": 0.677645, "social_proof": 0.182645}
tib-synth-1-10
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.751803
{"bundle_offer": 0.751803, "discount": 0.357087, "do_nothing": 0.215734, "email_capture": 0.130818, "free_shipping": 0.616696, "social_proof": 0.188815}
tib-synth-1-11
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
do_nothing
0.05
0.246326
{"bundle_offer": 0.542304, "discount": 0.201098, "do_nothing": 0.246326, "email_capture": 0.61063, "free_shipping": 0.694187, "social_proof": 0.599553}
tib-synth-1-12
identity_gap
product_view|product_view
55
email_capture
0.75
0.497915
{"bundle_offer": 0.395832, "discount": 0.13012, "do_nothing": 0.333953, "email_capture": 0.497915, "free_shipping": 0.292914, "social_proof": 0.312074}
tib-synth-1-13
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.06053
{"bundle_offer": 0.684125, "discount": 1.06053, "do_nothing": 0.220248, "email_capture": 0.204927, "free_shipping": 0.809148, "social_proof": 0.180926}
tib-synth-1-14
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.849398
{"bundle_offer": 0.615239, "discount": 0.193916, "do_nothing": 0.19989, "email_capture": 0.145732, "free_shipping": 0.849398, "social_proof": 0.332389}
tib-synth-1-15
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.857873
{"bundle_offer": 0.666802, "discount": 0.228695, "do_nothing": 0.229751, "email_capture": 0.147948, "free_shipping": 0.857873, "social_proof": 0.337243}
tib-synth-1-16
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.865941
{"bundle_offer": 0.641475, "discount": 0.188075, "do_nothing": 0.240643, "email_capture": 0.193169, "free_shipping": 0.865941, "social_proof": 0.326295}
tib-synth-1-17
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.834757
{"bundle_offer": 0.609869, "discount": 0.185449, "do_nothing": 0.231372, "email_capture": 0.193033, "free_shipping": 0.834757, "social_proof": 0.297601}
tib-synth-1-18
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
do_nothing
0.05
0.215436
{"bundle_offer": 0.664061, "discount": 1.045687, "do_nothing": 0.215436, "email_capture": 0.200765, "free_shipping": 0.831901, "social_proof": 0.145574}
tib-synth-1-19
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.05021
{"bundle_offer": 0.676055, "discount": 1.05021, "do_nothing": 0.1911, "email_capture": 0.171526, "free_shipping": 0.817891, "social_proof": 0.188406}
tib-synth-1-20
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.045099
{"bundle_offer": 0.692808, "discount": 1.045099, "do_nothing": 0.219253, "email_capture": 0.175062, "free_shipping": 0.81256, "social_proof": 0.179395}
tib-synth-1-21
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.830371
{"bundle_offer": 0.608523, "discount": 0.191504, "do_nothing": 0.22606, "email_capture": 0.18147, "free_shipping": 0.830371, "social_proof": 0.309666}
tib-synth-1-22
steady_high_intent
product_view|product_view|add_to_cart
140
social_proof
0.05
0.179267
{"bundle_offer": 0.731072, "discount": 0.346997, "do_nothing": 0.22261, "email_capture": 0.179961, "free_shipping": 0.685378, "social_proof": 0.179267}
tib-synth-1-23
steady_high_intent
product_view|product_view|add_to_cart
140
free_shipping
0.05
0.633849
{"bundle_offer": 0.736798, "discount": 0.365852, "do_nothing": 0.184353, "email_capture": 0.198993, "free_shipping": 0.633849, "social_proof": 0.187025}
tib-synth-1-24
identity_gap
product_view|product_view
55
social_proof
0.05
0.331135
{"bundle_offer": 0.367592, "discount": 0.141884, "do_nothing": 0.30107, "email_capture": 0.450227, "free_shipping": 0.314364, "social_proof": 0.331135}
tib-synth-1-25
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.766995
{"bundle_offer": 0.766995, "discount": 0.344076, "do_nothing": 0.206857, "email_capture": 0.164539, "free_shipping": 0.633842, "social_proof": 0.199904}
tib-synth-1-26
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.08734
{"bundle_offer": 0.670287, "discount": 1.08734, "do_nothing": 0.231731, "email_capture": 0.172649, "free_shipping": 0.833611, "social_proof": 0.19716}
tib-synth-1-27
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
free_shipping
0.75
0.702362
{"bundle_offer": 0.534269, "discount": 0.248686, "do_nothing": 0.22566, "email_capture": 0.582075, "free_shipping": 0.702362, "social_proof": 0.599466}
tib-synth-1-28
steady_high_intent
product_view|product_view|add_to_cart
140
discount
0.05
0.359533
{"bundle_offer": 0.759111, "discount": 0.359533, "do_nothing": 0.192962, "email_capture": 0.18155, "free_shipping": 0.647588, "social_proof": 0.192656}
tib-synth-1-29
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.856503
{"bundle_offer": 0.61463, "discount": 0.196782, "do_nothing": 0.18885, "email_capture": 0.185849, "free_shipping": 0.856503, "social_proof": 0.367812}
tib-synth-1-30
identity_gap
product_view|product_view
55
email_capture
0.75
0.483493
{"bundle_offer": 0.378145, "discount": 0.157213, "do_nothing": 0.293743, "email_capture": 0.483493, "free_shipping": 0.312484, "social_proof": 0.321898}
tib-synth-1-31
shipping_friction
product_view|add_to_cart|exit_intent
72
do_nothing
0.05
0.211973
{"bundle_offer": 0.639837, "discount": 0.199463, "do_nothing": 0.211973, "email_capture": 0.155438, "free_shipping": 0.86572, "social_proof": 0.316426}
tib-synth-1-32
shipping_friction
product_view|add_to_cart|exit_intent
72
discount
0.05
0.21204
{"bundle_offer": 0.639787, "discount": 0.21204, "do_nothing": 0.254662, "email_capture": 0.174022, "free_shipping": 0.83182, "social_proof": 0.309962}
tib-synth-1-33
steady_high_intent
product_view|product_view|add_to_cart
140
free_shipping
0.05
0.639157
{"bundle_offer": 0.746013, "discount": 0.315776, "do_nothing": 0.207498, "email_capture": 0.1832, "free_shipping": 0.639157, "social_proof": 0.219339}
tib-synth-1-34
identity_gap
product_view|product_view
55
email_capture
0.75
0.459649
{"bundle_offer": 0.378334, "discount": 0.157026, "do_nothing": 0.310689, "email_capture": 0.459649, "free_shipping": 0.32017, "social_proof": 0.332909}
tib-synth-1-35
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
free_shipping
0.75
0.686483
{"bundle_offer": 0.526247, "discount": 0.236677, "do_nothing": 0.203124, "email_capture": 0.635849, "free_shipping": 0.686483, "social_proof": 0.597014}
tib-synth-1-36
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.848876
{"bundle_offer": 0.622657, "discount": 0.208961, "do_nothing": 0.207533, "email_capture": 0.162039, "free_shipping": 0.848876, "social_proof": 0.318172}
tib-synth-1-37
steady_high_intent
product_view|product_view|add_to_cart
140
free_shipping
0.05
0.648259
{"bundle_offer": 0.764674, "discount": 0.330068, "do_nothing": 0.255074, "email_capture": 0.179986, "free_shipping": 0.648259, "social_proof": 0.186869}
tib-synth-1-38
identity_gap
product_view|product_view
55
email_capture
0.75
0.463491
{"bundle_offer": 0.402205, "discount": 0.141799, "do_nothing": 0.332866, "email_capture": 0.463491, "free_shipping": 0.298819, "social_proof": 0.330014}
tib-synth-1-39
shipping_friction
product_view|add_to_cart|exit_intent
72
do_nothing
0.05
0.232184
{"bundle_offer": 0.648158, "discount": 0.214348, "do_nothing": 0.232184, "email_capture": 0.172387, "free_shipping": 0.865985, "social_proof": 0.334074}
tib-synth-1-40
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.740457
{"bundle_offer": 0.740457, "discount": 0.372059, "do_nothing": 0.237059, "email_capture": 0.174122, "free_shipping": 0.65684, "social_proof": 0.165313}
tib-synth-1-41
identity_gap
product_view|product_view
55
email_capture
0.75
0.447115
{"bundle_offer": 0.39016, "discount": 0.156426, "do_nothing": 0.329144, "email_capture": 0.447115, "free_shipping": 0.30723, "social_proof": 0.355713}
tib-synth-1-42
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.751398
{"bundle_offer": 0.751398, "discount": 0.347886, "do_nothing": 0.227704, "email_capture": 0.141161, "free_shipping": 0.641781, "social_proof": 0.181132}
tib-synth-1-43
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.870902
{"bundle_offer": 0.66305, "discount": 0.208371, "do_nothing": 0.216481, "email_capture": 0.216965, "free_shipping": 0.870902, "social_proof": 0.35066}
tib-synth-1-44
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.739007
{"bundle_offer": 0.739007, "discount": 0.339465, "do_nothing": 0.244194, "email_capture": 0.186743, "free_shipping": 0.604686, "social_proof": 0.193792}
tib-synth-1-45
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.822942
{"bundle_offer": 0.631906, "discount": 0.180402, "do_nothing": 0.199515, "email_capture": 0.235233, "free_shipping": 0.822942, "social_proof": 0.297594}
tib-synth-1-46
shipping_friction
product_view|add_to_cart|exit_intent
72
do_nothing
0.05
0.227297
{"bundle_offer": 0.609149, "discount": 0.185811, "do_nothing": 0.227297, "email_capture": 0.179881, "free_shipping": 0.852976, "social_proof": 0.291031}
tib-synth-1-47
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
free_shipping
0.75
0.702342
{"bundle_offer": 0.493765, "discount": 0.239213, "do_nothing": 0.231083, "email_capture": 0.625579, "free_shipping": 0.702342, "social_proof": 0.602324}
tib-synth-1-48
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.761018
{"bundle_offer": 0.761018, "discount": 0.351665, "do_nothing": 0.195401, "email_capture": 0.170564, "free_shipping": 0.596635, "social_proof": 0.19942}
tib-synth-1-49
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
bundle_offer
0.05
0.662719
{"bundle_offer": 0.662719, "discount": 1.036293, "do_nothing": 0.210531, "email_capture": 0.168905, "free_shipping": 0.854153, "social_proof": 0.212129}
tib-synth-1-50
identity_gap
product_view|product_view
55
email_capture
0.75
0.450819
{"bundle_offer": 0.369711, "discount": 0.190141, "do_nothing": 0.309028, "email_capture": 0.450819, "free_shipping": 0.354019, "social_proof": 0.297884}
tib-synth-1-51
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
do_nothing
0.05
0.191157
{"bundle_offer": 0.547974, "discount": 0.211865, "do_nothing": 0.191157, "email_capture": 0.636028, "free_shipping": 0.701429, "social_proof": 0.643492}
tib-synth-1-52
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
social_proof
0.05
0.196992
{"bundle_offer": 0.672226, "discount": 1.011642, "do_nothing": 0.248721, "email_capture": 0.198362, "free_shipping": 0.818928, "social_proof": 0.196992}
tib-synth-1-53
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.864253
{"bundle_offer": 0.614754, "discount": 0.180946, "do_nothing": 0.198678, "email_capture": 0.17326, "free_shipping": 0.864253, "social_proof": 0.31612}
tib-synth-1-54
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.789021
{"bundle_offer": 0.789021, "discount": 0.336571, "do_nothing": 0.234012, "email_capture": 0.179948, "free_shipping": 0.610694, "social_proof": 0.19461}
tib-synth-1-55
steady_high_intent
product_view|product_view|add_to_cart
140
do_nothing
0.05
0.199305
{"bundle_offer": 0.728605, "discount": 0.334965, "do_nothing": 0.199305, "email_capture": 0.194153, "free_shipping": 0.642025, "social_proof": 0.185072}
tib-synth-1-56
identity_gap
product_view|product_view
55
discount
0.05
0.138735
{"bundle_offer": 0.423129, "discount": 0.138735, "do_nothing": 0.293642, "email_capture": 0.503234, "free_shipping": 0.311173, "social_proof": 0.308601}
tib-synth-1-57
identity_gap
product_view|product_view
55
email_capture
0.75
0.507362
{"bundle_offer": 0.403085, "discount": 0.142996, "do_nothing": 0.295608, "email_capture": 0.507362, "free_shipping": 0.290848, "social_proof": 0.29934}
tib-synth-1-58
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
free_shipping
0.75
0.736365
{"bundle_offer": 0.482488, "discount": 0.20032, "do_nothing": 0.221043, "email_capture": 0.626233, "free_shipping": 0.736365, "social_proof": 0.63058}
tib-synth-1-59
identity_gap
product_view|product_view
55
social_proof
0.05
0.334495
{"bundle_offer": 0.378645, "discount": 0.145392, "do_nothing": 0.318207, "email_capture": 0.459995, "free_shipping": 0.320917, "social_proof": 0.334495}
tib-synth-1-60
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
free_shipping
0.75
0.707565
{"bundle_offer": 0.513152, "discount": 0.240834, "do_nothing": 0.232295, "email_capture": 0.639196, "free_shipping": 0.707565, "social_proof": 0.617493}
tib-synth-1-61
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
do_nothing
0.05
0.184833
{"bundle_offer": 0.661009, "discount": 1.052342, "do_nothing": 0.184833, "email_capture": 0.189287, "free_shipping": 0.8429, "social_proof": 0.230338}
tib-synth-1-62
identity_gap
product_view|product_view
55
email_capture
0.75
0.469808
{"bundle_offer": 0.374054, "discount": 0.159525, "do_nothing": 0.310665, "email_capture": 0.469808, "free_shipping": 0.331785, "social_proof": 0.329486}
tib-synth-1-63
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.773054
{"bundle_offer": 0.773054, "discount": 0.298107, "do_nothing": 0.166231, "email_capture": 0.183744, "free_shipping": 0.663813, "social_proof": 0.185466}
tib-synth-1-64
identity_gap
product_view|product_view
55
discount
0.05
0.121885
{"bundle_offer": 0.361665, "discount": 0.121885, "do_nothing": 0.302337, "email_capture": 0.460956, "free_shipping": 0.341245, "social_proof": 0.331568}
tib-synth-1-65
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
email_capture
0.05
0.631171
{"bundle_offer": 0.502887, "discount": 0.20889, "do_nothing": 0.215749, "email_capture": 0.631171, "free_shipping": 0.730075, "social_proof": 0.647439}
tib-synth-1-66
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
free_shipping
0.75
0.711639
{"bundle_offer": 0.518053, "discount": 0.221486, "do_nothing": 0.194539, "email_capture": 0.667687, "free_shipping": 0.711639, "social_proof": 0.646601}
tib-synth-1-67
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
free_shipping
0.75
0.695667
{"bundle_offer": 0.498106, "discount": 0.255308, "do_nothing": 0.217572, "email_capture": 0.671065, "free_shipping": 0.695667, "social_proof": 0.607917}
tib-synth-1-68
identity_gap
product_view|product_view
55
email_capture
0.75
0.477786
{"bundle_offer": 0.394988, "discount": 0.138227, "do_nothing": 0.316643, "email_capture": 0.477786, "free_shipping": 0.33857, "social_proof": 0.296288}
tib-synth-1-69
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.715535
{"bundle_offer": 0.715535, "discount": 0.329409, "do_nothing": 0.205124, "email_capture": 0.165973, "free_shipping": 0.642917, "social_proof": 0.177667}
tib-synth-1-70
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
free_shipping
0.75
0.672048
{"bundle_offer": 0.525393, "discount": 0.230184, "do_nothing": 0.208591, "email_capture": 0.625379, "free_shipping": 0.672048, "social_proof": 0.583462}
tib-synth-1-71
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
bundle_offer
0.05
0.535161
{"bundle_offer": 0.535161, "discount": 0.24799, "do_nothing": 0.222176, "email_capture": 0.617666, "free_shipping": 0.692103, "social_proof": 0.650898}
tib-synth-1-72
identity_gap
product_view|product_view
55
email_capture
0.75
0.448797
{"bundle_offer": 0.40881, "discount": 0.156394, "do_nothing": 0.324235, "email_capture": 0.448797, "free_shipping": 0.330975, "social_proof": 0.323161}
tib-synth-1-73
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
social_proof
0.05
0.174724
{"bundle_offer": 0.657458, "discount": 1.042301, "do_nothing": 0.233195, "email_capture": 0.183486, "free_shipping": 0.797754, "social_proof": 0.174724}
tib-synth-1-74
shipping_friction
product_view|add_to_cart|exit_intent
72
bundle_offer
0.05
0.648009
{"bundle_offer": 0.648009, "discount": 0.217117, "do_nothing": 0.225111, "email_capture": 0.154972, "free_shipping": 0.861104, "social_proof": 0.304338}
tib-synth-1-75
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.822225
{"bundle_offer": 0.60175, "discount": 0.198619, "do_nothing": 0.210758, "email_capture": 0.168781, "free_shipping": 0.822225, "social_proof": 0.305446}
tib-synth-1-76
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.028108
{"bundle_offer": 0.649448, "discount": 1.028108, "do_nothing": 0.247403, "email_capture": 0.178489, "free_shipping": 0.818222, "social_proof": 0.179709}
tib-synth-1-77
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.772638
{"bundle_offer": 0.772638, "discount": 0.310248, "do_nothing": 0.213834, "email_capture": 0.1938, "free_shipping": 0.609077, "social_proof": 0.226357}
tib-synth-1-78
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.740137
{"bundle_offer": 0.740137, "discount": 0.369146, "do_nothing": 0.203243, "email_capture": 0.207595, "free_shipping": 0.632842, "social_proof": 0.19635}
tib-synth-1-79
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.851167
{"bundle_offer": 0.608313, "discount": 0.199856, "do_nothing": 0.226271, "email_capture": 0.163961, "free_shipping": 0.851167, "social_proof": 0.278314}
tib-synth-1-80
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.742271
{"bundle_offer": 0.742271, "discount": 0.344559, "do_nothing": 0.234041, "email_capture": 0.161419, "free_shipping": 0.610191, "social_proof": 0.208915}
tib-synth-1-81
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.085572
{"bundle_offer": 0.699845, "discount": 1.085572, "do_nothing": 0.198661, "email_capture": 0.170494, "free_shipping": 0.826787, "social_proof": 0.204872}
tib-synth-1-82
identity_gap
product_view|product_view
55
email_capture
0.75
0.466617
{"bundle_offer": 0.359473, "discount": 0.14541, "do_nothing": 0.332534, "email_capture": 0.466617, "free_shipping": 0.325913, "social_proof": 0.34724}
tib-synth-1-83
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
free_shipping
0.75
0.718386
{"bundle_offer": 0.508801, "discount": 0.230396, "do_nothing": 0.226137, "email_capture": 0.614383, "free_shipping": 0.718386, "social_proof": 0.656803}
tib-synth-1-84
shipping_friction
product_view|add_to_cart|exit_intent
72
social_proof
0.05
0.285319
{"bundle_offer": 0.606893, "discount": 0.246581, "do_nothing": 0.230234, "email_capture": 0.214244, "free_shipping": 0.87167, "social_proof": 0.285319}
tib-synth-1-85
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.823199
{"bundle_offer": 0.649565, "discount": 0.18926, "do_nothing": 0.251497, "email_capture": 0.19997, "free_shipping": 0.823199, "social_proof": 0.332847}
tib-synth-1-86
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.759751
{"bundle_offer": 0.759751, "discount": 0.344301, "do_nothing": 0.227249, "email_capture": 0.17233, "free_shipping": 0.642467, "social_proof": 0.1941}
tib-synth-1-87
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.845169
{"bundle_offer": 0.624306, "discount": 0.227882, "do_nothing": 0.22425, "email_capture": 0.195416, "free_shipping": 0.845169, "social_proof": 0.334301}
tib-synth-1-88
steady_high_intent
product_view|product_view|add_to_cart
140
bundle_offer
0.75
0.757249
{"bundle_offer": 0.757249, "discount": 0.358857, "do_nothing": 0.208088, "email_capture": 0.185346, "free_shipping": 0.66329, "social_proof": 0.211821}
tib-synth-1-89
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.809384
{"bundle_offer": 0.583911, "discount": 0.182922, "do_nothing": 0.237273, "email_capture": 0.223479, "free_shipping": 0.809384, "social_proof": 0.308403}
tib-synth-1-90
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.861607
{"bundle_offer": 0.591962, "discount": 0.158283, "do_nothing": 0.20586, "email_capture": 0.200819, "free_shipping": 0.861607, "social_proof": 0.279699}
tib-synth-1-91
identity_gap
product_view|product_view
55
email_capture
0.75
0.45397
{"bundle_offer": 0.360863, "discount": 0.142161, "do_nothing": 0.28714, "email_capture": 0.45397, "free_shipping": 0.328976, "social_proof": 0.287879}
tib-synth-1-92
steady_high_intent
product_view|product_view|add_to_cart
140
discount
0.05
0.371685
{"bundle_offer": 0.774703, "discount": 0.371685, "do_nothing": 0.22285, "email_capture": 0.18827, "free_shipping": 0.677811, "social_proof": 0.169035}
tib-synth-1-93
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
social_proof
0.05
0.62961
{"bundle_offer": 0.508404, "discount": 0.222156, "do_nothing": 0.226117, "email_capture": 0.668909, "free_shipping": 0.709885, "social_proof": 0.62961}
tib-synth-1-94
browser_research
product_view|product_view|product_view|product_view|exit_intent
45
free_shipping
0.75
0.713707
{"bundle_offer": 0.541646, "discount": 0.256419, "do_nothing": 0.222708, "email_capture": 0.644528, "free_shipping": 0.713707, "social_proof": 0.63931}
tib-synth-1-95
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.857894
{"bundle_offer": 0.615757, "discount": 0.202346, "do_nothing": 0.206609, "email_capture": 0.190503, "free_shipping": 0.857894, "social_proof": 0.28514}
tib-synth-1-96
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.073639
{"bundle_offer": 0.651309, "discount": 1.073639, "do_nothing": 0.246882, "email_capture": 0.147047, "free_shipping": 0.816397, "social_proof": 0.188904}
tib-synth-1-97
price_friction
product_view|product_view|add_to_cart|remove_from_cart|coupon_attempt|exit_intent
125
discount
0.75
1.084304
{"bundle_offer": 0.65233, "discount": 1.084304, "do_nothing": 0.193218, "email_capture": 0.19579, "free_shipping": 0.798769, "social_proof": 0.197604}
tib-synth-1-98
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.834812
{"bundle_offer": 0.619268, "discount": 0.178731, "do_nothing": 0.225598, "email_capture": 0.17124, "free_shipping": 0.834812, "social_proof": 0.331352}
tib-synth-1-99
shipping_friction
product_view|add_to_cart|exit_intent
72
free_shipping
0.75
0.821519
{"bundle_offer": 0.631358, "discount": 0.185765, "do_nothing": 0.23418, "email_capture": 0.169337, "free_shipping": 0.821519, "social_proof": 0.335507}
End of preview.

TIB v1.0: Timeline Intervention Benchmark

Propensity-logged benchmarks for session-level e-commerce intervention policies (six actions including a do_nothing control), with exact logged propensities, counterfactual potential outcomes, multi-seed protocol, and a baseline leaderboard.

Why

Public logged-bandit datasets (Open Bandit Dataset) evaluate item recommendation. Intervention policies — margin-sensitive, fatiguing, timing-dependent actions — had no public, propensity-logged benchmark. TIB provides three tiers that deliberately span the regimes where timeline (sequence) context helps and where it does not, so representation claims can be tested rather than assumed.

Contents

File What
data/ Seed-1 sample CSVs for the synth and twin tiers
CHECKSUMS.txt SHA-256 for every canonical seed (regenerate and verify)
PROTOCOL.md Normative evaluation rules
DATASHEET.md Datasheet (Gebru et al. structure)
LEADERBOARD.md Baseline results, 11 policies
croissant.jsonld Machine-readable metadata

Regenerate everything 

pip install -e .
python - <<'PY'
from tvcb.benchmark import materialize_synth_csv, materialize_twin_csv
for seed in range(1, 11):
    materialize_synth_csv(f"tib_synth_seed{seed}.csv", sessions=10000, seed=seed)
    materialize_twin_csv(f"tib_twin_seed{seed}.csv", sessions=20000, seed=seed)
PY
sha256sum -c CHECKSUMS.txt

The retail tier build recipe is documented in the repository (docs/retailrocket.md + make intervention-final).

Citation

Archived at Zenodo: https://doi.org/10.5281/zenodo.20651686

@dataset{idrisi2026tib,
  author    = {Idrisi, Mohammad Tanzil},
  title     = {{TIB} v1.0: Timeline Intervention Benchmark},
  publisher = {Zenodo},
  year      = {2026},
  doi       = {10.5281/zenodo.20651686}
}
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