| # Data Dictionary — CS2 Playstyle & Roles Dataset (2024) | |
| **Row = player (unique by `steamid`).** | |
| `*_t` = T side, `*_ct` = CT side, `*_overall` = combined. | |
| --- | |
| ## Identifiers | |
| | Column | Type | Description | | |
| |-------------------|--------|-------------| | |
| | `steamid` | int64 | SteamID64 (primary key). | | |
| | `player_name` | string | Player handle. | | |
| | `team_clan_name` | string | Team name. | | |
| | `map_count` | int32 | Number of maps included for this player in the aggregation window. | | |
| --- | |
| ## Core playstyle features | |
| All percentages are on **0–100** scale. | |
| | Column | Type | Units/Range | Definition | | |
| |---------------------|--------|-------------|------------| | |
| | `tapd_t` | float | seconds | **Time Alive Per Death** on T: mean time of death within rounds on T. | | |
| | `tapd_ct` | float | seconds | TAPD on CT. | | |
| | `tapd_overall` | float | seconds | Round-weighted mean across sides. | | |
| | `oap_t` | float | % (0–100) | **Opening Attempt %** on T: opening duels participated / team T rounds × 100. | | |
| | `oap_ct` | float | % (0–100) | OAP on CT. | | |
| | `oap_overall` | float | % (0–100) | Round-weighted across sides. | | |
| | `podt_t` | float | % (0–100) | **Proportion of Deaths Traded** on T within a 5s window. | | |
| | `podt_ct` | float | % (0–100) | PODT on CT. | | |
| | `podt_overall` | float | % (0–100) | Round-weighted across sides. | | |
| | `pokt_t` | float | % (0–100) | **Proportion of Kills which were Trades** on T within a 5s window. | | |
| | `pokt_ct` | float | % (0–100) | POKT on CT. | | |
| | `pokt_overall` | float | % (0–100) | Round-weighted across sides. | | |
| > **Trading window:** 5 seconds; opening duels are the first kill event of a round. | |
| > All side/overall aggregations are **round-weighted across maps**. | |
| --- | |
| ## Positioning features — **team-relative ranking** (0.2–1.0) | |
| Values are **ordinal ranks within a team on a given map**, scaled to the interval (0,1]. | |
| With 5 players and no ties, the set is `{0.2, 0.4, 0.6, 0.8, 1.0}` where **higher = typically further from teammates**. | |
| **Sampling rules (to capture structured setups):** | |
| - Pre-plant only; snapshots every **3s** starting **10s after freeze end**. | |
| - Alive-only; include a player only when their side still has **exactly four alive teammates** (full 5v5). | |
| - For each map and team: compute per-player **map-level means** from 3D distances, then convert to **team-relative ranks**. | |
| - Finally, compute **round-weighted means across maps** for T, CT, and overall. | |
| | Column | Type | Range | Definition | | |
| |-------------------------|-------|---------|------------| | |
| | `adnt_rank_t` | float | 0.2–1.0 | **Average Distance from Nearest Teammate** — team-relative rank on T (higher = more isolated). | | |
| | `adnt_rank_ct` | float | 0.2–1.0 | ADNT rank on CT. | | |
| | `adnt_rank_overall` | float | 0.2–1.0 | Round-weighted rank across sides. | | |
| | `adat_rank_t` | float | 0.2–1.0 | **Average Distance from Average Teammate** — team-relative rank on T (higher = further from centre). | | |
| | `adat_rank_ct` | float | 0.2–1.0 | ADAT rank on CT. | | |
| | `adat_rank_overall` | float | 0.2–1.0 | Round-weighted rank across sides. | | |
| > **Interpretation caveat:** These are **team-relative ranking scores**, not statistical percentiles and not physical units; they enable comparisons of *tendency within team* across different maps without map-size bias. | |
| --- | |
| ## Roles | |
| | Column | Type | Description | | |
| |----------------|--------|-------------| | |
| | `role_t` | string | T-side role (Spacetaker/Lurker/Half-Lurker/AWPer). | | |
| | `role_ct` | string | CT-side role (Anchor/Rotator/Mixed/AWPer). | | |
| | `role_overall` | string | Overall/primary role label. | | |
| > **Source:** Roles are adapted from [**Harry Richards’ Positions Database**](https://public.tableau.com/app/profile/harry.richards4213/viz/OLDPositionsDatabaseArchived/PositionsDatabaseNER0cs) (credited; see README). Some entries may be missing where a mapping was not available. Some may have been attributed by **Jamie Packer** personally. | |
| --- | |
| ## Provenance & License | |
| - **Source processing:** awpy-based demo parsing and custom feature engineering. | |
| - **License:** **CC BY 4.0** — you may use and adapt with attribution to **Jamie Packer**; please also credit [**Harry Richards’ Positions Database**](https://public.tableau.com/app/profile/harry.richards4213/viz/OLDPositionsDatabaseArchived/PositionsDatabaseNER0cs) when roles are used. | |