Gaming
20 columns
125 rows
8 formats

In-Game Item Provenance Tracker

This dataset provides a detailed, event-level record of digital item provenance, ownership history, and trade paths within an online game's economy. It enables robust fraud detection, rarity analytics, and ESG compliance reporting, empowering gaming platforms to ensure fair play, transparency, and sustainability in virtual economies.

last updated 14 Jan 2026
by GoMask

The brief that made it

Detecting and investigating fraudulent item trades or suspicious provenance patterns

Sample rows

preview · 8 of 125 rows · all 20 columns

item_idstring	raritystring	provenance_scorefloat	suspected_fraudboolean	last_transfer_methodstring	item_typestring	item_namestring	origin_event_idstring	origin_event_typestring	origin_timestampdatetime	origin_player_idstring	current_owner_idstring	ownership_statusstring	ownership_chain_lengthinteger	last_transfer_idstring	last_transfer_timestampdatetime	last_transfer_from_player_idstring	last_transfer_to_player_idstring	esg_compliance_flagboolean	notesstring
item_00001	common	0.97	false	blank	weapon	Iron Sword	event_00001	drop	2020-01-03T15:34:22Z	player_00001	player_00001	owned	1	blank	blank	blank	blank	true	Starter weapon drop on first login.
item_00002	uncommon	0.93	false	blank	skin	Crimson Cloak	event_00002	crafting	2021-05-11T09:21:16Z	player_00002	player_00002	owned	1	blank	blank	blank	blank	true	Crafted during Spring Festival event.
item_00003	mythic	0.48	false	auction	artifact	Ether Orb	event_00003	other	2020-12-25T23:58:01Z	player_00003	player_00014	traded	12	transfer_00001	2023-04-10T16:11:12Z	player_00013	player_00014	false	Traded multiple times; rare mythic relic from winter event.
item_00004	legendary	0.71	false	sale	artifact	Phoenix Feather	event_00004	reward	2022-01-01T08:00:00Z	player_00004	player_00018	traded	4	transfer_00002	2023-09-17T19:42:24Z	player_00009	player_00018	true	Obtained as a legendary reward, changed hands several times.
item_00005	rare	0.91	false	blank	skin	Emerald Shroud	event_00005	reward	2022-12-24T12:19:55Z	player_00005	player_00005	owned	1	blank	blank	blank	blank	true	Limited edition skin from holiday 2022.
item_00006	epic	0.66	false	sale	artifact	Vortex Prism	event_00006	drop	2021-07-13T22:44:12Z	player_00006	player_00011	traded	3	transfer_00003	2023-01-15T17:01:10Z	player_00010	player_00011	true	Epic drop, now with third owner.
item_00007	uncommon	0.92	false	blank	weapon	Storm Pike	event_00007	drop	2023-02-02T12:01:36Z	player_00007	player_00007	owned	1	blank	blank	blank	blank	true	Acquired from common enemy drop.
item_00008	epic	0.95	false	blank	skin	Gilded Mask	event_00008	reward	2021-10-31T20:22:11Z	player_00008	player_00008	owned	1	blank	blank	blank	blank	true	Halloween event epic skin.
item_00009	mythic	0.52	false	auction	artifact	Celestial Lens	event_00009	crafting	2021-03-05T18:49:30Z	player_00009	player_00017	traded	5	transfer_00004	2024-02-23T09:13:04Z	player_00016	player_00017	false	Rare mythic crafted, popular among collectors.
item_00010	rare	0.39	true	blank	artifact	Null Stone	event_00010	other	2020-11-14T11:14:16Z	player_00010	player_00010	locked	1	blank	blank	blank	blank	false	Locked due to suspicious activity.
item_00011	legendary	0.78	false	gift	artifact	Dragon Scale	event_00011	drop	2021-12-25T07:21:53Z	player_00011	player_00012	traded	2	transfer_00005	2023-08-31T21:09:23Z	player_00011	player_00012	true	Gifted after winter boss defeat.
item_00012	rare	0.89	false	blank	weapon	Warhammer X	event_00012	purchase	2022-06-14T18:08:47Z	player_00012	player_00012	owned	1	blank	blank	blank	blank	true	Purchased from in-game shop.
item_00013	epic	0.94	false	blank	artifact	Moonstone Gem	event_00013	reward	2020-08-22T14:12:00Z	player_00013	player_00013	owned	1	blank	blank	blank	blank	true	Prize for completing moon quest.
item_00014	rare	0.92	false	blank	skin	Obsidian Veil	event_00014	crafting	2023-03-09T01:11:14Z	player_00014	player_00014	owned	1	blank	blank	blank	blank	true	Crafted during obsidian event.
item_00015	common	0.98	false	blank	weapon	Frost Axe	event_00015	drop	2024-01-20T10:04:22Z	player_00015	player_00015	owned	1	blank	blank	blank	blank	true	Starter winter axe.
item_00016	legendary	0.61	false	auction	artifact	Sunfire Amulet	event_00016	crafting	2022-07-04T13:32:07Z	player_00016	player_00019	traded	3	transfer_00006	2023-11-22T18:44:06Z	player_00016	player_00019	true	Legendary crafted, highly sought after.
item_00017	epic	0.96	false	blank	skin	Azure Drape	event_00017	reward	2021-12-25T17:15:09Z	player_00017	player_00017	owned	1	blank	blank	blank	blank	true	Epic skin from holiday event.
item_00018	mythic	0.33	true	blank	artifact	Shadow Relic	event_00018	other	2020-04-10T06:28:21Z	player_00018	player_00018	destroyed	1	blank	blank	blank	blank	false	Destroyed after exploit detected.
item_00019	epic	0.95	false	blank	artifact	Golem Heart	event_00019	reward	2021-09-14T17:03:52Z	player_00019	player_00019	owned	1	blank	blank	blank	blank	true	Won from golem raid event.
item_00020	rare	0.94	false	blank	skin	Spectral Wrap	event_00020	reward	2022-10-30T22:43:09Z	player_00020	player_00020	owned	1	blank	blank	blank	blank	true	Halloween special reward.

What the 125 rows show

from the 125-row sample

Mythic rarity stands out: mean provenance_score is 0.42, against 0.85 for the rest.

12%suspected_fraud = true
0.88median provenance_score
3item types
5origin event types
5ownership statuses
1median ownership_chain_length

Mean provenance_score by rarity125 rows

provenance_score125 rows, in bands of 0.1

Median 0.88, from 0.30 to 0.99.

last_transfer_method40 rows with a value · 85 left blank

auction15
sale14
trade5
gift4
other2

20 columns by typefrom the column list below

string 14
integer 1
float 1
datetime 2
boolean 2

Columns

20 columns in four groups

blueprint · 20 columns
column	type	description	example
Text 14 columns
`item_id`	string	Unique identifier for the digital item.unique	item_00001
`item_type`	string	Type or category of the digital item (e.g., weapon, skin, artifact).3 types	weapon
`item_name`	string	Human-readable name of the digital item.	Iron Sword
`rarity`	string	Rarity classification of the item (e.g., common, rare, epic, legendary).6 values	common
`origin_event_id`	string	Unique identifier for the event that created or introduced the item.	event_00001
`origin_event_type`	string	Type of event that created the item (e.g., drop, crafting, purchase, reward).drop · crafting · purchase · reward · other	drop
`origin_player_id`	string	Unique identifier of the player who first obtained the item.	player_00001
`current_owner_id`	string	Unique identifier of the player who currently owns the item.	player_00001
`ownership_status`	string	Current status of the item (e.g., owned, traded, destroyed, banned).owned · traded · destroyed · banned · locked	owned
`last_transfer_id`	string	Unique identifier for the most recent transfer/trade event.optional	transfer_00001
`last_transfer_from_player_id`	string	Unique identifier of the player who previously owned the item before the last transfer.optional	player_00013
`last_transfer_to_player_id`	string	Unique identifier of the player who received the item in the last transfer.optional	player_00014
`last_transfer_method`	string	Method of the last transfer (e.g., trade, sale, gift, auction).trade · sale · gift · auction · other · optional	auction
`notes`	string	Additional notes or comments about the item, its history, or anomalies.optional	Starter winter axe.
Numbers 2 columns
`ownership_chain_length`	integer	Total number of ownership transfers the item has undergone.1 or more	1
`provenance_score`	float	Calculated score indicating the trustworthiness or authenticity of the item's history (0-1 scale).0 to 1 · optional	0.97
Dates and times 2 columns
`origin_timestamp`	datetime	Date and time when the item was created or introduced into the game.	2020-01-03T15:34:22Z
`last_transfer_timestamp`	datetime	Date and time of the most recent transfer/trade event.optional	2023-04-10T16:11:12Z
True or false 2 columns
`suspected_fraud`	boolean	Flag indicating whether the item is suspected of being involved in fraudulent activity.	false
`esg_compliance_flag`	boolean	Flag indicating if the item's trade and ownership history comply with ESG (Environmental, Social, Governance) standards set by the platform.optional	true

Use it for

A gaming dashboard
The suspected_fraud rate, provenance_score by rarity and a breakdown of last_transfer_method. Excel, Power BI or Tableau.
Why do the 19 mythic rows have a mean provenance_score of 0.42?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
Items125
item_000010.97common
item_000100.39rare
item_000180.33mythic
A software demo
Believable items with item_type, item_name and rarity to fill a screen in front of a buyer.

This dataset125 rows20 columns

Yours1,000 rows20 columns

blueprint · in-game-item-provenance-tracker

Behind this dataset

Same schema. As many rows as you need.

These 125 rows came out of a blueprint — 20 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with

Each item must have a unique identifier and creation timestamp.
Ownership changes logged with both source and destination user IDs.
Trades involving flagged or blacklisted accounts are highlighted.
Every item includes an immutable history of all transactions.
Items with irregular transfer frequency are marked for review.

Rows1,000 rows10,000 rows100,000 rows1,000,000 rows

Open the blueprint in Data Factory

1 credit per row. Preview 20 rows free. Buy rows for the full run.

Exports: CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence: yours to use, including commercially
API slug: in-game-item-provenance-tracker

What should your data show?

No signup. No card.

Sample rows

What the 125 rows show

Columns

Use it for

A gaming dashboard

A root-cause class exercise

A software demo

Make it yours.

Same schema. As many rows as you need.

More in Gaming

What should your data show?