What is True random distribution?


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True random distribution
True Random Distribution (TRD) is a type of probability where each trigger is calculated independently of previous attempts. This approach doesn't use pseudo-random logic and is entirely based on pure chance. TRD in Dota 2 can be divided into two subtypes: flat distribution and discrete distribution.
Flat distribution:
Some mechanics roll a random value between 0 and 1 and scale it along the minimum / maximum gradient. For example:
- Chaos Knight — Chaos Bolt: min/max stun duration and min/max damage. Damage and stun duration are correlated inversely.
- Phantom Lancer — Doppelganger: random positions within the target area. Calculation might be in polar coordinates with 0-360° angle and 0-325 distance units as min/max gradients.
- Crystal Maiden — Freezing Field: min/max explosion distance: 195-785. Angle within the four 90° sectors may be random.
- Last hit gold bounty, if a minimum and maximum range is given.
- Roshan's respawn timer.
- Attack damage of units, if they have a minimum and maximum attack damage range (the game interface shows the average attack value; to see the hero's attack range, hover over their icon).
Discrete distribution:
A couple of random events have discrete states that have similar probability:
- Powerup Runes with a discrete clamping over the 6 types and 2 locations.
- Neutral camps can spawn different creeps for each of the small, medium, hard and ancient camps.
- Chaos Knight — Phantasm, Naga Siren — Mirror Image, Manta Style: the position of the caster and the illusions within the formation is random.
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