PoE-World: Compositional World Modeling with Products of Programmatic Experts

1Cornell University, 2University of Cambridge, 3The Alan Turing Institute, 4Dalhousie University


PoE-World + Planner is able to achieve a positive score in Atari's Montezuma's Revenge, using only a demonstration less than a minute long (that never achieves positive score) and acting for less than a minute.

On Atari's Pong, PoE-World + Planner performs competitively on Pong-Alt, a made-up, harder version of Pong with 3 enemies and 3 balls, using only a demonstration less than a minute long on the original Pong.

Abstract

Learning how the world works is central to building AI agents that can adapt to complex environments. Traditional world models based on deep learning demand vast amounts of training data, and do not flexibly update their knowledge from sparse observations. Recent advances in program synthesis using Large Language Models (LLMs) give an alternate approach which learns world models represented as source code, supporting strong generalization from little data. To date, application of program-structured world models remains limited to natural language and grid-world domains. We introduce a novel program synthesis method for effectively modeling complex, non-gridworld domains by representing a world model as an exponentially-weighted product of programmatic experts (PoE-World) synthesized by LLMs. We show that this approach can learn complex, stochastic world models from just a few observations. We evaluate the learned world models by embedding them in a model-based planning agent, demonstrating efficient performance and generalization to unseen levels on Atari's Pong and Montezuma's Revenge.

PoE-World overview

PoE-World Architecture

(a) World models predict the next state given a state-action history. We do this with a product of experts of many small programs. (b) The learner is given a short (<1 min) demonstration of gameplay as input, and uses it to synthesize initial world-model programs. These programs are refined online in later environment interactions. (c) World models support planning by imagining future states. (d) Symbolic programs encode abstract knowledge that generalizes to new game levels.

Heat Map Analysis

A "heat map" illustration of how simple Python programs are interpreted as distributions, and how they are combined into a single distribution over next-timestep object locations.

Learned PoE-World world models

Example synthesized programmatic experts

# Example program 1
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.6) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
    return obj_list

# Example program 2
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'FIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-6])
                    break
    return obj_list

# Example program 3
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.3) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = SeqValues([-6, -7, -4, 0, 2, 6, 9])
                    break
    return obj_list

A PoE-World world model learned for Montezuma's Revenge


---------------------------- Object type: player ----------------------------
Expert #1 for obj_type player with weight = 1.58
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.5) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-3])
                    break
    return obj_list

Expert #2 for obj_type player with weight = 0.53
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = SeqValues([-2, -3, -3, -3, -3, -3, -2])
                    break
    return obj_list

Expert #3 for obj_type player with weight = 0.64
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = SeqValues([-6, -7, -4, 0, 2, 6, 9])
                    break
    return obj_list

Expert #4 for obj_type player with weight = 0.43
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.8) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        barrier_objs = obj_list.get_objs_by_obj_type('barrier')
        for player_obj in player_objs:
            for barrier_obj in barrier_objs:
                if player_obj.touches(barrier_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
    return obj_list

Expert #5 for obj_type player with weight = 0.85
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.8) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    barrier_objs = obj_list.get_objs_by_obj_type('barrier')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            for barrier_obj in barrier_objs:
                if player_obj.touches(barrier_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
    return obj_list

Expert #6 for obj_type player with weight = 1.60
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.8) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        barrier_objs = obj_list.get_objs_by_obj_type('barrier')
        for player_obj in player_objs:
            for barrier_obj in barrier_objs:
                if player_obj.touches(barrier_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #7 for obj_type player with weight = 1.03
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.2) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([3])
                    break
    return obj_list

Expert #8 for obj_type player with weight = 0.90
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = SeqValues([2, 3, 3, 3, 3, 3, 2])
                    break
    return obj_list

Expert #9 for obj_type player with weight = 0.73
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = SeqValues([-6, -7, -4, 0, 2, 6, 9])
                    break
    return obj_list

Expert #10 for obj_type player with weight = 1.06
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=0.8) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        barrier_objs = obj_list.get_objs_by_obj_type('barrier')
        for player_obj in player_objs:
            for barrier_obj in barrier_objs:
                if player_obj.touches(barrier_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #11 for obj_type player with weight = 0.18
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the y-axis velocity to -6.
        player_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #12 for obj_type player with weight = 0.75
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([11])
                    break
    return obj_list

Expert #13 for obj_type player with weight = 0.81
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        platform_objs = obj_list.get_objs_by_obj_type('platform')  # get all Obj of type 'platform'
        
        for player_obj in player_objs:  # iterate over each player object
            for platform_obj in platform_objs:  # iterate over each platform object
                if player_obj.touches(platform_obj, touch_side, touch_percent):  # check if player object touches platform object
                    # Set the center_y of the player object to the new_center_y of the platform object
                    player_obj.center_y = RandomValues([platform_obj.new_center_y])
                    break  # break to ensure we only set the center_y once per player object
    return obj_list

Expert #14 for obj_type player with weight = 0.72
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')  # get all Obj of type 'ladder'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for ladder_obj in ladder_objs:  # ladder_obj is of type Obj
                if player_obj.touches(ladder_obj, touch_side, touch_percent):  # check if player_obj touches ladder_obj
                    # Set the center_x position of the player_obj to the new_center_x of the ladder_obj
                    player_obj.center_x = RandomValues([ladder_obj.new_center_x])
                    break  # Avoid setting the attribute more than once
    return obj_list

Expert #15 for obj_type player with weight = 0.81
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([3])
                    break
    return obj_list

Expert #16 for obj_type player with weight = 1.41
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-3])
                    break
    return obj_list

Expert #17 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent) and player_obj.velocity_y < 0:
                player_obj.velocity_y = RandomValues([player_obj.velocity_y, -player_obj.velocity_y])
                break
    return obj_list

Expert #18 for obj_type player with weight = 0.88
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')  # get all Obj of type 'ladder'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for ladder_obj in ladder_objs:  # ladder_obj is of type Obj
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    # Set the center_x position of the player object to the new_center_x of the ladder object
                    player_obj.center_x = RandomValues([ladder_obj.new_center_x])
                    break  # Avoid setting the attribute more than once for each player object
    return obj_list

Expert #19 for obj_type player with weight = 0.18
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-2])
                    break
    return obj_list

Expert #20 for obj_type player with weight = 0.17
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-2])
                    break
    return obj_list

Expert #21 for obj_type player with weight = 0.49
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-2])
                    break
    return obj_list

Expert #22 for obj_type player with weight = 0.96
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.bottom_side = RandomValues([ladder_obj.new_top_side])
                    break
    return obj_list

Expert #23 for obj_type player with weight = 0.36
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.2) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #24 for obj_type player with weight = 0.38
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.7000000000000001) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #25 for obj_type player with weight = 0.62
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([5])
                    break
    return obj_list

Expert #26 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.1) -> ObjList:
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
        return obj_list

Expert #27 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.5) -> ObjList:
        player_objs = obj_list.get_objs_by_obj_type('player')
        platforms = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform in platforms:
                if player_obj.touches(platform, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
        return obj_list

Expert #28 for obj_type player with weight = 0.63
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.8) -> ObjList:
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladders = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder in ladders:
                if player_obj.touches(ladder, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
        return obj_list

Expert #29 for obj_type player with weight = 0.43
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.6) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([-2])
                break
    return obj_list

Expert #30 for obj_type player with weight = 0.24
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.8) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladders = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder in ladders:
            if player_obj.touches(ladder, touch_side, touch_percent):
                player_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #31 for obj_type player with weight = 0.40
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=0.8) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladders = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder in ladders:
                if player_obj.touches(ladder, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([1])
                    break
    return obj_list

Expert #32 for obj_type player with weight = 0.82
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=0.8) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladders = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder in ladders:
                if player_obj.touches(ladder, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([2])
                    break
    return obj_list

Expert #33 for obj_type player with weight = 0.40
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=0.8) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([1])
                    break
    return obj_list

Expert #34 for obj_type player with weight = 0.09
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([1])
                break
    return obj_list

Expert #35 for obj_type player with weight = 0.13
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.5) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platforms = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform in platforms:
            if player_obj.touches(platform, touch_side, touch_percent):
                player_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #36 for obj_type player with weight = 0.51
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.center_x = RandomValues([ladder_obj.new_center_x])
                    break  # Avoid setting the center_x more than once for each player object
    return obj_list

Expert #37 for obj_type player with weight = 0.62
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
    return obj_list

Expert #38 for obj_type player with weight = 0.31
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        if player_obj.velocity_x > 0:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-5])
                    break
    return obj_list

Expert #39 for obj_type player with weight = 0.20
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-4])
                    break
    return obj_list

Expert #40 for obj_type player with weight = 0.25
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.8) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladders = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder in ladders:
                if player_obj.touches(ladder, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-4])
                    break
    return obj_list

Expert #41 for obj_type player with weight = 0.31
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyor_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            for conveyor_belt in conveyor_belts:
                if player_obj.touches(conveyor_belt, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-4])
                    break
    return obj_list

Expert #42 for obj_type player with weight = 0.16
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.8) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladders = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder in ladders:
                if player_obj.touches(ladder, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-5])
                    break
    return obj_list

Expert #43 for obj_type player with weight = 0.65
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([-5])
                break
    return obj_list

Expert #44 for obj_type player with weight = 0.18
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.2) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        platform_objs = obj_list.get_objs_by_obj_type('platform')  # get all Obj of type 'platform'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for platform_obj in platform_objs:  # platform_obj is of type Obj
                if player_obj.touches(platform_obj, touch_side, touch_percent):  # check if player_obj touches platform_obj
                    # Set the bottom_side of player_obj to the new_top_side of platform_obj
                    player_obj.bottom_side = RandomValues([platform_obj.new_top_side])
                    break  # Avoid setting the attribute more than once
    return obj_list

Expert #45 for obj_type player with weight = 0.35
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #46 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #47 for obj_type player with weight = 0.28
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([player_obj.velocity_y + 2])
    return obj_list

Expert #48 for obj_type player with weight = 0.28
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([2])
    return obj_list

Expert #49 for obj_type player with weight = 0.08
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        player_obj.velocity_x = RandomValues([3])  # Set x-axis velocity to +3
    return obj_list

Expert #50 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([6])
                    break
    return obj_list

Expert #51 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        for rope_obj in rope_objs:
            if player_obj.touches(rope_obj, touch_side, touch_percent) and player_obj.velocity_y > 0:
                player_obj.velocity_y = RandomValues([player_obj.velocity_y])
                break
    return obj_list

Expert #52 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        for rope_obj in rope_objs:
            if player_obj.touches(rope_obj, touch_side, touch_percent) and player_obj.velocity_y > 0:
                player_obj.velocity_y = RandomValues([6])
                break
    return obj_list

Expert #53 for obj_type player with weight = 0.89
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.center_x = RandomValues([rope_obj.new_center_x])
                    break
    return obj_list

Expert #54 for obj_type player with weight = 1.01
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_x = SeqValues([1, 3, 3])
                    break
    return obj_list

Expert #55 for obj_type player with weight = 0.55
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.8) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladders = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder in ladders:
                if player_obj.touches(ladder, touch_side, touch_percent):
                    player_obj.velocity_y = SeqValues([-6, -7, -4])
                    break
    return obj_list

Expert #56 for obj_type player with weight = 0.92
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #57 for obj_type player with weight = 0.05
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the y-axis velocity to 3.
           player_obj.velocity_y = RandomValues([3])
       return obj_list

Expert #58 for obj_type player with weight = 0.81
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([3])
                    break
    return obj_list

Expert #59 for obj_type player with weight = 0.94
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-3])
                    break
    return obj_list

Expert #60 for obj_type player with weight = 0.21
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([player_obj.velocity_x + 2, player_obj.velocity_x - 2])
                    break
    return obj_list

Expert #61 for obj_type player with weight = 0.78
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([2])
                    break
    return obj_list

Expert #62 for obj_type player with weight = 0.52
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-6])
                    break
    return obj_list

Expert #63 for obj_type player with weight = 0.31
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.7000000000000001) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([3])
                    break
    return obj_list

Expert #64 for obj_type player with weight = 0.35
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.7000000000000001) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-7])
                    break
    return obj_list

Expert #65 for obj_type player with weight = 0.12
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.7000000000000001) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        for rope_obj in rope_objs:
            if player_obj.touches(rope_obj, touch_side, touch_percent):
                # Set the x-axis velocity to +3.
                player_obj.velocity_x = RandomValues([3])
                break
    return obj_list

Expert #66 for obj_type player with weight = 0.03
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.7000000000000001) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        for rope_obj in rope_objs:
            if player_obj.touches(rope_obj, touch_side, touch_percent):
                # Set the y-axis velocity to -7.
                player_obj.velocity_y = RandomValues([-7])
                break
    return obj_list

Expert #67 for obj_type player with weight = 0.13
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_x > 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_x = RandomValues([3])
    return obj_list

Expert #68 for obj_type player with weight = 0.26
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.7000000000000001) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-7])
                    break
    return obj_list

Expert #69 for obj_type player with weight = 0.32
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.7000000000000001) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        if player_obj.velocity_x > 0:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([3])
                    break
    return obj_list

Expert #70 for obj_type player with weight = 0.19
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_x = RandomValues([2])
    return obj_list

Expert #71 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_x = RandomValues([2])
    return obj_list

Expert #72 for obj_type player with weight = 0.19
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #73 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for player_obj in player_objs:
        for wall_obj in wall_objs:
            if player_obj.touches(wall_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #74 for obj_type player with weight = 0.17
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the y-axis velocity to -6.
           player_obj.velocity_y = RandomValues([-6])
       return obj_list

Expert #75 for obj_type player with weight = 0.67
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'FIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-6])
                    break
    return obj_list

Expert #76 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the y-axis velocity to -7.
        player_obj.velocity_y = RandomValues([-7])
    return obj_list

Expert #77 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-7])
    return obj_list

Expert #78 for obj_type player with weight = 0.19
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #79 for obj_type player with weight = 0.23
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([2])
    return obj_list

Expert #80 for obj_type player with weight = 0.18
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #81 for obj_type player with weight = 0.41
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Increase the y-axis velocity by +4.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y + 4])
    return obj_list

Expert #82 for obj_type player with weight = 0.32
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching anything
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # If the y-axis velocity is positive, set it to +6
            if player_obj.velocity_y > 0:
                player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #83 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([9])
    return obj_list

Expert #84 for obj_type player with weight = 0.58
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           if not any(player_obj.touches(obj, touch_side, touch_percent) for obj in obj_list.objs):
               player_obj.velocity_y = RandomValues([player_obj.velocity_y + 3])  # Increase y-axis velocity by +3
       return obj_list

Expert #85 for obj_type player with weight = 0.13
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the deleted attribute to 0, indicating the object is not deleted.
           player_obj.deleted = RandomValues([0])
       return obj_list

Expert #86 for obj_type player with weight = 0.96
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for player_obj in player_objs:
        for wall_obj in wall_objs:
            if player_obj.touches(wall_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #87 for obj_type player with weight = 0.26
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-8])
                    break
    return obj_list

Expert #88 for obj_type player with weight = 0.37
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([2])
                    break
    return obj_list

Expert #89 for obj_type player with weight = 0.13
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        player_obj.deleted = RandomValues([0])  # Ensure player objects are not deleted
    return obj_list

Expert #90 for obj_type player with weight = 0.46
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([3])
                    break
    return obj_list

Expert #91 for obj_type player with weight = 0.47
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([3])
                    break
    return obj_list

Expert #92 for obj_type player with weight = 0.57
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([3])
                    break
    return obj_list

Expert #93 for obj_type player with weight = 0.14
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        if player_obj.velocity_x > 0:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([player_obj.velocity_x, abs(player_obj.velocity_x)])
                    break
    return obj_list

Expert #94 for obj_type player with weight = 0.43
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.center_x = RandomValues([ladder_obj.new_center_x])
                    break  # Avoid setting the center_x more than once for each player object
    return obj_list

Expert #95 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for player_obj in player_objs:
        for wall_obj in wall_objs:
            if player_obj.touches(wall_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #96 for obj_type player with weight = 0.13
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([2, player_obj.velocity_y])
                    break
    return obj_list

Expert #97 for obj_type player with weight = 0.40
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-4])
                    break
    return obj_list

Expert #98 for obj_type player with weight = 0.13
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([2])
                    break
    return obj_list

Expert #99 for obj_type player with weight = 0.17
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-4])
                    break
    return obj_list

Expert #100 for obj_type player with weight = 0.13
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([2])
                    break
    return obj_list

Expert #101 for obj_type player with weight = 0.40
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        rope_objs = obj_list.get_objs_by_obj_type('rope')  # get all Obj of type 'rope'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for rope_obj in rope_objs:  # rope_obj is of type Obj
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    # Set the center_x position of the player object to the new_center_x of the rope object
                    player_obj.center_x = RandomValues([rope_obj.new_center_x])
                    break  # Avoid setting the attribute more than once
    return obj_list

Expert #102 for obj_type player with weight = 0.12
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Ensure player objects are not deleted by setting deleted to 0
        player_obj.deleted = RandomValues([0])
    return obj_list

Expert #103 for obj_type player with weight = 0.12
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        for rope_obj in rope_objs:
            if player_obj.touches(rope_obj, touch_side, touch_percent):
                # Set y-axis velocity to any value except +2
                player_obj.velocity_y = RandomValues([v for v in range(-10, 11) if v != 2])
                break
    return obj_list

Expert #104 for obj_type player with weight = 0.14
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([player_obj.velocity_y, 0])
                    break
    return obj_list

Expert #105 for obj_type player with weight = 0.14
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #106 for obj_type player with weight = 0.13
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       rope_objs = obj_list.get_objs_by_obj_type('rope')
       for player_obj in player_objs:
           for rope_obj in rope_objs:
               if player_obj.touches(rope_obj, touch_side, touch_percent):
                   # Do not change y-axis velocity
                   player_obj.velocity_y = RandomValues([player_obj.velocity_y])
                   break
       return obj_list

Expert #107 for obj_type player with weight = 0.41
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([player_obj.velocity_x + 2, player_obj.velocity_x - 2])
                    break
    return obj_list

Expert #108 for obj_type player with weight = 0.77
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-2])
                    break
    return obj_list

Expert #109 for obj_type player with weight = 0.33
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-6])
                    break
    return obj_list

Expert #110 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the x-axis velocity to -3.
        player_obj.velocity_x = RandomValues([-3])
    return obj_list

Expert #111 for obj_type player with weight = 0.19
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=1.0) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-3])
                    break
    return obj_list

Expert #112 for obj_type player with weight = 0.28
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=1.0) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-7])
                    break
    return obj_list

Expert #113 for obj_type player with weight = 0.19
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-3])
                    break
    return obj_list

Expert #114 for obj_type player with weight = 0.28
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-7])
                    break
    return obj_list

Expert #115 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the x-axis velocity to -3.
           player_obj.velocity_x = RandomValues([-3])
       return obj_list

Expert #116 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_x = RandomValues([-3])
    return obj_list

Expert #117 for obj_type player with weight = 0.08
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            # Ensure the x-axis velocity remains negative
            player_obj.velocity_x = RandomValues([v for v in range(-10, 0)])  # Example range of negative values
    return obj_list

Expert #118 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            # Adjust y-axis velocity to -4
            player_obj.velocity_y = RandomValues([-4])
    return obj_list

Expert #119 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            # Set y-axis velocity to -4
            player_obj.velocity_y = RandomValues([-4])
    return obj_list

Expert #120 for obj_type player with weight = 0.39
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        platform_objs = obj_list.get_objs_by_obj_type('platform')  # get all Obj of obj_type 'platform'
        for player_obj in player_objs:  # player_obj is of type Obj
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #121 for obj_type player with weight = 0.05
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the y-axis velocity to +2.
           player_obj.velocity_y = RandomValues([2])
       return obj_list

Expert #122 for obj_type player with weight = 0.34
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([13])
    return obj_list

Expert #123 for obj_type player with weight = 0.34
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching any other object.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Increase y-axis velocity by +7.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y + 7])
    return obj_list

Expert #124 for obj_type player with weight = 0.37
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.8) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladders = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder in ladders:
                if player_obj.touches(ladder, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-2])
                    break
    return obj_list

Expert #125 for obj_type player with weight = 0.27
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platforms = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            for platform in platforms:
                if player_obj.touches(platform, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-2])
                    break
    return obj_list

Expert #126 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.2) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        platform_objs = obj_list.get_objs_by_obj_type('platform')  # get all Obj of type 'platform'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for platform_obj in platform_objs:  # platform_obj is of type Obj
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    # Set the bottom_side of the player_obj to be equal to the new_top_side of the platform_obj
                    player_obj.bottom_side = RandomValues([platform_obj.new_top_side])
                    break  # Avoid setting the attribute more than once for each player object
    return obj_list

Expert #127 for obj_type player with weight = 0.42
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.5) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platforms = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform in platforms:
                if player_obj.touches(platform, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
    return obj_list

Expert #128 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladders = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder in ladders:
                if player_obj.touches(ladder, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
        return obj_list

Expert #129 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.5) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    platforms = obj_list.get_objs_by_obj_type('platform')  # get all Obj of type 'platform'
    
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            for platform in platforms:
                if player_obj.touches(platform, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
    return obj_list

Expert #130 for obj_type player with weight = 0.35
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.6) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([1])
                    break
    return obj_list

Expert #131 for obj_type player with weight = 0.08
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([player_obj.velocity_x + 1, player_obj.velocity_x + 2])
                break
    return obj_list

Expert #132 for obj_type player with weight = 0.22
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([-1])
                break
    return obj_list

Expert #133 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the x-axis velocity to -2.
        player_obj.velocity_x = RandomValues([-2])
    return obj_list

Expert #134 for obj_type player with weight = 0.64
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=1.0) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-8])
                    break
    return obj_list

Expert #135 for obj_type player with weight = 0.47
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.6) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-8])
                    break
    return obj_list

Expert #136 for obj_type player with weight = 0.59
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladders = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            for ladder in ladders:
                if player_obj.touches(ladder, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-8])
                    break
    return obj_list

Expert #137 for obj_type player with weight = 0.39
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=1.0) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')  # get all Obj of type 'ladder'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for ladder_obj in ladder_objs:  # ladder_obj is of type Obj
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    # Set the center_x position of the player object to the new_center_x of the ladder object
                    player_obj.center_x = RandomValues([ladder_obj.new_center_x])
                    break  # Avoid setting the attribute more than once for each player object
    return obj_list

Expert #138 for obj_type player with weight = 0.12
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the y-axis velocity to 6.
        player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #139 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.2) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #140 for obj_type player with weight = 0.67
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_x > 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #141 for obj_type player with weight = 0.28
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.2) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #142 for obj_type player with weight = 0.17
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.2) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([6])
                    break
    return obj_list

Expert #143 for obj_type player with weight = 0.19
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                # Set x-axis velocity to 0 when touching a platform.
                player_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #144 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([player_obj.velocity_y, abs(player_obj.velocity_y)])
                    break
    return obj_list

Expert #145 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #146 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')  # get all Obj of obj_type 'ladder'
        for player_obj in player_objs:  # player_obj is of type Obj
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #147 for obj_type player with weight = 0.20
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([7])
                    break
    return obj_list

Expert #148 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=0.8) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladders = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder in ladders:
                if player_obj.touches(ladder, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #149 for obj_type player with weight = 0.04
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.8) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       ladders = obj_list.get_objs_by_obj_type('ladder')
       for player_obj in player_objs:
           for ladder in ladders:
               if player_obj.touches(ladder, touch_side, touch_percent):
                   player_obj.velocity_y = RandomValues([0])
                   break
       return obj_list

Expert #150 for obj_type player with weight = 0.62
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.6) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
    return obj_list

Expert #151 for obj_type player with weight = 0.60
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.5) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-2])
                    break
    return obj_list

Expert #152 for obj_type player with weight = 0.21
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.5) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #153 for obj_type player with weight = 0.21
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.5) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')  # get all Obj of type 'conveyer_belt'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for conveyer_belt_obj in conveyer_belt_objs:
                if player_obj.touches(conveyer_belt_obj, touch_side, touch_percent):
                    # Set the player's bottom_side to the conveyer_belt's new_top_side
                    player_obj.bottom_side = RandomValues([conveyer_belt_obj.new_top_side])
                    break  # Avoid setting the attribute more than once
    return obj_list

Expert #154 for obj_type player with weight = 0.36
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                player_obj.velocity_y = RandomValues([4])
                break
    return obj_list

Expert #155 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.2) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([6])
                    break
    return obj_list

Expert #156 for obj_type player with weight = 0.16
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           player_obj.deleted = RandomValues([0])
       return obj_list

Expert #157 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=0.4) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([6])
                    break
    return obj_list

Expert #158 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.4) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                # Set the y-axis velocity to its current value, indicating no change.
                player_obj.velocity_y = RandomValues([player_obj.velocity_y])
                break
    return obj_list

Expert #159 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.4) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                # Set the y-axis velocity to 6.
                player_obj.velocity_y = RandomValues([6])
                break
    return obj_list

Expert #160 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.4) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            for obj in obj_list.objs:
                if obj.obj_type == 'conveyer_belt' and player_obj.touches(obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([player_obj.velocity_y, abs(player_obj.velocity_y)])
                    break
    return obj_list

Expert #161 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.2) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([6])
                    break
    return obj_list

Expert #162 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                # Set the y-axis velocity to its current value, indicating no change.
                player_obj.velocity_y = RandomValues([player_obj.velocity_y])
                break
    return obj_list

Expert #163 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                # Set the y-axis velocity to 6.
                player_obj.velocity_y = RandomValues([6])
                break
    return obj_list

Expert #164 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            for obj in obj_list.objs:
                if obj.obj_type == 'conveyer_belt' and player_obj.touches(obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([player_obj.velocity_y, abs(player_obj.velocity_y)])
                    break
    return obj_list

Expert #165 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #166 for obj_type player with weight = 0.63
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           if player_obj.velocity_x == 0:
               for obj in obj_list.objs:
                   if player_obj.touches(obj, touch_side, touch_percent):
                       break
               else:
                   player_obj.velocity_x = RandomValues([0])
       return obj_list

Expert #167 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #168 for obj_type player with weight = 0.23
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([4])
    return obj_list

Expert #169 for obj_type player with weight = 0.17
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(obj, touch_side, touch_percent) for obj in obj_list.objs):
            # Decrease y-axis velocity by 2
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 2])
    return obj_list

Expert #170 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([4])
    return obj_list

Expert #171 for obj_type player with weight = 0.50
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([2])
                    break
    return obj_list

Expert #172 for obj_type player with weight = 0.33
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([player_obj.velocity_x + 2, player_obj.velocity_x - 2])
                    break
    return obj_list

Expert #173 for obj_type player with weight = 0.22
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #174 for obj_type player with weight = 0.35
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        return sum(1 for vy in obj.history['velocity_y'][-5:] if vy == 6)

    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if compute_danger_attribute(player_obj) > 3:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.deleted = RandomValues([1])
                    break
    return obj_list

Expert #175 for obj_type player with weight = 0.35
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        history_y = obj.history['velocity_y'][-5:]
        return sum(1 for i in range(len(history_y) - 1) if history_y[i] == 6 and history_y[i + 1] == 4)

    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if compute_danger_attribute(player_obj) > 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.deleted = RandomValues([1])
                    break
    return obj_list

Expert #176 for obj_type player with weight = 0.24
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        player_obj.deleted = RandomValues([0])
    return obj_list

Expert #177 for obj_type player with weight = 0.04
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                player_obj.velocity_y = RandomValues([player_obj.velocity_y])
                break
    return obj_list

Expert #178 for obj_type player with weight = 0.59
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([player_obj.velocity_x])
                break
    return obj_list

Expert #179 for obj_type player with weight = 0.12
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([player_obj.velocity_y, abs(player_obj.velocity_y)])
                    break
    return obj_list

Expert #180 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #181 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([5])
    return obj_list

Expert #182 for obj_type player with weight = 0.82
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        return sum(1 for vx in obj.history['velocity_x'][-5:] if vx == 0)

    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        danger_attribute = compute_danger_attribute(player_obj)
        if danger_attribute > 4:
            for conveyer_belt_obj in conveyer_belt_objs:
                if player_obj.touches(conveyer_belt_obj, touch_side, touch_percent):
                    player_obj.deleted = RandomValues([1])
                    break
    return obj_list

Expert #183 for obj_type player with weight = 0.82
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        return sum(1 for vy in obj.history['velocity_y'][-5:] if vy == 6)

    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    
    for player_obj in player_objs:
        if compute_danger_attribute(player_obj) > 3:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.deleted = RandomValues([1])
                    break
    return obj_list

Expert #184 for obj_type player with weight = 0.34
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = SeqValues([6, 6, 6, 5])
                    break
    return obj_list

Expert #185 for obj_type player with weight = 0.57
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #186 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                # Set y-axis velocity to 6 when touching a ladder.
                player_obj.velocity_y = RandomValues([6])
                break
    return obj_list

Expert #187 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                # Set y-axis velocity to +6.
                player_obj.velocity_y = RandomValues([6])
                break
    return obj_list

Expert #188 for obj_type player with weight = 0.22
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                # Set the y-axis velocity to 7.
                player_obj.velocity_y = RandomValues([7])
                break
    return obj_list

Expert #189 for obj_type player with weight = 0.32
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent) and player_obj.velocity_y > 0:
                player_obj.velocity_y = RandomValues([player_obj.velocity_y + 1])
                break
    return obj_list

Expert #190 for obj_type player with weight = 0.05
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([11])
                    break
    return obj_list

Expert #191 for obj_type player with weight = 0.03
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the x-axis velocity to -2.
           player_obj.velocity_x = RandomValues([-2])
       return obj_list

Expert #192 for obj_type player with weight = 0.26
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.6) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platforms = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform in platforms:
                if player_obj.touches(platform, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
    return obj_list

Expert #193 for obj_type player with weight = 0.61
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladders = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder in ladders:
            if player_obj.touches(ladder, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([-2])
                break
    return obj_list

Expert #194 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
        return obj_list

Expert #195 for obj_type player with weight = 0.22
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-1])
                    break
    return obj_list

Expert #196 for obj_type player with weight = 0.08
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.2) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        platform_objs = obj_list.get_objs_by_obj_type('platform')  # get all Obj of type 'platform'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for platform_obj in platform_objs:  # platform_obj is of type Obj
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    # Set the bottom_side position of the player_obj to be equal to the new_top_side position of the platform_obj
                    player_obj.bottom_side = RandomValues([platform_obj.new_top_side])
                    break  # Avoid setting the attribute value more than once for each player object
    return obj_list

Expert #197 for obj_type player with weight = 0.13
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.8) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladders = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder in ladders:
            if player_obj.touches(ladder, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([1])
                break
    return obj_list

Expert #198 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        platform_objs = obj_list.get_objs_by_obj_type('platform')  # get all Obj of type 'platform'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for platform_obj in platform_objs:  # platform_obj is of type Obj
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    # Set the bottom_side of the player_obj to the new_top_side of the platform_obj
                    player_obj.bottom_side = RandomValues([platform_obj.new_top_side])
                    break  # Avoid setting the attribute more than once for each player object
    return obj_list

Expert #199 for obj_type player with weight = 0.04
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyor_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyor_belt in conveyor_belts:
                if player_obj.touches(conveyor_belt, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #200 for obj_type player with weight = 0.04
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')  # get all Obj of type 'conveyer_belt'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    # Set the bottom_side of the player_obj to the new_top_side of the conveyer_belt
                    player_obj.bottom_side = RandomValues([conveyer_belt.new_top_side])
                    break  # Avoid setting the attribute more than once for each player object
    return obj_list

Expert #201 for obj_type player with weight = 0.34
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the deleted attribute to 0, indicating the player object is not deleted.
           player_obj.deleted = RandomValues([0])
       return obj_list

Expert #202 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_x > 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([1])
                    break
    return obj_list

Expert #203 for obj_type player with weight = 0.36
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.7000000000000001) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([2])
                    break
    return obj_list

Expert #204 for obj_type player with weight = 0.28
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.7000000000000001) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platforms = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform in platforms:
            if player_obj.touches(platform, touch_side, touch_percent):
                player_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #205 for obj_type player with weight = 0.08
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                # Set the y-axis velocity to -6.
                player_obj.velocity_y = RandomValues([-6])
                break
    return obj_list

Expert #206 for obj_type player with weight = 0.26
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent) and player_obj.velocity_y == 0:
                player_obj.velocity_y = RandomValues([-6])
                break
    return obj_list

Expert #207 for obj_type player with weight = 0.09
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the y-axis velocity to -7.
           player_obj.velocity_y = RandomValues([-7])
       return obj_list

Expert #208 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        touching_anything = False
        for obj in obj_list.objs:
            if player_obj.touches(obj, touch_side, touch_percent):
                touching_anything = True
                break
        if not touching_anything and player_obj.velocity_y < 0:
            player_obj.velocity_y = RandomValues([-7])
    return obj_list

Expert #209 for obj_type player with weight = 0.18
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        touching_anything = False
        for obj in obj_list.objs:
            if player_obj.touches(obj, touch_side, touch_percent):
                touching_anything = True
                break
        if not touching_anything and player_obj.velocity_x > 0:
            player_obj.velocity_x = RandomValues([3])
    return obj_list

Expert #210 for obj_type player with weight = 0.05
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the y-axis velocity to +3.
        player_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #211 for obj_type player with weight = 0.48
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([3])
                    break
    return obj_list

Expert #212 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        for rope_obj in rope_objs:
            if player_obj.touches(rope_obj, touch_side, touch_percent):
                # Reduce the y-axis velocity by 3.
                player_obj.velocity_y = RandomValues([player_obj.velocity_y - 3])
                break
    return obj_list

Expert #213 for obj_type player with weight = 0.36
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    
    for player_obj in player_objs:
        for rope_obj in rope_objs:
            if player_obj.touches(rope_obj, touch_side, touch_percent) and player_obj.velocity_y > 0:
                player_obj.velocity_y = RandomValues([abs(player_obj.velocity_y)])
                break
    return obj_list

Expert #214 for obj_type player with weight = 0.32
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([player_obj.velocity_x + 2])
                    break
    return obj_list

Expert #215 for obj_type player with weight = 0.39
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent) and player_obj.velocity_y < 0:
                player_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #216 for obj_type player with weight = 0.31
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the y-axis velocity to +2.
        player_obj.velocity_y = RandomValues([2])
    return obj_list

Expert #217 for obj_type player with weight = 0.60
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([1, 2])
                    break
    return obj_list

Expert #218 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the y-axis velocity to +6.
        player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #219 for obj_type player with weight = 0.08
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([6])
                    break
    return obj_list

Expert #220 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([9])
    return obj_list

Expert #221 for obj_type player with weight = 0.26
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the y-axis velocity to 0.
        player_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #222 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #223 for obj_type player with weight = 0.03
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for player_obj in player_objs:
        for wall_obj in wall_objs:
            if player_obj.touches(wall_obj, touch_side, touch_percent):
                player_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #224 for obj_type player with weight = 0.08
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')  # get all Obj of type 'ladder'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for ladder_obj in ladder_objs:  # ladder_obj is of type Obj
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    # Set the center_x position of the player object to the new_center_x of the ladder object
                    player_obj.center_x = RandomValues([ladder_obj.new_center_x])
                    break  # Avoid setting the attribute more than once for each player object
    return obj_list

Expert #225 for obj_type player with weight = 0.04
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the x-axis velocity to 0.
           player_obj.velocity_x = RandomValues([0])
       return obj_list

Expert #226 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=1.0) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([3])
                    break
    return obj_list

Expert #227 for obj_type player with weight = 0.32
def alter_player_objects(obj_list: ObjList, action: str, touch_side=1, touch_percent=1.0) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')
        wall_objs = obj_list.get_objs_by_obj_type('wall')
        for player_obj in player_objs:
            for wall_obj in wall_objs:
                if player_obj.touches(wall_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([3])
                    break
    return obj_list

Expert #228 for obj_type player with weight = 0.24
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       wall_objs = obj_list.get_objs_by_obj_type('wall')
       for player_obj in player_objs:
           for wall_obj in wall_objs:
               if player_obj.touches(wall_obj, touch_side, touch_percent):
                   # Set x-axis velocity to 0 when touching a wall.
                   player_obj.velocity_x = RandomValues([0])
                   break
       return obj_list

Expert #229 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       wall_objs = obj_list.get_objs_by_obj_type('wall')
       for player_obj in player_objs:
           for wall_obj in wall_objs:
               if player_obj.touches(wall_obj, touch_side, touch_percent):
                   # Set y-axis velocity to 3 when touching a wall.
                   player_obj.velocity_y = RandomValues([3])
                   break
       return obj_list

Expert #230 for obj_type player with weight = 0.17
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #231 for obj_type player with weight = 0.40
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the deleted attribute to 0, indicating the player object is not deleted.
        player_obj.deleted = RandomValues([0])
    return obj_list

Expert #232 for obj_type player with weight = 0.08
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                # Set the x-axis velocity to -3 if touching a platform.
                player_obj.velocity_x = RandomValues([-3])
                break
    return obj_list

Expert #233 for obj_type player with weight = 0.17
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        platform_objs = obj_list.get_objs_by_obj_type('platform')  # get all Obj of type 'platform'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for platform_obj in platform_objs:  # platform_obj is of type Obj
                if player_obj.touches(platform_obj, touch_side, touch_percent):  # check if player_obj touches platform_obj
                    # Set the bottom_side of player_obj to the new_top_side of platform_obj
                    player_obj.bottom_side = RandomValues([platform_obj.new_top_side])
                    break  # Avoid setting the attribute more than once
    return obj_list

Expert #234 for obj_type player with weight = 0.54
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        # Check if velocity_x is consistently -3 over the latest 5 timesteps
        if obj.history['velocity_x'][-5:] == [-3, -3, -3, -3, -3]:
            return 1
        return 0

    player_objs = obj_list.get_objs_by_obj_type('player')
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for player_obj in player_objs:
        danger_attribute = compute_danger_attribute(player_obj)
        if danger_attribute > -1:
            for skull_obj in skull_objs:
                if player_obj.touches(skull_obj, touch_side, touch_percent):
                    player_obj.deleted = RandomValues([1])
                    break
    return obj_list

Expert #235 for obj_type player with weight = 0.54
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        # Check if velocity_y suddenly drops to -6 in the latest timestep
        if obj.history['velocity_y'][-1] == -6:
            return 1
        return 0

    player_objs = obj_list.get_objs_by_obj_type('player')
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for player_obj in player_objs:
        if compute_danger_attribute(player_obj) > 0:
            for skull_obj in skull_objs:
                if player_obj.touches(skull_obj, touch_side, touch_percent):
                    player_obj.deleted = RandomValues([1])
                    break
    return obj_list

Expert #236 for obj_type player with weight = 0.54
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        # Check if velocity_y is consistently 0 over the latest 5 timesteps
        if obj.history['velocity_y'][-5:] == [0, 0, 0, 0, 0]:
            return 1
        return 0

    player_objs = obj_list.get_objs_by_obj_type('player')
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for player_obj in player_objs:
        danger_attribute = compute_danger_attribute(player_obj)
        if danger_attribute > -1:
            for skull_obj in skull_objs:
                if player_obj.touches(skull_obj, touch_side, touch_percent):
                    player_obj.deleted = RandomValues([1])
                    break
    return obj_list

Expert #237 for obj_type player with weight = 0.54
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        # Check if velocity_x is consistently near zero (-1, 0, or 1) over the latest 5 timesteps
        if all(v in [-1, 0, 1] for v in obj.history['velocity_x'][-5:]):
            return 1
        return 0

    player_objs = obj_list.get_objs_by_obj_type('player')
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for player_obj in player_objs:
        if compute_danger_attribute(player_obj) > -1:
            for skull_obj in skull_objs:
                if player_obj.touches(skull_obj, touch_side, touch_percent):
                    player_obj.deleted = RandomValues([1])
                    break
    return obj_list

Expert #238 for obj_type player with weight = 0.54
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for player_obj in player_objs:
        for skull_obj in skull_objs:
            if player_obj.touches(skull_obj, touch_side, touch_percent):
                player_obj.deleted = RandomValues([1])
                break
    return obj_list

Expert #239 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                # Maintain current x-axis velocity
                player_obj.velocity_x = RandomValues([player_obj.velocity_x])
                break
    return obj_list

Expert #240 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([player_obj.velocity_x])  # Maintain current x-axis velocity
                break
    return obj_list

Expert #241 for obj_type player with weight = 0.27
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([5])
                    break
    return obj_list

Expert #242 for obj_type player with weight = 0.12
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.7000000000000001) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-2])
                    break
    return obj_list

Expert #243 for obj_type player with weight = 0.24
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.7000000000000001) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platforms = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            for platform in platforms:
                if player_obj.touches(platform, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-2])
                    break
    return obj_list

Expert #244 for obj_type player with weight = 0.58
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.8) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([2])
                    break
    return obj_list

Expert #245 for obj_type player with weight = 0.25
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.5) -> ObjList:
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            if player_obj.velocity_x < 0:
                for conveyer_belt in conveyer_belts:
                    if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                        player_obj.velocity_x = RandomValues([2])
                        break
        return obj_list

Expert #246 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.8) -> ObjList:
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladders = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            if player_obj.velocity_y == 0:
                for ladder in ladders:
                    if player_obj.touches(ladder, touch_side, touch_percent):
                        player_obj.velocity_y = RandomValues([0])
                        break
        return obj_list

Expert #247 for obj_type player with weight = 0.24
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.5) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platforms = obj_list.get_objs_by_obj_type('platform')
    
    for player_obj in player_objs:
        if player_obj.velocity_x > 0:
            for platform in platforms:
                if player_obj.touches(platform, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([2])
                    break
    return obj_list

Expert #248 for obj_type player with weight = 0.18
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([2])
                break
    return obj_list

Expert #249 for obj_type player with weight = 0.47
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.8) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([1])
                    break
    return obj_list

Expert #250 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                player_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #251 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.8) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladders = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            for ladder in ladders:
                if player_obj.touches(ladder, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #252 for obj_type player with weight = 0.14
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platforms = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_x > 0:
            for platform in platforms:
                if player_obj.touches(platform, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([1])
                    break
    return obj_list

Expert #253 for obj_type player with weight = 0.32
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the x-axis velocity to +1.
           player_obj.velocity_x = RandomValues([1])
       return obj_list

Expert #254 for obj_type player with weight = 0.17
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.6) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([player_obj.velocity_x + 1, player_obj.velocity_x + 2])
                break
    return obj_list

Expert #255 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.6) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([2])  # Set x-axis velocity to +2
                break
    return obj_list

Expert #256 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.6) -> ObjList:
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([2])
                    break
        return obj_list

Expert #257 for obj_type player with weight = 0.46
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.2) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([player_obj.velocity_x + 1, player_obj.velocity_x + 2])
                break
    return obj_list

Expert #258 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.2) -> ObjList:
        player_objs = obj_list.get_objs_by_obj_type('player')
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
        for player_obj in player_objs:
            if player_obj.velocity_y == 0:
                for conveyer_belt in conveyer_belts:
                    if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                        player_obj.velocity_y = RandomValues([0])
                        break
        return obj_list

Expert #259 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.2) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')  # get all Obj of type 'conveyer_belt'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    # Set the bottom_side of the player_obj to the new_top_side of the conveyer_belt
                    player_obj.bottom_side = RandomValues([conveyer_belt.new_top_side])
                    break  # Avoid setting the attribute more than once for each player object
    return obj_list

Expert #260 for obj_type player with weight = 0.67
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt_obj in conveyer_belt_objs:
            if player_obj.touches(conveyer_belt_obj, touch_side, touch_percent):
                # Reduce the x-axis velocity by 1.
                player_obj.velocity_x = RandomValues([player_obj.velocity_x - 1])
                break
    return obj_list

Expert #261 for obj_type player with weight = 0.14
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt_obj in conveyer_belt_objs:
            if player_obj.touches(conveyer_belt_obj, touch_side, touch_percent):
                # Set the y-axis velocity to +0.
                player_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #262 for obj_type player with weight = 0.14
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        for conveyer_belt in conveyer_belts:
            if player_obj.touches(conveyer_belt, touch_side, touch_percent) and conveyer_belt.velocity_y == 0:
                player_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #263 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([-7])
    return obj_list

Expert #264 for obj_type player with weight = 0.37
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_x > 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_x = RandomValues([3])
    return obj_list

Expert #265 for obj_type player with weight = 0.74
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction_found = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction_found = True
                    break
            if not interaction_found:
                player_obj.velocity_x = RandomValues([5])
    return obj_list

Expert #266 for obj_type player with weight = 0.51
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           player_obj.deleted = RandomValues([0])  # Ensure player objects are not deleted
       return obj_list

Expert #267 for obj_type player with weight = 0.34
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([-4])
    return obj_list

Expert #268 for obj_type player with weight = 0.16
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the x-axis velocity to +2.
        player_obj.velocity_x = RandomValues([2])
    return obj_list

Expert #269 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_x > 0:
            touching = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([9])
    return obj_list

Expert #270 for obj_type player with weight = 0.25
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_y > 0:
            touching = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_x = RandomValues([2])
    return obj_list

Expert #271 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-4])
                    break
    return obj_list

Expert #272 for obj_type player with weight = 0.23
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.8) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        for rope_obj in rope_objs:
            if player_obj.touches(rope_obj, touch_side, touch_percent):
                player_obj.velocity_y = RandomValues([-4])
                break
    return obj_list

Expert #273 for obj_type player with weight = 0.26
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-4])
                    break
    return obj_list

Expert #274 for obj_type player with weight = 0.28
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.8) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-4])
                    break
    return obj_list

Expert #275 for obj_type player with weight = 0.22
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        platform_objs = obj_list.get_objs_by_obj_type('platform')  # get all Obj of obj_type 'platform'
        for player_obj in player_objs:  # player_obj is of type Obj
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([6])
                    break
    return obj_list

Expert #276 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                # Maintain x-axis velocity.
                player_obj.velocity_x = RandomValues([player_obj.velocity_x])
                break
    return obj_list

Expert #277 for obj_type player with weight = 0.08
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([2])
                    break
    return obj_list

Expert #278 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([player_obj.velocity_x])  # No change
                break
    return obj_list

Expert #279 for obj_type player with weight = 0.38
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_x = RandomValues([1])
    return obj_list

Expert #280 for obj_type player with weight = 0.26
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([8])
    return obj_list

Expert #281 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_y > 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([8])
    return obj_list

Expert #282 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the y-axis velocity to +9.
        player_obj.velocity_y = RandomValues([9])
    return obj_list

Expert #283 for obj_type player with weight = 0.16
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_x = RandomValues([player_obj.velocity_x, -2])
    return obj_list

Expert #284 for obj_type player with weight = 0.16
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([player_obj.velocity_y, 9])
                    break
    return obj_list

Expert #285 for obj_type player with weight = 0.19
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            touching = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_x = RandomValues([-2])
    return obj_list

Expert #286 for obj_type player with weight = 0.71
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.5) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-2])
                    break
    return obj_list

Expert #287 for obj_type player with weight = 0.35
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.5) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-6])
                    break
    return obj_list

Expert #288 for obj_type player with weight = 0.42
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.5) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                # Set the y-axis velocity to -6 if the player object touches a platform.
                player_obj.velocity_y = RandomValues([-6])
                break
    return obj_list

Expert #289 for obj_type player with weight = 0.41
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_x = RandomValues([-3])
    return obj_list

Expert #290 for obj_type player with weight = 0.18
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-7])
    return obj_list

Expert #291 for obj_type player with weight = 0.22
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.5) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                # Set y-axis velocity to 0 if touching a platform.
                player_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #292 for obj_type player with weight = 0.37
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.5) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if isinstance(player_obj.velocity_x, int) and player_obj.velocity_x < 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #293 for obj_type player with weight = 0.29
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.5) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if isinstance(player_obj.velocity_y, int) and player_obj.velocity_y > 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #294 for obj_type player with weight = 0.09
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the x-axis velocity to -5.
           player_obj.velocity_x = RandomValues([-5])
       return obj_list

Expert #295 for obj_type player with weight = 0.29
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-5])
                    break
    return obj_list

Expert #296 for obj_type player with weight = 0.94
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #297 for obj_type player with weight = 0.14
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        if player_obj.velocity_x < 0:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-5])
                    break
    return obj_list

Expert #298 for obj_type player with weight = 0.29
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.center_x = RandomValues([rope_obj.new_center_x])
                    break
    return obj_list

Expert #299 for obj_type player with weight = 0.41
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        for rope_obj in rope_objs:
            if player_obj.touches(rope_obj, touch_side, touch_percent):
                # Set x-axis velocity to +0
                player_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #300 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([4])
    return obj_list

Expert #301 for obj_type player with weight = 0.35
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([4])
                    break
    return obj_list

Expert #302 for obj_type player with weight = 0.09
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs):
            player_obj.velocity_x = RandomValues([0])  # Set x-axis velocity to +0
    return obj_list

Expert #303 for obj_type player with weight = 0.03
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #304 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #305 for obj_type player with weight = 0.09
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            player_obj.velocity_x = RandomValues([0])  # Set x-axis velocity to +0
    return obj_list

Expert #306 for obj_type player with weight = 0.17
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #307 for obj_type player with weight = 0.59
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        count = 0
        for vx in obj.history['velocity_x'][-5:]:
            if vx == 0:
                count += 1
        return count

    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        danger = compute_danger_attribute(player_obj)
        if danger > 4:
            player_obj.deleted = RandomValues([1])  # Set deleted to 1
    return obj_list

Expert #308 for obj_type player with weight = 0.64
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        count = 0
        for vy in obj.history['velocity_y'][-5:]:
            if vy == 6:
                count += 1
        return count

    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        danger = compute_danger_attribute(player_obj)
        if danger > 2:
            player_obj.deleted = RandomValues([1])
    return obj_list

Expert #309 for obj_type player with weight = 0.79
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        count = 0
        for vy in obj.history['velocity_y'][-5:]:
            if vy == 4:
                count += 1
        return count

    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        danger = compute_danger_attribute(player_obj)
        if danger > 0:
            player_obj.deleted = RandomValues([1])
    return obj_list

Expert #310 for obj_type player with weight = 0.17
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        touching = False
        for other_obj in obj_list.objs:
            if player_obj.touches(other_obj, touch_side, touch_percent):
                touching = True
                break
        if not touching:
            player_obj.velocity_x = RandomValues([player_obj.velocity_x + 1, player_obj.velocity_x - 1])
            break
    return obj_list

Expert #311 for obj_type player with weight = 0.10
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        touching = False
        for other_obj in obj_list.objs:
            if player_obj.touches(other_obj, touch_side, touch_percent):
                touching = True
                break
        if not touching:
            player_obj.velocity_y = RandomValues([player_obj.velocity_y + 1, player_obj.velocity_y - 1])
            break
    return obj_list

Expert #312 for obj_type player with weight = 0.13
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.deleted = SeqValues([0, 0, 0])
                    break
    return obj_list

Expert #313 for obj_type player with weight = 0.34
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')
        rope_objs = obj_list.get_objs_by_obj_type('rope')
        for player_obj in player_objs:
            for rope_obj in rope_objs:
                if player_obj.touches(rope_obj, touch_side, touch_percent):
                    player_obj.velocity_y = SeqValues([4, 6, 6])
                    break
    return obj_list

Expert #314 for obj_type player with weight = 0.21
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #315 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                # Set x-axis velocity to 0 if touching a ladder.
                player_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #316 for obj_type player with weight = 0.20
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                # Set y-axis velocity to 0 if touching a platform.
                player_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #317 for obj_type player with weight = 0.21
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
        platform_objs = obj_list.get_objs_by_obj_type('platform')  # get all Obj of type 'platform'
        
        for player_obj in player_objs:  # player_obj is of type Obj
            for platform_obj in platform_objs:  # platform_obj is of type Obj
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    # Set the bottom_side of the player_obj to be equal to the new_top_side of the platform_obj
                    player_obj.bottom_side = RandomValues([platform_obj.new_top_side])
                    break  # Avoid setting the attribute more than once for each player object
    return obj_list

Expert #318 for obj_type player with weight = 0.34
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([-2])
                    break
    return obj_list

Expert #319 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([-2])
                break
    return obj_list

Expert #320 for obj_type player with weight = 0.09
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([2])
                    break
    return obj_list

Expert #321 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([6])
                    break
    return obj_list

Expert #322 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                # Set x-axis velocity to +0.
                player_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #323 for obj_type player with weight = 0.19
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                # Set y-axis velocity to +6.
                player_obj.velocity_y = RandomValues([6])
                break
    return obj_list

Expert #324 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #325 for obj_type player with weight = 0.19
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                player_obj.velocity_y = RandomValues([6])
                break
    return obj_list

Expert #326 for obj_type player with weight = 0.05
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the x-axis velocity to 0.
        player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #327 for obj_type player with weight = 0.20
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.30000000000000004) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       platform_objs = obj_list.get_objs_by_obj_type('platform')
       for player_obj in player_objs:
           for platform_obj in platform_objs:
               if player_obj.touches(platform_obj, touch_side, touch_percent):
                   player_obj.velocity_y = RandomValues([player_obj.velocity_y])
                   break
       return obj_list

Expert #328 for obj_type player with weight = 0.01
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.30000000000000004) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       platform_objs = obj_list.get_objs_by_obj_type('platform')
       for player_obj in player_objs:
           for platform_obj in platform_objs:
               if player_obj.touches(platform_obj, touch_side, touch_percent):
                   player_obj.velocity_x = RandomValues([0])
                   break
       return obj_list

Expert #329 for obj_type player with weight = 0.01
def alter_player_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    
    for player_obj in player_objs:
        for platform_obj in platform_objs:
            if player_obj.touches(platform_obj, touch_side, touch_percent) and player_obj.velocity_y > 0:
                player_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #330 for obj_type player with weight = 0.09
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.1) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        platform_objs = obj_list.get_objs_by_obj_type('platform')  # get all Obj of obj_type 'platform'
        for player_obj in player_objs:  # player_obj is of type Obj
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([6])
                    break
    return obj_list

Expert #331 for obj_type player with weight = 0.33
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.1) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       platform_objs = obj_list.get_objs_by_obj_type('platform')
       for player_obj in player_objs:
           for platform_obj in platform_objs:
               if player_obj.touches(platform_obj, touch_side, touch_percent):
                   player_obj.velocity_x = RandomValues([player_obj.velocity_x])
                   break
       return obj_list

Expert #332 for obj_type player with weight = 0.20
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.1) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       platform_objs = obj_list.get_objs_by_obj_type('platform')
       for player_obj in player_objs:
           for platform_obj in platform_objs:
               if player_obj.touches(platform_obj, touch_side, touch_percent):
                   player_obj.velocity_y = RandomValues([6])
                   break
       return obj_list

Expert #333 for obj_type player with weight = 0.19
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'DOWN':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #334 for obj_type player with weight = 0.05
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #335 for obj_type player with weight = 0.38
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([5])
    return obj_list

Expert #336 for obj_type player with weight = 0.48
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching any other object.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Decrease y-axis velocity by 1.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 1])
    return obj_list

Expert #337 for obj_type player with weight = 0.02
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching any other object.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Set x-axis velocity to +0.
            player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #338 for obj_type player with weight = 0.25
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_x == 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #339 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.1) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_x = SeqValues([0, 0, 0, 0])
                    break
    return obj_list

Expert #340 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=0.1) -> ObjList:
    if action == 'UP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        platform_objs = obj_list.get_objs_by_obj_type('platform')
        for player_obj in player_objs:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    player_obj.velocity_y = SeqValues([6, 6, 6, 5])
                    break
    return obj_list

Expert #341 for obj_type player with weight = 0.04
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                # Set x-axis velocity to +0
                player_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #342 for obj_type player with weight = 0.25
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0, player_obj.velocity_y])
                    break
    return obj_list

Expert #343 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')
        for player_obj in player_objs:
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #344 for obj_type player with weight = 0.08
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                # Maintain the x-axis velocity by setting it to its current value.
                player_obj.velocity_x = RandomValues([player_obj.velocity_x])
                break
    return obj_list

Expert #345 for obj_type player with weight = 0.04
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                # Set the x-axis velocity to +0.
                player_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #346 for obj_type player with weight = 0.08
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([player_obj.velocity_x])  # No change in x-axis velocity
                break
    return obj_list

Expert #347 for obj_type player with weight = 0.04
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                player_obj.velocity_x = RandomValues([0])  # Set x-axis velocity to +0
                break
    return obj_list

Expert #348 for obj_type player with weight = 0.30
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')  # get all Obj of obj_type 'ladder'
        for player_obj in player_objs:  # player_obj is of type Obj
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_x = RandomValues([0])
                    break
    return obj_list

Expert #349 for obj_type player with weight = 0.25
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        ladder_objs = obj_list.get_objs_by_obj_type('ladder')  # get all Obj of obj_type 'ladder'
        for player_obj in player_objs:  # player_obj is of type Obj
            for ladder_obj in ladder_objs:
                if player_obj.touches(ladder_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #350 for obj_type player with weight = 0.05
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for player_obj in player_objs:
        for ladder_obj in ladder_objs:
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                # Maintain current y-axis velocity
                player_obj.velocity_y = RandomValues([player_obj.velocity_y])
                break
    return obj_list

Expert #351 for obj_type player with weight = 0.37
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        return sum(1 for vy in obj.history['velocity_y'][-5:] if vy == 6)

    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if compute_danger_attribute(player_obj) > 3:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    obj_list = obj_list.create_object('player', 76, 73)
                    break
    return obj_list

Expert #352 for obj_type player with weight = 0.37
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        history_y = obj.history['velocity_y'][-5:]
        return sum(1 for i in range(len(history_y) - 1) if history_y[i] == 6 and history_y[i + 1] == 4)

    player_objs = obj_list.get_objs_by_obj_type('player')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for player_obj in player_objs:
        if compute_danger_attribute(player_obj) > 0:
            for platform_obj in platform_objs:
                if player_obj.touches(platform_obj, touch_side, touch_percent):
                    obj_list = obj_list.create_object('player', 76, 73)
                    break
    return obj_list

Expert #353 for obj_type player with weight = 0.44
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        return sum(1 for vx in obj.history['velocity_x'][-5:] if vx == 0)

    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for player_obj in player_objs:
        danger_attribute = compute_danger_attribute(player_obj)
        if danger_attribute > 4:
            for conveyer_belt_obj in conveyer_belt_objs:
                if player_obj.touches(conveyer_belt_obj, touch_side, touch_percent):
                    obj_list = obj_list.create_object('player', 76, 73)
                    break
    return obj_list

Expert #354 for obj_type player with weight = 0.44
def alter_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        return sum(1 for vy in obj.history['velocity_y'][-5:] if vy == 6)

    player_objs = obj_list.get_objs_by_obj_type('player')
    conveyer_belts = obj_list.get_objs_by_obj_type('conveyer_belt')
    
    for player_obj in player_objs:
        if compute_danger_attribute(player_obj) > 3:
            for conveyer_belt in conveyer_belts:
                if player_obj.touches(conveyer_belt, touch_side, touch_percent):
                    obj_list = obj_list.create_object('player', 76, 73)
                    break
    return obj_list

Expert #355 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        # Check if velocity_x is consistently -3 over the latest 5 timesteps
        if obj.history['velocity_x'][-5:] == [-3, -3, -3, -3, -3]:
            return 1
        return 0

    player_objs = obj_list.get_objs_by_obj_type('player')
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for player_obj in player_objs:
        danger_attribute = compute_danger_attribute(player_obj)
        if danger_attribute > -1:
            for skull_obj in skull_objs:
                if player_obj.touches(skull_obj, touch_side, touch_percent):
                    obj_list = obj_list.create_object('player', 76, 73)
                    break
    return obj_list

Expert #356 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        # Check if velocity_y suddenly drops to -6 in the latest timestep
        if obj.history['velocity_y'][-1] == -6:
            return 1
        return 0

    player_objs = obj_list.get_objs_by_obj_type('player')
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for player_obj in player_objs:
        if compute_danger_attribute(player_obj) > 0:
            for skull_obj in skull_objs:
                if player_obj.touches(skull_obj, touch_side, touch_percent):
                    obj_list = obj_list.create_object('player', 76, 73)
                    break
    return obj_list

Expert #357 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        # Check if velocity_y is consistently 0 over the latest 5 timesteps
        if obj.history['velocity_y'][-5:] == [0, 0, 0, 0, 0]:
            return 1
        return 0

    player_objs = obj_list.get_objs_by_obj_type('player')
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for player_obj in player_objs:
        danger_attribute = compute_danger_attribute(player_obj)
        if danger_attribute > -1:
            for skull_obj in skull_objs:
                if player_obj.touches(skull_obj, touch_side, touch_percent):
                    obj_list = obj_list.create_object('player', 76, 73)
                    break
    return obj_list

Expert #358 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    def compute_danger_attribute(obj: Obj) -> int:
        # Check if velocity_x is consistently near zero (-1, 0, or 1) over the latest 5 timesteps
        if all(v in [-1, 0, 1] for v in obj.history['velocity_x'][-5:]):
            return 1
        return 0

    player_objs = obj_list.get_objs_by_obj_type('player')
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for player_obj in player_objs:
        if compute_danger_attribute(player_obj) > -1:
            for skull_obj in skull_objs:
                if player_obj.touches(skull_obj, touch_side, touch_percent):
                    obj_list = obj_list.create_object('player', 76, 73)
                    break
    return obj_list

Expert #359 for obj_type player with weight = 0.15
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for player_obj in player_objs:
        for skull_obj in skull_objs:
            if player_obj.touches(skull_obj, touch_side, touch_percent):
                obj_list = obj_list.create_object('player', 76, 73)
                break
    return obj_list

Constraint #1 for obj_type player
def check_x_of_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=0.30000000000000004) -> ObjList:
    touch_ids, satisfied_ids = [], []
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    rope_objs = obj_list.get_objs_by_obj_type('rope')  # get all Obj of type 'rope'
    
    for player_obj in player_objs:  # player_obj is of type Obj
        for rope_obj in rope_objs:  # rope_obj is of type Obj
            if player_obj.touches(rope_obj, touch_side, touch_percent):
                touch_ids.append(rope_obj.id)
                if player_obj.center_x == rope_obj.center_x:
                    satisfied_ids.append(rope_obj.id)
    
    return touch_ids, satisfied_ids

Constraint #2 for obj_type player
def check_y_of_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.1) -> ObjList:
    touch_ids, satisfied_ids = [], []
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')  # get all Obj of type 'conveyer_belt'
    
    for player_obj in player_objs:  # player_obj is of type Obj
        for conveyer_belt_obj in conveyer_belt_objs:  # conveyer_belt_obj is of type Obj
            if player_obj.touches(conveyer_belt_obj, touch_side, touch_percent):
                touch_ids.append(conveyer_belt_obj.id)
                if player_obj.bottom_side == conveyer_belt_obj.top_side:
                    satisfied_ids.append(conveyer_belt_obj.id)
    
    return touch_ids, satisfied_ids

Constraint #3 for obj_type player
def check_y_of_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=0.5) -> ObjList:
    touch_ids, satisfied_ids = [], []
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    platform_objs = obj_list.get_objs_by_obj_type('platform')  # get all Obj of type 'platform'
    
    for player_obj in player_objs:  # player_obj is of type Obj
        for platform_obj in platform_objs:  # platform_obj is of type Obj
            if player_obj.touches(platform_obj, touch_side, touch_percent):
                touch_ids.append(platform_obj.id)
                if player_obj.bottom_side == platform_obj.top_side:
                    satisfied_ids.append(platform_obj.id)
    
    return touch_ids, satisfied_ids

Constraint #4 for obj_type player
def check_x_of_player_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    touch_ids, satisfied_ids = [], []
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')  # get all Obj of type 'ladder'
    
    for player_obj in player_objs:  # player_obj is of type Obj
        for ladder_obj in ladder_objs:  # ladder_obj is of type Obj
            if player_obj.touches(ladder_obj, touch_side, touch_percent):
                touch_ids.append(ladder_obj.id)
                if player_obj.center_x == ladder_obj.center_x:
                    satisfied_ids.append(ladder_obj.id)
    
    return touch_ids, satisfied_ids

---------------------------- Object type: key ----------------------------
Expert #1 for obj_type key with weight = 0.46
def alter_key_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    key_objs = obj_list.get_objs_by_obj_type('key')  # get all Obj of type 'key'
    for key_obj in key_objs:  # key_obj is of type Obj
        # Set the deleted attribute to 0, indicating the object is not deleted.
        key_obj.deleted = RandomValues([0])
    return obj_list

Expert #2 for obj_type key with weight = 0.46
def alter_key_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    key_objs = obj_list.get_objs_by_obj_type('key')
    for key_obj in key_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        key_obj.deleted = RandomValues([0])
    return obj_list

Expert #3 for obj_type key with weight = 1.33
def alter_key_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    key_objs = obj_list.get_objs_by_obj_type('key')
    for key_obj in key_objs:
        # Check if the key object is touching any other object.
        touching = False
        for obj in obj_list.objs:
            if key_obj.touches(obj, touch_side, touch_percent):
                touching = True
                break
        # If not touching, set velocities to 0 to maintain position.
        if not touching:
            key_obj.velocity_x = RandomValues([0])
            key_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #4 for obj_type key with weight = 0.46
def alter_key_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    key_objs = obj_list.get_objs_by_obj_type('key')
    for key_obj in key_objs:
        # Check if the key object is touching any other object.
        touching = False
        for obj in obj_list.objs:
            if key_obj.touches(obj, touch_side, touch_percent):
                touching = True
                break
        # If not touching, ensure the object is not deleted.
        if not touching:
            key_obj.deleted = RandomValues([0])
    return obj_list

Expert #5 for obj_type key with weight = 0.00
def alter_key_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # No key objects are created, so we simply return the original list.
    return obj_list

---------------------------- Object type: skull ----------------------------
Expert #1 for obj_type skull with weight = 0.76
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Set the x-axis velocity to -1.
        skull_obj.velocity_x = RandomValues([-1])
    return obj_list

Expert #2 for obj_type skull with weight = 0.64
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_x < 0 and skull_obj.x <= 54:
            skull_obj.velocity_x = SeqValues([0, 0, 1])
    return obj_list

Expert #3 for obj_type skull with weight = 0.55
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_x > 0:  # check if x-axis velocity is positive
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_x = SeqValues([0, 1])  # set x-axis velocity to [+0, +1]
    return obj_list

Expert #4 for obj_type skull with weight = 0.12
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        if skull_obj.velocity_x == 0:
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    break
            else:
                skull_obj.velocity_x = RandomValues([1])
    return obj_list

Expert #5 for obj_type skull with weight = 0.32
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_x > 0:
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_x = SeqValues([1, 0, 0])
    return obj_list

Expert #6 for obj_type skull with weight = 0.61
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of obj_type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        # Becoming visible means the object is visible even though it was invisible before
        condition = skull_obj.history['deleted'][-1] == 0 and skull_obj.history['deleted'][-2] == 1
        if condition:
            # Set x-axis velocity to [0, 1, 1, 1, 0, 1, 1]
            skull_obj.velocity_x = SeqValues([0, 1, 1, 1, 0, 1, 1])
    return obj_list

Expert #7 for obj_type skull with weight = 0.28
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.x >= 104 and skull_obj.velocity_x > 0:
            skull_obj.velocity_x = SeqValues([0, -1])
    return obj_list

Expert #8 for obj_type skull with weight = 0.71
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_x < 0:  # check if x-axis velocity is negative
            touching_anything = False
            for other_obj in obj_list.objs:
                if skull_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                skull_obj.velocity_x = SeqValues([0, -1])  # set x-axis velocity to [+0, -1]
    return obj_list

Expert #9 for obj_type skull with weight = 0.61
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Check if the skull object is not touching any other object.
        if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
            # Change x-axis velocity to a random value.
            skull_obj.velocity_x = RandomValues([skull_obj.velocity_x + 1, skull_obj.velocity_x - 1])
    return obj_list

Expert #10 for obj_type skull with weight = 0.27
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Check if the skull object is not touching any other object.
        if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
            # Maintain the current x-axis velocity.
            skull_obj.velocity_x = RandomValues([skull_obj.velocity_x])
    return obj_list

Expert #11 for obj_type skull with weight = 0.27
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Set the x-axis velocity to +1.
        skull_obj.velocity_x = RandomValues([1])
    return obj_list

Expert #12 for obj_type skull with weight = 0.85
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_x < 0 and skull_obj.x <= 54:
            skull_obj.velocity_x = SeqValues([0, 1])
    return obj_list

Expert #13 for obj_type skull with weight = 0.12
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        for obj in obj_list.objs:
            if skull_obj.touches(obj, touch_side, touch_percent):
                break
        else:
            # The skull objects that are not touching anything do not change their y-axis velocity to a non-zero value
            skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #14 for obj_type skull with weight = 0.12
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        for obj in obj_list.objs:
            if skull_obj.touches(obj, touch_side, touch_percent):
                break
        else:
            # The skull objects that are not touching anything set their y-axis velocity to +0
            skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #15 for obj_type skull with weight = 0.49
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       skull_objs = obj_list.get_objs_by_obj_type('skull')
       for skull_obj in skull_objs:
           if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
               skull_obj.velocity_x = RandomValues([skull_obj.velocity_x])  # Maintain x-axis velocity.
       return obj_list

Expert #16 for obj_type skull with weight = 0.34
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Set the y-axis velocity to 0.
        skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #17 for obj_type skull with weight = 0.23
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Check if the skull object is not touching any other object.
        if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
            # Set x-axis velocity to +1.
            skull_obj.velocity_x = RandomValues([1])
    return obj_list

Expert #18 for obj_type skull with weight = 0.34
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Set the y-axis velocity to +0.
        skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #19 for obj_type skull with weight = 0.25
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of obj_type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        # Becoming visible means the object is visible even though it was invisible before
        if skull_obj.history['deleted'][-1] == 0 and skull_obj.history['deleted'][-2] == 1:
            skull_obj.velocity_x = SeqValues([-1, -1, -1, 0, -1, -1, -1, 0])
    return obj_list

Expert #20 for obj_type skull with weight = 0.13
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of obj_type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        # Becoming visible means the object is visible even though it was invisible before
        if skull_obj.history['deleted'][-1] == 0 and skull_obj.history['deleted'][-2] == 1:
            skull_obj.velocity_x = SeqValues([-1, -1, -1, 0, -1, -1, -1, 0, -1])
            break  # Avoid setting the attribute value more than once
    return obj_list

Expert #21 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Check if the skull object is not touching any other object.
        if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
            # Maintain the current y-axis velocity.
            skull_obj.velocity_y = RandomValues([skull_obj.velocity_y])
    return obj_list

Expert #22 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Check if the skull object is not touching any other object.
        if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
            # Set the y-axis velocity to 0.
            skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #23 for obj_type skull with weight = 0.38
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_x < 0:
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_x = RandomValues([skull_obj.velocity_x])
    return obj_list

Expert #24 for obj_type skull with weight = 0.38
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_x < 0:
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_x = RandomValues([-abs(skull_obj.velocity_x)])
    return obj_list

Expert #25 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #26 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
            # If the skull object is not touching anything, ensure its y-axis velocity remains zero.
            skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #27 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
            # Set the y-axis velocity to +0 if the skull object is not touching anything.
            skull_obj.velocity_y = RandomValues([+0])
    return obj_list

Expert #28 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        if skull_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #29 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       skull_objs = obj_list.get_objs_by_obj_type('skull')
       for skull_obj in skull_objs:
           if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
               skull_obj.velocity_y = RandomValues([skull_obj.velocity_y])  # Maintain current y-axis velocity
       return obj_list

Expert #30 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       skull_objs = obj_list.get_objs_by_obj_type('skull')
       for skull_obj in skull_objs:
           if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
               skull_obj.velocity_y = RandomValues([0])  # Set y-axis velocity to 0
       return obj_list

Expert #31 for obj_type skull with weight = 0.02
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_x == 0:
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_x = RandomValues([-1])
    return obj_list

Expert #32 for obj_type skull with weight = 0.07
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        skull_obj.deleted = RandomValues([0])  # Skull objects are not deleted.
    return obj_list

Expert #33 for obj_type skull with weight = 0.02
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
            if skull_obj.velocity_x == 0:
                skull_obj.velocity_x = RandomValues([-1])
    return obj_list

Expert #34 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
            skull_obj.velocity_y = RandomValues([skull_obj.velocity_y])
    return obj_list

Expert #35 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
            skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #36 for obj_type skull with weight = 0.07
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       skull_objs = obj_list.get_objs_by_obj_type('skull')
       for skull_obj in skull_objs:
           skull_obj.deleted = RandomValues([0])  # Skull objects are not deleted.
       return obj_list

Expert #37 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       skull_objs = obj_list.get_objs_by_obj_type('skull')
       for skull_obj in skull_objs:
           if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
               skull_obj.velocity_y = RandomValues([skull_obj.velocity_y])  # Maintain y-axis velocity.
       return obj_list

Expert #38 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       skull_objs = obj_list.get_objs_by_obj_type('skull')
       for skull_obj in skull_objs:
           if not any(skull_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != skull_obj):
               skull_obj.velocity_y = RandomValues([0])  # Set y-axis velocity to +0.
       return obj_list

Expert #39 for obj_type skull with weight = 0.02
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Check if the skull object is touching any other object.
        touching = False
        for obj in obj_list.objs:
            if skull_obj.touches(obj, touch_side, touch_percent):
                touching = True
                break
        # If not touching, set x-axis velocity to 0.
        if not touching:
            skull_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #40 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Check if the skull object is touching any other object.
        touching = False
        for obj in obj_list.objs:
            if skull_obj.touches(obj, touch_side, touch_percent):
                touching = True
                break
        # If not touching, set y-axis velocity to 0.
        if not touching:
            skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #41 for obj_type skull with weight = 0.50
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_x < 0:  # Check if x-axis velocity is negative
            touching_anything = False
            for other_obj in obj_list.objs:
                if skull_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                skull_obj.velocity_x = SeqValues([0, 0, 0])  # Set x-axis velocity to [+0, +0, +0]
    return obj_list

Expert #42 for obj_type skull with weight = 0.35
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        skull_obj.deleted = RandomValues([0])
    return obj_list

Expert #43 for obj_type skull with weight = 0.30
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Check if the skull object is touching any other object.
        touching = False
        for obj in obj_list.objs:
            if skull_obj.touches(obj, touch_side, touch_percent):
                touching = True
                break
        # If not touching, do not change size (no size attribute to modify, so just pass).
        if not touching:
            pass
    return obj_list

Expert #44 for obj_type skull with weight = 0.30
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        # Check if the skull object is touching any other object.
        touching = False
        for obj in obj_list.objs:
            if skull_obj.touches(obj, touch_side, touch_percent):
                touching = True
                break
        # If not touching, maintain current position (no position attribute to modify, so just pass).
        if not touching:
            pass
    return obj_list

Expert #45 for obj_type skull with weight = 0.04
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        if skull_obj.velocity_x < 0:
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #46 for obj_type skull with weight = 0.30
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        if skull_obj.velocity_x < 0:
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #47 for obj_type skull with weight = 0.32
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')
    for skull_obj in skull_objs:
        if skull_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #48 for obj_type skull with weight = 0.03
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_x > 0:
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_x = RandomValues([-1])
    return obj_list

Expert #49 for obj_type skull with weight = 0.30
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if skull_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                skull_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #50 for obj_type skull with weight = 0.49
def alter_skull_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    skull_objs = obj_list.get_objs_by_obj_type('skull')  # get all Obj of type 'skull'
    for skull_obj in skull_objs:  # skull_obj is of type Obj
        if skull_obj.velocity_x < 0:  # check if x-axis velocity is negative
            touching_anything = False
            for other_obj in obj_list.objs:
                if skull_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                skull_obj.velocity_y = SeqValues([0, -1])  # set y-axis velocity to [+0, -1]
    return obj_list

Expert #51 for obj_type skull with weight = 0.00
def alter_skull_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # No skull objects are created, so we simply return the original list without any changes.
    return obj_list

---------------------------- Object type: barrier ----------------------------
Expert #1 for obj_type barrier with weight = 1.45
def alter_barrier_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    barrier_objs = obj_list.get_objs_by_obj_type('barrier')
    for barrier_obj in barrier_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        barrier_obj.deleted = RandomValues([0])
    return obj_list

Expert #2 for obj_type barrier with weight = 1.33
def alter_barrier_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    barrier_objs = obj_list.get_objs_by_obj_type('barrier')
    for barrier_obj in barrier_objs:
        # Set the x-axis velocity to 0.
        barrier_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #3 for obj_type barrier with weight = 1.33
def alter_barrier_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    barrier_objs = obj_list.get_objs_by_obj_type('barrier')
    for barrier_obj in barrier_objs:
        # Set the y-axis velocity to 0.
        barrier_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #4 for obj_type barrier with weight = 0.00
def alter_barrier_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # Since no barrier objects are created, we simply return the original obj_list without any changes.
    return obj_list

---------------------------- Object type: rope ----------------------------
Expert #1 for obj_type rope with weight = 0.69
def alter_rope_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for rope_obj in rope_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted
        rope_obj.deleted = RandomValues([0])
    return obj_list

Expert #2 for obj_type rope with weight = 1.26
def alter_rope_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for rope_obj in rope_objs:
        # Set the x-axis velocity to 0
        rope_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #3 for obj_type rope with weight = 1.26
def alter_rope_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for rope_obj in rope_objs:
        # Set the y-axis velocity to 0
        rope_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #4 for obj_type rope with weight = 0.69
def alter_rope_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    rope_objs = obj_list.get_objs_by_obj_type('rope')
    for rope_obj in rope_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        rope_obj.deleted = RandomValues([0])
    return obj_list

Expert #5 for obj_type rope with weight = 0.00
def alter_rope_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # No new rope objects are created, so we simply return the original list.
    return obj_list

---------------------------- Object type: platform ----------------------------
Expert #1 for obj_type platform with weight = 1.51
def alter_platform_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for platform_obj in platform_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        platform_obj.deleted = RandomValues([0])
    return obj_list

Expert #2 for obj_type platform with weight = 1.45
def alter_platform_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for platform_obj in platform_objs:
        # Set the x-axis velocity to 0.
        platform_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #3 for obj_type platform with weight = 1.46
def alter_platform_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for platform_obj in platform_objs:
        # Set the y-axis velocity to 0.
        platform_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #4 for obj_type platform with weight = 0.00
def alter_platform_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # No platform objects are created, so we simply return the original obj_list without any changes.
    return obj_list

---------------------------- Object type: ladder ----------------------------
Expert #1 for obj_type ladder with weight = 1.48
def alter_ladder_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for ladder_obj in ladder_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        ladder_obj.deleted = RandomValues([0])
    return obj_list

Expert #2 for obj_type ladder with weight = 0.45
def alter_ladder_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for ladder_obj in ladder_objs:
        # Set the x-axis velocity to 0.
        ladder_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #3 for obj_type ladder with weight = 0.45
def alter_ladder_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    for ladder_obj in ladder_objs:
        # Set the y-axis velocity to 0.
        ladder_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #4 for obj_type ladder with weight = 0.45
def alter_ladder_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for ladder_obj in ladder_objs:
        for platform_obj in platform_objs:
            if ladder_obj.touches(platform_obj, touch_side, touch_percent):
                ladder_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #5 for obj_type ladder with weight = 0.45
def alter_ladder_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for ladder_obj in ladder_objs:
        for platform_obj in platform_objs:
            if ladder_obj.touches(platform_obj, touch_side, touch_percent):
                ladder_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #6 for obj_type ladder with weight = 0.45
def alter_ladder_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for ladder_obj in ladder_objs:
        for platform_obj in platform_objs:
            if ladder_obj.touches(platform_obj, touch_side, touch_percent) and ladder_obj.velocity_x == 0:
                ladder_obj.velocity_x = RandomValues([0])
                break
    return obj_list

Expert #7 for obj_type ladder with weight = 0.45
def alter_ladder_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    ladder_objs = obj_list.get_objs_by_obj_type('ladder')
    platform_objs = obj_list.get_objs_by_obj_type('platform')
    for ladder_obj in ladder_objs:
        for platform_obj in platform_objs:
            if ladder_obj.touches(platform_obj, touch_side, touch_percent) and ladder_obj.velocity_y == 0:
                ladder_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #8 for obj_type ladder with weight = 0.00
def alter_ladder_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # No ladder objects are created, so we simply return the original obj_list without any changes.
    return obj_list

---------------------------- Object type: conveyer_belt ----------------------------
Expert #1 for obj_type conveyer_belt with weight = 0.59
def alter_conveyer_belt_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for conveyer_belt_obj in conveyer_belt_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted
        conveyer_belt_obj.deleted = RandomValues([0])
    return obj_list

Expert #2 for obj_type conveyer_belt with weight = 1.23
def alter_conveyer_belt_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for conveyer_belt_obj in conveyer_belt_objs:
        # Set the x-axis velocity to 0
        conveyer_belt_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #3 for obj_type conveyer_belt with weight = 1.23
def alter_conveyer_belt_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for conveyer_belt_obj in conveyer_belt_objs:
        # Set the y-axis velocity to 0
        conveyer_belt_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #4 for obj_type conveyer_belt with weight = 0.59
def alter_conveyer_belt_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
       for conveyer_belt_obj in conveyer_belt_objs:
           # Set the deleted attribute to 0, indicating the object is not deleted.
           conveyer_belt_obj.deleted = RandomValues([0])
       return obj_list

Expert #5 for obj_type conveyer_belt with weight = 0.27
def alter_conveyer_belt_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for conveyer_belt_obj in conveyer_belt_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        conveyer_belt_obj.deleted = RandomValues([0])
    return obj_list

Expert #6 for obj_type conveyer_belt with weight = 0.05
def alter_conveyer_belt_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for conveyer_belt_obj in conveyer_belt_objs:
        # Check if the conveyer_belt object is not touching any other object.
        if not any(conveyer_belt_obj.touches(obj, touch_side, touch_percent) for obj in obj_list.objs if obj != conveyer_belt_obj):
            conveyer_belt_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #7 for obj_type conveyer_belt with weight = 0.05
def alter_conveyer_belt_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for conveyer_belt_obj in conveyer_belt_objs:
        # Check if the conveyer_belt object is not touching any other object.
        if not any(conveyer_belt_obj.touches(obj, touch_side, touch_percent) for obj in obj_list.objs if obj != conveyer_belt_obj):
            conveyer_belt_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #8 for obj_type conveyer_belt with weight = 0.05
def alter_conveyer_belt_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for conveyer_belt_obj in conveyer_belt_objs:
        if conveyer_belt_obj.velocity_x == 0:
            touching_anything = False
            for obj in obj_list.objs:
                if conveyer_belt_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                conveyer_belt_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #9 for obj_type conveyer_belt with weight = 0.05
def alter_conveyer_belt_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    conveyer_belt_objs = obj_list.get_objs_by_obj_type('conveyer_belt')
    for conveyer_belt_obj in conveyer_belt_objs:
        if conveyer_belt_obj.velocity_y == 0:
            touching_anything = False
            for obj in obj_list.objs:
                if conveyer_belt_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                conveyer_belt_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #10 for obj_type conveyer_belt with weight = 0.00
def alter_conveyer_belt_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # No new conveyer_belt objects are created, so we simply return the obj_list as is.
    return obj_list

---------------------------- Object type: wall ----------------------------
Expert #1 for obj_type wall with weight = 1.55
def alter_wall_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for wall_obj in wall_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        wall_obj.deleted = RandomValues([0])
    return obj_list

Expert #2 for obj_type wall with weight = 1.40
def alter_wall_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for wall_obj in wall_objs:
        # Set the x-axis velocity to 0.
        wall_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #3 for obj_type wall with weight = 1.40
def alter_wall_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for wall_obj in wall_objs:
        # Set the y-axis velocity to 0.
        wall_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #4 for obj_type wall with weight = 0.00
def alter_wall_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # Since no wall objects are created, we simply return the original obj_list without any changes.
    return obj_list


                

A PoE-World world model learned for Pong


---------------------------- Object type: player ----------------------------
Expert #1 for obj_type player with weight = 3.72
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #2 for obj_type player with weight = 2.64
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #3 for obj_type player with weight = 3.60
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([5])
    return obj_list

Expert #4 for obj_type player with weight = 1.71
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([5])
    return obj_list

Expert #5 for obj_type player with weight = 1.21
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #6 for obj_type player with weight = 1.62
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #7 for obj_type player with weight = 1.82
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([4])
    return obj_list

Expert #8 for obj_type player with weight = 2.57
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([4])
    return obj_list

Expert #9 for obj_type player with weight = 1.56
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #10 for obj_type player with weight = 2.18
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #11 for obj_type player with weight = 1.50
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-5])
    return obj_list

Expert #12 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Increase the y-axis velocity by +2.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y + 2])
    return obj_list

Expert #13 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching anything.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Increase the y-axis velocity by +2.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y + 2])
    return obj_list

Expert #14 for obj_type player with weight = 1.70
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([8])
    return obj_list

Expert #15 for obj_type player with weight = 2.17
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([8])
    return obj_list

Expert #16 for obj_type player with weight = 4.46
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([8])
    return obj_list

Expert #17 for obj_type player with weight = 2.20
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([21])
    return obj_list

Expert #18 for obj_type player with weight = 2.92
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([21])
    return obj_list

Expert #19 for obj_type player with weight = 3.08
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-3])
    return obj_list

Expert #20 for obj_type player with weight = 3.19
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-17])
    return obj_list

Expert #21 for obj_type player with weight = 1.56
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([-17])
    return obj_list

Expert #22 for obj_type player with weight = 1.00
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([-11])
    return obj_list

Expert #23 for obj_type player with weight = 1.58
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-11])
    return obj_list

Expert #24 for obj_type player with weight = 0.04
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs):
            player_obj.velocity_y = RandomValues([player_obj.velocity_y + 6])  # Increase y-axis velocity by +6
    return obj_list

Expert #25 for obj_type player with weight = 3.78
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([-11])
    return obj_list

Expert #26 for obj_type player with weight = 0.86
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-15])
    return obj_list

Expert #27 for obj_type player with weight = 2.16
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player') # get all Obj of obj_type 'player'
        for player_obj in player_objs: # player_obj is of type Obj
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([15])
    return obj_list

Expert #28 for obj_type player with weight = 2.38
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([15])
    return obj_list

Expert #29 for obj_type player with weight = 2.01
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([2])
    return obj_list

Expert #30 for obj_type player with weight = 2.61
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #31 for obj_type player with weight = 2.70
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-9])
    return obj_list

Expert #32 for obj_type player with weight = 0.12
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 3])
    return obj_list

Expert #33 for obj_type player with weight = 1.87
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([-9])
    return obj_list

Expert #34 for obj_type player with weight = 2.09
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-14])
    return obj_list

Expert #35 for obj_type player with weight = 4.39
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([-3])
    return obj_list

Expert #36 for obj_type player with weight = 3.42
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-18])
    return obj_list

Expert #37 for obj_type player with weight = 2.93
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([-18])
    return obj_list

Expert #38 for obj_type player with weight = 1.71
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-8])
    return obj_list

Expert #39 for obj_type player with weight = 2.38
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #40 for obj_type player with weight = 3.27
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #41 for obj_type player with weight = 1.71
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([17])
    return obj_list

Expert #42 for obj_type player with weight = 2.21
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([17])
    return obj_list

Expert #43 for obj_type player with weight = 4.46
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([17])
    return obj_list

Expert #44 for obj_type player with weight = 0.19
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 2])
    return obj_list

Expert #45 for obj_type player with weight = 2.50
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-8])
    return obj_list

Expert #46 for obj_type player with weight = 1.70
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([16])
    return obj_list

Expert #47 for obj_type player with weight = 2.25
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([16])
    return obj_list

Expert #48 for obj_type player with weight = 2.16
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([16])
    return obj_list

Expert #49 for obj_type player with weight = 2.19
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([10])
    return obj_list

Expert #50 for obj_type player with weight = 2.92
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([10])
    return obj_list

Expert #51 for obj_type player with weight = 0.20
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching anything
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # If the y-axis velocity is positive, adjust the y-axis position
            if player_obj.velocity_y > 0:
                # Example adjustment: move up by 3 units
                player_obj.velocity_y = RandomValues([player_obj.velocity_y + 3])
    return obj_list

Expert #52 for obj_type player with weight = 0.24
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([player_obj.velocity_y + 1])
    return obj_list

Expert #53 for obj_type player with weight = 2.16
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([11])
    return obj_list

Expert #54 for obj_type player with weight = 2.20
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([11])
    return obj_list

Expert #55 for obj_type player with weight = 2.57
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
               if player_obj.velocity_y == 11:
                   player_obj.velocity_y = RandomValues([2])  # Reduce y-axis velocity from +11 to +2
       return obj_list

Expert #56 for obj_type player with weight = -0.52
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([player_obj.velocity_y + 8])
    return obj_list

Expert #57 for obj_type player with weight = 1.66
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        player_obj.deleted = RandomValues([0])  # Ensure player objects are not deleted
    return obj_list

Expert #58 for obj_type player with weight = 2.58
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           if player_obj.velocity_y > 0:
               touching = False
               for obj in obj_list.objs:
                   if player_obj.touches(obj, touch_side, touch_percent):
                       touching = True
                       break
               if not touching:
                   player_obj.velocity_y = RandomValues([1, 2, 3])  # Example positive values
       return obj_list

Expert #59 for obj_type player with weight = 1.66
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the deleted attribute to 0, indicating the object is not deleted
           player_obj.deleted = RandomValues([0])
       return obj_list

Expert #60 for obj_type player with weight = 1.66
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Ensure player objects are not deleted by setting deleted to 0.
        player_obj.deleted = RandomValues([0])
    return obj_list

Expert #61 for obj_type player with weight = 1.89
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #62 for obj_type player with weight = 2.27
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #63 for obj_type player with weight = 2.54
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #64 for obj_type player with weight = 1.72
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([9])
    return obj_list

Expert #65 for obj_type player with weight = 2.16
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([9])
    return obj_list

Expert #66 for obj_type player with weight = 4.44
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([9])
    return obj_list

Expert #67 for obj_type player with weight = 3.38
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-21])
    return obj_list

Expert #68 for obj_type player with weight = 3.00
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-21])
    return obj_list

Expert #69 for obj_type player with weight = 1.92
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-9])
    return obj_list

Expert #70 for obj_type player with weight = 1.80
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #71 for obj_type player with weight = 1.66
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Ensure the player object is not deleted by setting deleted to 0.
        player_obj.deleted = RandomValues([0])
    return obj_list

Expert #72 for obj_type player with weight = 3.41
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-7])
    return obj_list

Expert #73 for obj_type player with weight = 2.90
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-7])
    return obj_list

Expert #74 for obj_type player with weight = 3.95
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs):
            # Change y-axis velocity from -6 to -4 if not touching anything.
            if player_obj.velocity_y == -6:
                player_obj.velocity_y = RandomValues([-4])
    return obj_list

Expert #75 for obj_type player with weight = 1.36
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-1])
    return obj_list

Expert #76 for obj_type player with weight = 1.65
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # This function ensures player objects are not deleted.
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        player_obj.deleted = RandomValues([0])  # Ensures the object is not deleted.
    return obj_list

Expert #77 for obj_type player with weight = 0.04
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Decrease y-axis velocity by 7.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 7])
    return obj_list

Expert #78 for obj_type player with weight = 3.27
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([10])
    return obj_list

Expert #79 for obj_type player with weight = 3.28
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([21])
    return obj_list

Expert #80 for obj_type player with weight = 1.77
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        wall_objs = obj_list.get_objs_by_obj_type('wall')
        for player_obj in player_objs:
            for wall_obj in wall_objs:
                if player_obj.touches(wall_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([3])
                    break
    return obj_list

Expert #81 for obj_type player with weight = 1.77
def alter_player_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            for wall_obj in wall_objs:
                if player_obj.touches(wall_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([1])
                    break
    return obj_list

Expert #82 for obj_type player with weight = 1.95
def alter_player_objects(obj_list: ObjList, action: str, touch_side=2, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        wall_objs = obj_list.get_objs_by_obj_type('wall')
        for player_obj in player_objs:
            for wall_obj in wall_objs:
                if player_obj.touches(wall_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-3])
                    break
    return obj_list

Expert #83 for obj_type player with weight = 1.69
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-17])
    return obj_list

Expert #84 for obj_type player with weight = 0.88
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(obj, touch_side, touch_percent) for obj in obj_list.objs):
            # Set y-axis velocity to -5.
            player_obj.velocity_y = RandomValues([-5])
    return obj_list

Expert #85 for obj_type player with weight = 1.61
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        ball_objs = obj_list.get_objs_by_obj_type('ball')
        for player_obj in player_objs:
            for ball_obj in ball_objs:
                if player_obj.touches(ball_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-10])
                    break
    return obj_list

Expert #86 for obj_type player with weight = 1.61
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for player_obj in player_objs:
        for ball_obj in ball_objs:
            if player_obj.touches(ball_obj, touch_side, touch_percent):
                # Set y-axis velocity to -10 when touching a ball object.
                player_obj.velocity_y = RandomValues([-10])
                break
    return obj_list

Expert #87 for obj_type player with weight = 3.01
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.30000000000000004) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            for ball_obj in ball_objs:
                if player_obj.touches(ball_obj, touch_side, touch_percent):
                    player_obj.velocity_y = RandomValues([-10])
                    break
    return obj_list

Expert #88 for obj_type player with weight = 1.93
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        wall_objs = obj_list.get_objs_by_obj_type('wall')
        for player_obj in player_objs:
            for wall_obj in wall_objs:
                if player_obj.touches(wall_obj, touch_side, touch_percent):
                    player_obj.velocity_y = SeqValues([-15, -11, -17, -3, -2, 0, 0, 0, -5, -9, -15, -3])
                    break
    return obj_list

Expert #89 for obj_type player with weight = 2.91
def alter_player_objects(obj_list: ObjList, action: str, touch_side=3, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        wall_objs = obj_list.get_objs_by_obj_type('wall')
        for player_obj in player_objs:
            for wall_obj in wall_objs:
                if player_obj.touches(wall_obj, touch_side, touch_percent):
                    player_obj.velocity_y = SeqValues([-15, -11, -17, -3, -2, +0, +0, +0, -5, -9, -15, -3, -2, -3])
                    break
    return obj_list

Expert #90 for obj_type player with weight = 1.43
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-1, -2, -3])  # Example random values
    return obj_list

Expert #91 for obj_type player with weight = 1.99
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #92 for obj_type player with weight = 1.78
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-14])
    return obj_list

Expert #93 for obj_type player with weight = 0.06
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching any other object.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Decrease the y-axis velocity by 5.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 5])
    return obj_list

Expert #94 for obj_type player with weight = 1.70
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           player_obj.deleted = RandomValues([0])
       return obj_list

Expert #95 for obj_type player with weight = 1.76
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-16])
    return obj_list

Expert #96 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching any other object.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Decrease y-axis velocity by 7.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 7])
    return obj_list

Expert #97 for obj_type player with weight = 2.01
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-16])
    return obj_list

Expert #98 for obj_type player with weight = 0.72
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([-2])
    return obj_list

Expert #99 for obj_type player with weight = 1.06
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-2])
    return obj_list

Expert #100 for obj_type player with weight = 0.89
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([-2])
    return obj_list

Expert #101 for obj_type player with weight = 2.01
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #102 for obj_type player with weight = 2.22
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        touching_anything = False
        for obj in obj_list.objs:
            if player_obj.touches(obj, touch_side, touch_percent):
                touching_anything = True
                break
        if not touching_anything and player_obj.velocity_y > 0:
            player_obj.velocity_y = RandomValues([16])
    return obj_list

Expert #103 for obj_type player with weight = 1.75
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Ensure the player object is not deleted by setting deleted to 0.
           player_obj.deleted = RandomValues([0])
       return obj_list

Expert #104 for obj_type player with weight = 1.82
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the deleted attribute to 0, indicating the object is not deleted.
           player_obj.deleted = RandomValues([0])
       return obj_list

Expert #105 for obj_type player with weight = 2.31
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([18])
    return obj_list

Expert #106 for obj_type player with weight = 2.96
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([18])
    return obj_list

Expert #107 for obj_type player with weight = 3.06
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([18])
    return obj_list

Expert #108 for obj_type player with weight = 1.21
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([7])
    return obj_list

Expert #109 for obj_type player with weight = 1.16
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        touching_anything = False
        for obj in obj_list.objs:
            if player_obj.touches(obj, touch_side, touch_percent):
                touching_anything = True
                break
        if not touching_anything and player_obj.velocity_y > 0:
            player_obj.velocity_y = RandomValues([7])
    return obj_list

Expert #110 for obj_type player with weight = 1.82
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # This function ensures player objects are not deleted.
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        player_obj.deleted = RandomValues([0])  # Ensures the player object is not deleted.
    return obj_list

Expert #111 for obj_type player with weight = 1.66
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # This function sets the y-axis velocity of player objects to +5.
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        player_obj.velocity_y = RandomValues([5])  # Sets y-axis velocity to +5.
    return obj_list

Expert #112 for obj_type player with weight = 0.83
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([5])
    return obj_list

Expert #113 for obj_type player with weight = 1.25
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([5])
    return obj_list

Expert #114 for obj_type player with weight = 1.82
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        player_obj.deleted = RandomValues([0])
    return obj_list

Expert #115 for obj_type player with weight = 1.99
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_y = RandomValues([1])
    return obj_list

Expert #116 for obj_type player with weight = 0.24
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Reduce y-axis velocity from +5 to +1.
            if player_obj.velocity_y == 5:
                player_obj.velocity_y = RandomValues([1])
    return obj_list

Expert #117 for obj_type player with weight = 2.08
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           player_obj.deleted = RandomValues([0])  # Ensure player objects are not deleted
       return obj_list

Expert #118 for obj_type player with weight = 0.16
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Reduce y-axis velocity by 10.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 10])
    return obj_list

Expert #119 for obj_type player with weight = 4.48
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #120 for obj_type player with weight = 1.01
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Set y-axis velocity to -8.
            player_obj.velocity_y = RandomValues([-8])
    return obj_list

Expert #121 for obj_type player with weight = 2.92
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([-8])
    return obj_list

Expert #122 for obj_type player with weight = 1.17
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-15])
    return obj_list

Expert #123 for obj_type player with weight = 1.44
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-3])
    return obj_list

Expert #124 for obj_type player with weight = 0.82
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Set y-axis velocity to +6.
            player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #125 for obj_type player with weight = -0.32
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of type 'player'
    for player_obj in player_objs:  # player_obj is of type Obj
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([player_obj.velocity_y + 15])
    return obj_list

Expert #126 for obj_type player with weight = 1.76
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the x-axis velocity to +0.
           player_obj.velocity_x = RandomValues([0])
       return obj_list

Expert #127 for obj_type player with weight = 1.58
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([-20])
    return obj_list

Expert #128 for obj_type player with weight = 2.22
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHT':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-20])
    return obj_list

Expert #129 for obj_type player with weight = 0.14
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching any other object.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Decrease the y-axis velocity.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 1])
    return obj_list

Expert #130 for obj_type player with weight = 2.57
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([-20])
    return obj_list

Expert #131 for obj_type player with weight = 2.79
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            if player_obj.velocity_y == -20:
                player_obj.velocity_y = RandomValues([-8])
    return obj_list

Expert #132 for obj_type player with weight = 1.02
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            player_obj.velocity_y = RandomValues([-8])  # Set y-axis velocity to -8
    return obj_list

Expert #133 for obj_type player with weight = 0.93
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #134 for obj_type player with weight = 1.76
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the x-axis velocity to +0.
        player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #135 for obj_type player with weight = 0.05
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Decrease y-axis velocity by 5.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 5])
    return obj_list

Expert #136 for obj_type player with weight = 1.24
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching_anything = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                player_obj.velocity_y = RandomValues([-1])
    return obj_list

Expert #137 for obj_type player with weight = 1.91
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the x-axis velocity to 0
           player_obj.velocity_x = RandomValues([0])
       return obj_list

Expert #138 for obj_type player with weight = 1.91
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       player_objs = obj_list.get_objs_by_obj_type('player')
       for player_obj in player_objs:
           # Set the x-axis velocity to 0.
           player_obj.velocity_x = RandomValues([0])
       return obj_list

Expert #139 for obj_type player with weight = 0.86
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching any other object.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Set y-axis velocity to -5.
            player_obj.velocity_y = RandomValues([-5])
    return obj_list

Expert #140 for obj_type player with weight = 1.91
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Set the x-axis velocity to 0.
        player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #141 for obj_type player with weight = 1.78
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #142 for obj_type player with weight = 1.78
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #143 for obj_type player with weight = 0.91
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_y = RandomValues([7])
    return obj_list

Expert #144 for obj_type player with weight = 1.15
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([7])
    return obj_list

Expert #145 for obj_type player with weight = 1.91
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # This function sets the x-axis velocity of player objects to +0.
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        player_obj.velocity_x = RandomValues([0])  # Sets x-axis velocity to +0.
    return obj_list

Expert #146 for obj_type player with weight = 2.57
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([18])
    return obj_list

Expert #147 for obj_type player with weight = 2.57
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([18])
    return obj_list

Expert #148 for obj_type player with weight = 1.87
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([17])
    return obj_list

Expert #149 for obj_type player with weight = 1.87
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([17])
    return obj_list

Expert #150 for obj_type player with weight = 2.78
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([4])
    return obj_list

Expert #151 for obj_type player with weight = 2.78
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'LEFTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([4])
    return obj_list

Expert #152 for obj_type player with weight = 0.88
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #153 for obj_type player with weight = 0.03
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching any other object.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Decrease y-axis velocity by 5.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 5])
    return obj_list

Expert #154 for obj_type player with weight = 1.83
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #155 for obj_type player with weight = 1.83
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #156 for obj_type player with weight = 1.26
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs):
            # Set y-axis velocity to -6.
            player_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #157 for obj_type player with weight = 2.77
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([-9])
    return obj_list

Expert #158 for obj_type player with weight = 2.77
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-9])
    return obj_list

Expert #159 for obj_type player with weight = 0.80
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_y = RandomValues([-15])
    return obj_list

Expert #160 for obj_type player with weight = 0.07
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching any other object.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Decrease y-axis velocity by 6.
            player_obj.velocity_y = RandomValues([player_obj.velocity_y - 6])
    return obj_list

Expert #161 for obj_type player with weight = 0.11
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y < 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([player_obj.velocity_y, -15])
    return obj_list

Expert #162 for obj_type player with weight = 1.14
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            player_obj.velocity_y = RandomValues([-3])
    return obj_list

Expert #163 for obj_type player with weight = 1.06
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-15])
    return obj_list

Expert #164 for obj_type player with weight = 1.67
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([-5])
    return obj_list

Expert #165 for obj_type player with weight = 1.67
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'RIGHTFIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([-5])
    return obj_list

Expert #166 for obj_type player with weight = 0.64
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if not any(player_obj.touches(obj, touch_side, touch_percent) for obj in obj_list.objs):
            # Change y-axis velocity to a random value, e.g., -5 or 5.
            player_obj.velocity_y = RandomValues([-5, 5])
    return obj_list

Expert #167 for obj_type player with weight = 1.73
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([-5])
    return obj_list

Expert #168 for obj_type player with weight = 1.24
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #169 for obj_type player with weight = 0.39
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'NOOP':
        player_objs = obj_list.get_objs_by_obj_type('player')  # get all Obj of obj_type 'player'
        for player_obj in player_objs:  # player_obj is of type Obj
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #170 for obj_type player with weight = 0.50
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #171 for obj_type player with weight = 1.47
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        if player_obj.velocity_x == 0:
            touching = False
            for obj in obj_list.objs:
                if player_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #172 for obj_type player with weight = 2.42
def alter_player_objects(obj_list: ObjList, action: str, touch_side=0, touch_percent=1.0) -> ObjList:
    if action == 'FIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            player_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #173 for obj_type player with weight = 2.42
def alter_player_objects(obj_list: ObjList, action: str, touch_side=-1, touch_percent=0.1) -> ObjList:
    if action == 'FIRE':
        player_objs = obj_list.get_objs_by_obj_type('player')
        for player_obj in player_objs:
            interaction = False
            for other_obj in obj_list.objs:
                if player_obj.touches(other_obj, touch_side, touch_percent):
                    interaction = True
                    break
            if not interaction:
                player_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #174 for obj_type player with weight = 1.53
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching anything.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Maintain x-axis velocity at +0.
            player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #175 for obj_type player with weight = 1.53
def alter_player_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    player_objs = obj_list.get_objs_by_obj_type('player')
    for player_obj in player_objs:
        # Check if the player object is not touching anything.
        if not any(player_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != player_obj):
            # Set x-axis velocity to +0.
            player_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #176 for obj_type player with weight = 0.00
def alter_player_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # No player objects are created, so we simply return the obj_list as is.
    return obj_list

---------------------------- Object type: wall ----------------------------
Expert #1 for obj_type wall with weight = 1.52
def alter_wall_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for wall_obj in wall_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        wall_obj.deleted = RandomValues([0])
    return obj_list

Expert #2 for obj_type wall with weight = 1.97
def alter_wall_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for wall_obj in wall_objs:
        # Set the x-axis velocity to 0.
        wall_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #3 for obj_type wall with weight = 1.97
def alter_wall_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for wall_obj in wall_objs:
        # Set the y-axis velocity to 0.
        wall_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #4 for obj_type wall with weight = 0.60
def alter_wall_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for wall_obj in wall_objs:
        # Set the deleted attribute to 0, indicating the wall object is not deleted.
        wall_obj.deleted = RandomValues([0])
    return obj_list

Expert #5 for obj_type wall with weight = 0.00
def alter_wall_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # No wall objects are created, so we simply return the obj_list without any changes.
    return obj_list

---------------------------- Object type: zone ----------------------------
Expert #1 for obj_type zone with weight = 1.27
def alter_zone_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for zone_obj in zone_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted
        zone_obj.deleted = RandomValues([0])
    return obj_list

Expert #2 for obj_type zone with weight = 1.94
def alter_zone_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for zone_obj in zone_objs:
        # Set the x-axis velocity to 0
        zone_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #3 for obj_type zone with weight = 1.94
def alter_zone_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for zone_obj in zone_objs:
        # Set the y-axis velocity to 0
        zone_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #4 for obj_type zone with weight = 1.27
def alter_zone_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for zone_obj in zone_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        zone_obj.deleted = RandomValues([0])
    return obj_list

Expert #5 for obj_type zone with weight = 0.16
def alter_zone_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for zone_obj in zone_objs:
        # Check if the zone object is not touching any other object.
        if not any(zone_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != zone_obj):
            # Set the x-axis velocity to 0.
            zone_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #6 for obj_type zone with weight = 0.16
def alter_zone_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for zone_obj in zone_objs:
        # Check if the zone object is not touching any other object.
        if not any(zone_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != zone_obj):
            # Set the y-axis velocity to 0.
            zone_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #7 for obj_type zone with weight = 0.16
def alter_zone_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')  # get all Obj of type 'zone'
    for zone_obj in zone_objs:  # zone_obj is of type Obj
        if isinstance(zone_obj.velocity_x, int) and zone_obj.velocity_x == 0:
            touching = False
            for other_obj in obj_list.objs:
                if zone_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                zone_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #8 for obj_type zone with weight = 0.16
def alter_zone_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')  # get all Obj of type 'zone'
    for zone_obj in zone_objs:  # zone_obj is of type Obj
        if isinstance(zone_obj.velocity_y, int) and zone_obj.velocity_y == 0:
            touching = False
            for other_obj in obj_list.objs:
                if zone_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                zone_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #9 for obj_type zone with weight = 0.19
def alter_zone_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for zone_obj in zone_objs:
        # Check if the zone object is not touching any other object.
        if not any(zone_obj.touches(obj, touch_side, touch_percent) for obj in obj_list.objs if obj != zone_obj):
            # Set the x-axis velocity to 0.
            zone_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #10 for obj_type zone with weight = 0.19
def alter_zone_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for zone_obj in zone_objs:
        # Check if the zone object is not touching any other object.
        if not any(zone_obj.touches(obj, touch_side, touch_percent) for obj in obj_list.objs if obj != zone_obj):
            # Set the y-axis velocity to 0.
            zone_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #11 for obj_type zone with weight = 0.19
def alter_zone_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for zone_obj in zone_objs:
        if zone_obj.velocity_x == 0:
            touching_anything = False
            for obj in obj_list.objs:
                if obj != zone_obj and zone_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                zone_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #12 for obj_type zone with weight = 0.19
def alter_zone_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for zone_obj in zone_objs:
        if zone_obj.velocity_y == 0:
            touching_anything = False
            for obj in obj_list.objs:
                if obj != zone_obj and zone_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                zone_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #13 for obj_type zone with weight = 0.00
def alter_zone_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # No zone objects are created, so we simply return the obj_list as is.
    return obj_list

---------------------------- Object type: ball ----------------------------
Expert #1 for obj_type ball with weight = 1.44
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if (ball_obj.velocity_x == 0 and ball_obj.velocity_y == 0 and
                not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != ball_obj)):
            ball_obj.deleted = RandomValues([1])
    return obj_list

Expert #2 for obj_type ball with weight = 1.44
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if (ball_obj.velocity_x == 0 and
                not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != ball_obj)):
            ball_obj.deleted = RandomValues([1])
    return obj_list

Expert #3 for obj_type ball with weight = 1.76
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_x == 0 and ball_obj.velocity_y == 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.deleted = RandomValues([1])
    return obj_list

Expert #4 for obj_type ball with weight = 1.91
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for ball_obj in ball_objs:
        if ball_obj.velocity_y > 0:
            for enemy_obj in enemy_objs:
                if ball_obj.touches(enemy_obj, touch_side, touch_percent):
                    ball_obj.velocity_y = RandomValues([-abs(ball_obj.velocity_y)])
                    break
    return obj_list

Expert #5 for obj_type ball with weight = 0.65
def alter_ball_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for ball_obj in ball_objs:
        for wall_obj in wall_objs:
            if ball_obj.touches(wall_obj, touch_side, touch_percent):
                ball_obj.velocity_y = RandomValues([3])  # Set y-axis velocity to +3
                break
    return obj_list

Expert #6 for obj_type ball with weight = 1.57
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        for other_obj in obj_list.objs:
            if ball_obj.touches(other_obj, touch_side, touch_percent):
                break
        else:
            # The ball objects that are not touching anything set their y-axis velocity to +6
            ball_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #7 for obj_type ball with weight = 0.91
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.2) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       player_objs = obj_list.get_objs_by_obj_type('player')
       for ball_obj in ball_objs:
           for player_obj in player_objs:
               if ball_obj.touches(player_obj, touch_side, touch_percent):
                   ball_obj.velocity_x = RandomValues([-1])
                   break
       return obj_list

Expert #8 for obj_type ball with weight = 0.91
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.2) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    player_objs = obj_list.get_objs_by_obj_type('player')
    for ball_obj in ball_objs:
        for player_obj in player_objs:
            if ball_obj.touches(player_obj, touch_side, touch_percent) and ball_obj.velocity_x > 0:
                ball_obj.velocity_x = RandomValues([-1])
                break
    return obj_list

Expert #9 for obj_type ball with weight = 2.18
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.2) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    player_objs = obj_list.get_objs_by_obj_type('player')
    for ball_obj in ball_objs:
        for player_obj in player_objs:
            if ball_obj.touches(player_obj, touch_side, touch_percent) and ball_obj.velocity_y > 0:
                ball_obj.velocity_y = RandomValues([abs(ball_obj.velocity_y)])
                break
    return obj_list

Expert #10 for obj_type ball with weight = 0.29
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y > 0:
            touching = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                ball_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #11 for obj_type ball with weight = 0.44
def alter_ball_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for ball_obj in ball_objs:
        for wall_obj in wall_objs:
            if ball_obj.touches(wall_obj, touch_side, touch_percent):
                # Set y-axis velocity to -3.
                ball_obj.velocity_y = RandomValues([-3])
                break
    return obj_list

Expert #12 for obj_type ball with weight = 0.36
def alter_ball_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       wall_objs = obj_list.get_objs_by_obj_type('wall')
       for ball_obj in ball_objs:
           for wall_obj in wall_objs:
               if ball_obj.touches(wall_obj, touch_side, touch_percent):
                   ball_obj.velocity_y = RandomValues([3])
                   break
       return obj_list

Expert #13 for obj_type ball with weight = 0.96
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for ball_obj in ball_objs:
        if isinstance(ball_obj.velocity_y, int) and ball_obj.velocity_y > 0:
            for enemy_obj in enemy_objs:
                if ball_obj.touches(enemy_obj, touch_side, touch_percent):
                    ball_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #14 for obj_type ball with weight = 0.38
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       for ball_obj in ball_objs:
           # Set the y-axis velocity to -3.
           ball_obj.velocity_y = RandomValues([-3])
       return obj_list

Expert #15 for obj_type ball with weight = 0.37
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_x > 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.velocity_x = RandomValues([3])
    return obj_list

Expert #16 for obj_type ball with weight = 0.41
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y == 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.velocity_y = RandomValues([-3])
    return obj_list

Expert #17 for obj_type ball with weight = 0.37
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_x > 0:
            touching = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                ball_obj.velocity_x = RandomValues([3])
    return obj_list

Expert #18 for obj_type ball with weight = 0.97
def alter_ball_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for ball_obj in ball_objs:
        for wall_obj in wall_objs:
            if ball_obj.touches(wall_obj, touch_side, touch_percent):
                ball_obj.velocity_x = RandomValues([ball_obj.velocity_x])
                break
    return obj_list

Expert #19 for obj_type ball with weight = 2.51
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y < 0 and ball_obj.y <= 32:
            ball_obj.velocity_y = SeqValues([2])
    return obj_list

Expert #20 for obj_type ball with weight = 0.78
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Check if the ball is touching any other object.
        touching = False
        for other_obj in obj_list.objs:
            if ball_obj.touches(other_obj, touch_side, touch_percent):
                touching = True
                break
        # If not touching, set the y-axis velocity to +3.
        if not touching:
            ball_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #21 for obj_type ball with weight = 0.37
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # This function sets the y-axis velocity of ball objects to -3.
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        ball_obj.velocity_y = RandomValues([-3])  # Sets y-axis velocity to -3.
    return obj_list

Expert #22 for obj_type ball with weight = 1.04
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.2) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    player_objs = obj_list.get_objs_by_obj_type('player')
    for ball_obj in ball_objs:
        for player_obj in player_objs:
            if ball_obj.touches(player_obj, touch_side, touch_percent):
                ball_obj.velocity_x = RandomValues([-1])
                break
    return obj_list

Expert #23 for obj_type ball with weight = 1.27
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.2) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    player_objs = obj_list.get_objs_by_obj_type('player')
    for ball_obj in ball_objs:
        for player_obj in player_objs:
            if ball_obj.touches(player_obj, touch_side, touch_percent) and ball_obj.velocity_y > 0:
                ball_obj.velocity_y = RandomValues([-3])
                break
    return obj_list

Expert #24 for obj_type ball with weight = 3.02
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y < 0 and ball_obj.y <= 31:
            ball_obj.velocity_y = SeqValues([4])
    return obj_list

Expert #25 for obj_type ball with weight = 1.08
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if ball_obj.velocity_x < 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.velocity_x = RandomValues([-3])
    return obj_list

Expert #26 for obj_type ball with weight = 2.21
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if ball_obj.velocity_y < 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #27 for obj_type ball with weight = 0.93
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y < 0 and ball_obj.y <= 32:
            ball_obj.velocity_y = SeqValues([3])
    return obj_list

Expert #28 for obj_type ball with weight = 1.31
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y < 0:
            touching = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                ball_obj.velocity_y = RandomValues([ball_obj.velocity_y, ball_obj.velocity_y - 1])
    return obj_list

Expert #29 for obj_type ball with weight = 1.56
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Set the y-axis velocity to -8
        ball_obj.velocity_y = RandomValues([-8])
    return obj_list

Expert #30 for obj_type ball with weight = 1.31
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for ball_obj in ball_objs:
           for enemy_obj in enemy_objs:
               if ball_obj.touches(enemy_obj, touch_side, touch_percent):
                   ball_obj.velocity_y = RandomValues([v for v in range(-10, 11) if v != -6])
                   break
       return obj_list

Expert #31 for obj_type ball with weight = 0.61
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y > 0 and ball_obj.y >= 191:
            ball_obj.velocity_y = SeqValues([-3])
    return obj_list

Expert #32 for obj_type ball with weight = 1.64
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_x < 0 and ball_obj.x <= 20:
            ball_obj.velocity_x = SeqValues([1])  # Set x-axis velocity to [+1]
    return obj_list

Expert #33 for obj_type ball with weight = 0.30
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs):
            ball_obj.velocity_y = RandomValues([v for v in [ball_obj.velocity_y] if v != -8])
    return obj_list

Expert #34 for obj_type ball with weight = 0.61
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs):
            ball_obj.velocity_y = RandomValues([-9])
    return obj_list

Expert #35 for obj_type ball with weight = 0.61
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       for ball_obj in ball_objs:
           if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != ball_obj):
               ball_obj.velocity_y = RandomValues([-9])  # Set y-axis velocity to -9
       return obj_list

Expert #36 for obj_type ball with weight = 1.33
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if ball_obj.velocity_y < 0:
            # Check if the ball is not touching any other object
            if not any(ball_obj.touches(other_obj, touch_side, touch_percent) for other_obj in obj_list.objs if other_obj != ball_obj):
                ball_obj.velocity_y = RandomValues([-9])
        break
    return obj_list

Expert #37 for obj_type ball with weight = 0.36
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if ball_obj.velocity_x > 0:
            # Check if the ball is not touching any other object
            if not any(ball_obj.touches(other_obj, touch_side, touch_percent) for other_obj in obj_list.objs if other_obj != ball_obj):
                ball_obj.velocity_x = RandomValues([3])
        break
    return obj_list

Expert #38 for obj_type ball with weight = 3.64
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for ball_obj in ball_objs:
        for wall_obj in wall_objs:
            if ball_obj.touches(wall_obj, touch_side, touch_percent):
                ball_obj.velocity_y = RandomValues([10])  # Set y-axis velocity to +10
                break
    return obj_list

Expert #39 for obj_type ball with weight = 0.58
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != ball_obj):
            ball_obj.velocity_y = RandomValues([ball_obj.velocity_y - 1])
    return obj_list

Expert #40 for obj_type ball with weight = 0.55
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != ball_obj):
            ball_obj.velocity_y = RandomValues([9])
    return obj_list

Expert #41 for obj_type ball with weight = 0.40
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_x > 0:
            # If the ball object has a positive x-axis velocity and is not touching anything, set it to +3
            touching_anything = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.velocity_x = RandomValues([3])
    return obj_list

Expert #42 for obj_type ball with weight = 1.07
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y > 0:
            # If the ball object has a positive y-axis velocity and is not touching anything, set it to +9
            touching_anything = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.velocity_y = RandomValues([9])
    return obj_list

Expert #43 for obj_type ball with weight = 0.55
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != ball_obj):
            ball_obj.velocity_y = RandomValues([9])  # Set y-axis velocity to +9
    return obj_list

Expert #44 for obj_type ball with weight = 1.66
def alter_ball_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       wall_objs = obj_list.get_objs_by_obj_type('wall')
       for ball_obj in ball_objs:
           for wall_obj in wall_objs:
               if ball_obj.touches(wall_obj, touch_side, touch_percent):
                   ball_obj.velocity_x = RandomValues([ball_obj.velocity_x])
                   break
       return obj_list

Expert #45 for obj_type ball with weight = 1.45
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       for ball_obj in ball_objs:
           if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != ball_obj):
               ball_obj.velocity_y = RandomValues([ball_obj.velocity_y + 1])  # Increase y-axis velocity by +1
       return obj_list

Expert #46 for obj_type ball with weight = 2.27
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    player_objs = obj_list.get_objs_by_obj_type('player')
    for ball_obj in ball_objs:
        for player_obj in player_objs:
            if ball_obj.touches(player_obj, touch_side, touch_percent):
                ball_obj.velocity_y = RandomValues([1])
                break
    return obj_list

Expert #47 for obj_type ball with weight = 3.39
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y > 0 and ball_obj.y >= 193:
            ball_obj.velocity_y = SeqValues([-10])
    return obj_list

Expert #48 for obj_type ball with weight = 0.25
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Set the x-axis velocity to -3.
        ball_obj.velocity_x = RandomValues([-3])
    return obj_list

Expert #49 for obj_type ball with weight = 1.28
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_x < 0:  # Check if x-axis velocity is negative
            touching = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                ball_obj.velocity_x = RandomValues([-3])  # Set x-axis velocity to -3
    return obj_list

Expert #50 for obj_type ball with weight = 0.13
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y > 0:  # Check if y-axis velocity is positive
            touching = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                ball_obj.velocity_y = RandomValues([6])  # Set y-axis velocity to +6
    return obj_list

Expert #51 for obj_type ball with weight = 0.81
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Set the y-axis velocity to -3
        ball_obj.velocity_y = RandomValues([-3])
    return obj_list

Expert #52 for obj_type ball with weight = 1.03
def alter_ball_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for ball_obj in ball_objs:
        for wall_obj in wall_objs:
            if ball_obj.touches(wall_obj, touch_side, touch_percent):
                ball_obj.velocity_x = RandomValues([ball_obj.velocity_x])  # Maintain x-axis velocity
                break
    return obj_list

Expert #53 for obj_type ball with weight = 1.10
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for ball_obj in ball_objs:
        for zone_obj in zone_objs:
            if ball_obj.touches(zone_obj, touch_side, touch_percent):
                ball_obj.velocity_x = RandomValues([-2])
                break
    return obj_list

Expert #54 for obj_type ball with weight = 0.94
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for ball_obj in ball_objs:
        for zone_obj in zone_objs:
            if ball_obj.touches(zone_obj, touch_side, touch_percent):
                ball_obj.velocity_y = RandomValues([4])
                break
    return obj_list

Expert #55 for obj_type ball with weight = 1.95
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for ball_obj in ball_objs:
        if ball_obj.velocity_x < 0:
            for zone_obj in zone_objs:
                if ball_obj.touches(zone_obj, touch_side, touch_percent):
                    ball_obj.velocity_x = RandomValues([-2])
                    break
    return obj_list

Expert #56 for obj_type ball with weight = 0.94
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for ball_obj in ball_objs:
        if ball_obj.velocity_y > 0:
            for zone_obj in zone_objs:
                if ball_obj.touches(zone_obj, touch_side, touch_percent):
                    ball_obj.velocity_y = RandomValues([4])
                    break
    return obj_list

Expert #57 for obj_type ball with weight = 1.10
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       zone_objs = obj_list.get_objs_by_obj_type('zone')
       for ball_obj in ball_objs:
           if any(ball_obj.touches(zone_obj, touch_side, touch_percent) for zone_obj in zone_objs):
               ball_obj.velocity_x = RandomValues([-2])
       return obj_list

Expert #58 for obj_type ball with weight = 0.94
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       zone_objs = obj_list.get_objs_by_obj_type('zone')
       for ball_obj in ball_objs:
           if any(ball_obj.touches(zone_obj, touch_side, touch_percent) for zone_obj in zone_objs):
               ball_obj.velocity_y = RandomValues([4])
       return obj_list

Expert #59 for obj_type ball with weight = 3.02
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y < 0 and ball_obj.y <= 31:
            ball_obj.velocity_y = SeqValues([7])
    return obj_list

Expert #60 for obj_type ball with weight = -0.23
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y == 0:
            # Check if the ball is not touching any other object
            touching = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                ball_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #61 for obj_type ball with weight = 0.67
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       for ball_obj in ball_objs:
           # Set the x-axis velocity to -1.
           ball_obj.velocity_x = RandomValues([-1])
       return obj_list

Expert #62 for obj_type ball with weight = 1.42
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if isinstance(ball_obj.velocity_x, int) and ball_obj.velocity_x < 0:
            touching = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                ball_obj.velocity_x = RandomValues([-1])
    return obj_list

Expert #63 for obj_type ball with weight = 0.99
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=0.5) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for ball_obj in ball_objs:
           for enemy_obj in enemy_objs:
               if ball_obj.touches(enemy_obj, touch_side, touch_percent):
                   ball_obj.velocity_x = RandomValues([3])  # Set x-axis velocity to +3
                   break
       return obj_list

Expert #64 for obj_type ball with weight = 0.47
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y > 0:  # Check if the y-axis velocity is positive
            touching_anything = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.velocity_y = SeqValues([0, -6])  # Set y-axis velocity to [+0, -6]
    return obj_list

Expert #65 for obj_type ball with weight = 0.63
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y > 0 and ball_obj.y >= 172:
            ball_obj.velocity_y = SeqValues([0, -6])
    return obj_list

Expert #66 for obj_type ball with weight = 1.13
def alter_ball_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for ball_obj in ball_objs:
        for wall_obj in wall_objs:
            if ball_obj.touches(wall_obj, touch_side, touch_percent):
                # Maintain x-axis velocity.
                ball_obj.velocity_x = RandomValues([ball_obj.velocity_x])
                break
    return obj_list

Expert #67 for obj_type ball with weight = 0.36
def alter_ball_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for ball_obj in ball_objs:
        for wall_obj in wall_objs:
            if ball_obj.touches(wall_obj, touch_side, touch_percent):
                # Set y-axis velocity to -1.
                ball_obj.velocity_y = RandomValues([-1])
                break
    return obj_list

Expert #68 for obj_type ball with weight = 0.98
def alter_ball_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for ball_obj in ball_objs:
        for wall_obj in wall_objs:
            if ball_obj.touches(wall_obj, touch_side, touch_percent) and ball_obj.velocity_y < 0:
                ball_obj.velocity_y = RandomValues([-1])
                break
    return obj_list

Expert #69 for obj_type ball with weight = 0.32
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # This function sets the x-axis velocity of ball objects to +3.
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        ball_obj.velocity_x = RandomValues([3])
    return obj_list

Expert #70 for obj_type ball with weight = 0.67
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y < 0 and ball_obj.y <= 33:
            ball_obj.velocity_y = SeqValues([6])  # set y-axis velocity to [+6]
    return obj_list

Expert #71 for obj_type ball with weight = 0.52
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_x > 0:
            touching_anything = False
            for obj in obj_list.objs:
                if ball_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.velocity_x = RandomValues([3])
    return obj_list

Expert #72 for obj_type ball with weight = 0.39
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y > 0:
            touching_anything = False
            for obj in obj_list.objs:
                if ball_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #73 for obj_type ball with weight = 1.32
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for ball_obj in ball_objs:
        for zone_obj in zone_objs:
            if ball_obj.touches(zone_obj, touch_side, touch_percent):
                ball_obj.deleted = RandomValues([1])
                break
    return obj_list

Expert #74 for obj_type ball with weight = 1.32
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if isinstance(ball_obj.velocity_x, int) and ball_obj.velocity_x > 0:
            # Check if the ball is touching any zone object
            zone_objs = obj_list.get_objs_by_obj_type('zone')
            if any(ball_obj.touches(zone_obj, touch_side, touch_percent) for zone_obj in zone_objs):
                ball_obj.deleted = RandomValues([1])
    return obj_list

Expert #75 for obj_type ball with weight = 1.32
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if isinstance(ball_obj.velocity_y, int) and ball_obj.velocity_y > 0:
            # Check if the ball is touching any zone object
            zone_objs = obj_list.get_objs_by_obj_type('zone')
            if any(ball_obj.touches(zone_obj, touch_side, touch_percent) for zone_obj in zone_objs):
                ball_obj.deleted = RandomValues([1])
    return obj_list

Expert #76 for obj_type ball with weight = 0.28
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Set the y-axis velocity to +3.
        ball_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #77 for obj_type ball with weight = 0.69
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != ball_obj):
            # Set the y-axis velocity to 3.
            ball_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #78 for obj_type ball with weight = -0.50
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y == 0:
            touching = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                ball_obj.velocity_y = RandomValues([3])
    return obj_list

Expert #79 for obj_type ball with weight = 0.82
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for ball_obj in ball_objs:
        for zone_obj in zone_objs:
            if ball_obj.touches(zone_obj, touch_side, touch_percent):
                ball_obj.velocity_x = RandomValues([ball_obj.velocity_x])  # No change in x-axis velocity
                break
    return obj_list

Expert #80 for obj_type ball with weight = 1.53
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for ball_obj in ball_objs:
        for zone_obj in zone_objs:
            if ball_obj.touches(zone_obj, touch_side, touch_percent):
                ball_obj.velocity_y = RandomValues([ball_obj.velocity_y])  # No change in y-axis velocity
                break
    return obj_list

Expert #81 for obj_type ball with weight = 0.82
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    zone_objs = obj_list.get_objs_by_obj_type('zone')  # get all Obj of type 'zone'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_x > 0:
            for zone_obj in zone_objs:
                if ball_obj.touches(zone_obj, touch_side, touch_percent):
                    ball_obj.velocity_x = RandomValues([abs(ball_obj.velocity_x)])
                    break
    return obj_list

Expert #82 for obj_type ball with weight = 1.53
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    zone_objs = obj_list.get_objs_by_obj_type('zone')  # get all Obj of type 'zone'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y > 0:
            for zone_obj in zone_objs:
                if ball_obj.touches(zone_obj, touch_side, touch_percent):
                    ball_obj.velocity_y = RandomValues([abs(ball_obj.velocity_y)])
                    break
    return obj_list

Expert #83 for obj_type ball with weight = 0.76
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       zone_objs = obj_list.get_objs_by_obj_type('zone')
       for ball_obj in ball_objs:
           for zone_obj in zone_objs:
               if ball_obj.touches(zone_obj, touch_side, touch_percent):
                   ball_obj.deleted = RandomValues([1])
                   break
       return obj_list

Expert #84 for obj_type ball with weight = 0.76
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    zone_objs = obj_list.get_objs_by_obj_type('zone')  # get all Obj of type 'zone'
    for ball_obj in ball_objs:
        for zone_obj in zone_objs:
            if ball_obj.touches(zone_obj, touch_side, touch_percent):
                ball_obj.deleted = RandomValues([1])
                break
    return obj_list

Expert #85 for obj_type ball with weight = 0.76
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    zone_objs = obj_list.get_objs_by_obj_type('zone')  # get all Obj of type 'zone'
    for ball_obj in ball_objs:
        if ball_obj.velocity_y > 0:
            for zone_obj in zone_objs:
                if ball_obj.touches(zone_obj, touch_side, touch_percent):
                    ball_obj.deleted = RandomValues([1])
                    break
    return obj_list

Expert #86 for obj_type ball with weight = 0.45
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Ensure the ball object is not deleted
        ball_obj.deleted = RandomValues([0])
    return obj_list

Expert #87 for obj_type ball with weight = 1.36
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Ensure the ball object does not change its x or y position
        # Since position is not directly modifiable, we ensure velocity is zero
        ball_obj.velocity_x = RandomValues([0])
        ball_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #88 for obj_type ball with weight = 0.35
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       for ball_obj in ball_objs:
           # Set the x-axis velocity to +3
           ball_obj.velocity_x = RandomValues([3])
       return obj_list

Expert #89 for obj_type ball with weight = 0.39
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       for ball_obj in ball_objs:
           # Set the y-axis velocity to +3
           ball_obj.velocity_y = RandomValues([3])
       return obj_list

Expert #90 for obj_type ball with weight = 1.51
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       zone_objs = obj_list.get_objs_by_obj_type('zone')
       for ball_obj in ball_objs:
           for zone_obj in zone_objs:
               if ball_obj.touches(zone_obj, touch_side, touch_percent):
                   # Set x-axis velocity to +2.
                   ball_obj.velocity_x = RandomValues([2])
                   break
       return obj_list

Expert #91 for obj_type ball with weight = 1.84
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       zone_objs = obj_list.get_objs_by_obj_type('zone')
       for ball_obj in ball_objs:
           for zone_obj in zone_objs:
               if ball_obj.touches(zone_obj, touch_side, touch_percent):
                   # Set y-axis velocity to +2.
                   ball_obj.velocity_y = RandomValues([2])
                   break
       return obj_list

Expert #92 for obj_type ball with weight = 1.51
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    zone_objs = obj_list.get_objs_by_obj_type('zone')  # get all Obj of type 'zone'
    
    for ball_obj in ball_objs:
        if ball_obj.velocity_x > 0:
            for zone_obj in zone_objs:
                if ball_obj.touches(zone_obj, touch_side, touch_percent):
                    ball_obj.velocity_x = RandomValues([2])
                    break
    return obj_list

Expert #93 for obj_type ball with weight = 1.84
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    zone_objs = obj_list.get_objs_by_obj_type('zone')  # get all Obj of type 'zone'
    
    for ball_obj in ball_objs:
        if ball_obj.velocity_y > 0:
            for zone_obj in zone_objs:
                if ball_obj.touches(zone_obj, touch_side, touch_percent):
                    ball_obj.velocity_y = RandomValues([2])
                    break
    return obj_list

Expert #94 for obj_type ball with weight = 0.88
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    zone_objs = obj_list.get_objs_by_obj_type('zone')
    for ball_obj in ball_objs:
        for zone_obj in zone_objs:
            if ball_obj.touches(zone_obj, touch_side, touch_percent):
                ball_obj.deleted = RandomValues([1])
                break
    return obj_list

Expert #95 for obj_type ball with weight = 0.88
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    zone_objs = obj_list.get_objs_by_obj_type('zone')  # get all Obj of type 'zone'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if isinstance(ball_obj.velocity_y, int) and ball_obj.velocity_y > 0:
            for zone_obj in zone_objs:
                if ball_obj.touches(zone_obj, touch_side, touch_percent):
                    ball_obj.deleted = RandomValues([1])
                    break
    return obj_list

Expert #96 for obj_type ball with weight = 0.88
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       for ball_obj in ball_objs:
           # Set the x-axis velocity to +1.
           ball_obj.velocity_x = RandomValues([1])
       return obj_list

Expert #97 for obj_type ball with weight = 0.76
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs):
            ball_obj.deleted = RandomValues([0])  # Not deleted
    return obj_list

Expert #98 for obj_type ball with weight = 2.07
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if isinstance(ball_obj.velocity_x, int) and ball_obj.velocity_x > 0:
            # Check if the ball is not touching any other object
            touching = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                ball_obj.velocity_x = RandomValues([1])
    return obj_list

Expert #99 for obj_type ball with weight = 2.04
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if isinstance(ball_obj.velocity_y, int) and ball_obj.velocity_y > 0:
            # Check if the ball is not touching any other object
            touching = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                ball_obj.velocity_y = RandomValues([1])
    return obj_list

Expert #100 for obj_type ball with weight = 0.45
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Set the x-axis velocity to -3
        ball_obj.velocity_x = RandomValues([-3])
    return obj_list

Expert #101 for obj_type ball with weight = 0.92
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.5) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    player_objs = obj_list.get_objs_by_obj_type('player')
    for ball_obj in ball_objs:
        for player_obj in player_objs:
            if ball_obj.touches(player_obj, touch_side, touch_percent):
                ball_obj.velocity_x = RandomValues([-3])  # Set x-axis velocity to -3
                break
    return obj_list

Expert #102 for obj_type ball with weight = 0.92
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.5) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    player_objs = obj_list.get_objs_by_obj_type('player')
    for ball_obj in ball_objs:
        for player_obj in player_objs:
            if ball_obj.touches(player_obj, touch_side, touch_percent):
                ball_obj.velocity_x = RandomValues([-3])
                break
    return obj_list

Expert #103 for obj_type ball with weight = 0.92
def alter_ball_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.5) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    player_objs = obj_list.get_objs_by_obj_type('player')
    for ball_obj in ball_objs:
        if ball_obj.velocity_x > 0:
            for player_obj in player_objs:
                if ball_obj.touches(player_obj, touch_side, touch_percent):
                    ball_obj.velocity_x = RandomValues([-3])
                    break
    return obj_list

Expert #104 for obj_type ball with weight = 0.74
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Check if the ball is touching any other object.
        if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != ball_obj):
            # If not touching, set the x-axis velocity to -3.
            ball_obj.velocity_x = RandomValues([-3])
    return obj_list

Expert #105 for obj_type ball with weight = -0.09
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y > 0 and ball_obj.y >= 173:
            ball_obj.velocity_y = SeqValues([-3])
    return obj_list

Expert #106 for obj_type ball with weight = 0.51
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       for ball_obj in ball_objs:
           # Set the deleted attribute to 0, indicating the ball is not deleted.
           ball_obj.deleted = RandomValues([0])
       return obj_list

Expert #107 for obj_type ball with weight = -0.08
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs):
            ball_obj.velocity_x = RandomValues([ball_obj.velocity_x])  # No change to +0
    return obj_list

Expert #108 for obj_type ball with weight = 0.31
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs):
            ball_obj.velocity_y = RandomValues([ball_obj.velocity_y])  # No change to +0
    return obj_list

Expert #109 for obj_type ball with weight = 0.54
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        if not any(ball_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs):
            ball_obj.velocity_y = RandomValues([-4])
    return obj_list

Expert #110 for obj_type ball with weight = 1.24
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_x < 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.velocity_x = RandomValues([-1])
    return obj_list

Expert #111 for obj_type ball with weight = 0.60
def alter_ball_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        if ball_obj.velocity_y < 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if ball_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                ball_obj.velocity_y = RandomValues([-4])
    return obj_list

Expert #112 for obj_type ball with weight = 0.51
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        # Set the deleted attribute to 0, indicating the ball object is not deleted
        ball_obj.deleted = RandomValues([0])
    return obj_list

Expert #113 for obj_type ball with weight = 0.41
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        # Set the x-axis velocity to +3
        ball_obj.velocity_x = RandomValues([3])
    return obj_list

Expert #114 for obj_type ball with weight = 0.80
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')  # get all Obj of type 'ball'
    for ball_obj in ball_objs:  # ball_obj is of type Obj
        # Set the y-axis velocity to -6
        ball_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #115 for obj_type ball with weight = 0.51
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       for ball_obj in ball_objs:
           ball_obj.deleted = RandomValues([0])  # Ensure ball objects are not deleted
       return obj_list

Expert #116 for obj_type ball with weight = 1.46
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for ball_obj in ball_objs:
           for enemy_obj in enemy_objs:
               if ball_obj.touches(enemy_obj, touch_side, touch_percent):
                   ball_obj.velocity_y = RandomValues([v for v in [ball_obj.velocity_y] if v != -4])
                   break
       return obj_list

Expert #117 for obj_type ball with weight = 2.84
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for ball_obj in ball_objs:
        if ball_obj.velocity_y < 0:
            for enemy_obj in enemy_objs:
                if ball_obj.touches(enemy_obj, touch_side, touch_percent):
                    ball_obj.velocity_y = RandomValues([-6])
                    break
    return obj_list

Expert #118 for obj_type ball with weight = 0.51
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Set the deleted attribute to 0, indicating the ball object is not deleted.
        ball_obj.deleted = RandomValues([0])
    return obj_list

Expert #119 for obj_type ball with weight = 0.41
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Set the x-axis velocity to +3.
        ball_obj.velocity_x = RandomValues([3])
    return obj_list

Expert #120 for obj_type ball with weight = 1.31
def alter_ball_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       wall_objs = obj_list.get_objs_by_obj_type('wall')
       for ball_obj in ball_objs:
           for wall_obj in wall_objs:
               if ball_obj.touches(wall_obj, touch_side, touch_percent):
                   ball_obj.velocity_x = RandomValues([ball_obj.velocity_x])
                   break
       return obj_list

Expert #121 for obj_type ball with weight = 0.47
def alter_ball_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
       ball_objs = obj_list.get_objs_by_obj_type('ball')
       wall_objs = obj_list.get_objs_by_obj_type('wall')
       for ball_obj in ball_objs:
           for wall_obj in wall_objs:
               if ball_obj.touches(wall_obj, touch_side, touch_percent):
                   ball_obj.velocity_y = RandomValues([-1])
                   break
       return obj_list

Expert #122 for obj_type ball with weight = 0.76
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # This function ensures that ball objects are not deleted.
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        ball_obj.deleted = RandomValues([0])  # 0 indicates the object is not deleted.
    return obj_list

Expert #123 for obj_type ball with weight = 0.76
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for ball_obj in ball_objs:
        # Set the deleted attribute to 0, indicating the ball is not deleted.
        ball_obj.deleted = RandomValues([0])
    return obj_list

Expert #124 for obj_type ball with weight = 0.07
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for ball_obj in ball_objs:
        for wall_obj in wall_objs:
            if ball_obj.touches(wall_obj, touch_side, touch_percent):
                # Change y-axis velocity to a random value.
                ball_obj.velocity_y = RandomValues([ball_obj.velocity_y + 1, ball_obj.velocity_y - 1])
                break
    return obj_list

Expert #125 for obj_type ball with weight = 0.07
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for ball_obj in ball_objs:
        for wall_obj in wall_objs:
            if ball_obj.touches(wall_obj, touch_side, touch_percent) and ball_obj.velocity_y < 0:
                ball_obj.velocity_y = RandomValues([abs(ball_obj.velocity_y)])
                break
    return obj_list

Expert #126 for obj_type ball with weight = 0.09
def alter_ball_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for ball_obj in ball_objs:
        for wall_obj in wall_objs:
            if ball_obj.touches(wall_obj, touch_side, touch_percent) and ball_obj.velocity_x > 0:
                ball_obj.velocity_x = RandomValues([ball_obj.velocity_x])
                break
    return obj_list

Expert #127 for obj_type ball with weight = 0.00
def alter_ball_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # No ball objects are created, so we simply return the original list.
    return obj_list

---------------------------- Object type: enemy ----------------------------
Expert #1 for obj_type enemy with weight = 0.55
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y == 0:
            touching = False
            for obj in obj_list.objs:
                if enemy_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                enemy_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #2 for obj_type enemy with weight = 0.71
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y > 0:
            touching = False
            for other_obj in obj_list.objs:
                if enemy_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                enemy_obj.velocity_y = RandomValues([2])
    return obj_list

Expert #3 for obj_type enemy with weight = 1.71
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Set the y-axis velocity to -4.
        enemy_obj.velocity_y = RandomValues([-4])
    return obj_list

Expert #4 for obj_type enemy with weight = 0.65
def alter_enemy_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.2) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for enemy_obj in enemy_objs:
        for ball_obj in ball_objs:
            if enemy_obj.touches(ball_obj, touch_side, touch_percent):
                enemy_obj.velocity_y = RandomValues([-4])
                break
    return obj_list

Expert #5 for obj_type enemy with weight = 0.20
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
            enemy_obj.velocity_y = RandomValues([6])  # Set y-axis velocity to 6
    return obj_list

Expert #6 for obj_type enemy with weight = 0.20
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
            enemy_obj.velocity_y = RandomValues([6])  # Set y-axis velocity to +6
    return obj_list

Expert #7 for obj_type enemy with weight = 0.59
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y < 0 and enemy_obj.y <= 39:
            enemy_obj.velocity_y = SeqValues([6])
    return obj_list

Expert #8 for obj_type enemy with weight = 0.52
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for enemy_obj in enemy_objs:
           enemy_obj.deleted = RandomValues([0])
       return obj_list

Expert #9 for obj_type enemy with weight = 0.52
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        for obj in obj_list.objs:
            if enemy_obj.touches(obj, touch_side, touch_percent):
                break
        else:
            enemy_obj.deleted = RandomValues([0])
    return obj_list

Expert #10 for obj_type enemy with weight = 1.20
def alter_enemy_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.30000000000000004) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for enemy_obj in enemy_objs:
        for ball_obj in ball_objs:
            if enemy_obj.touches(ball_obj, touch_side, touch_percent):
                # Set the y-axis velocity to 0.
                enemy_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #11 for obj_type enemy with weight = 1.20
def alter_enemy_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.30000000000000004) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for enemy_obj in enemy_objs:
        for ball_obj in ball_objs:
            if enemy_obj.touches(ball_obj, touch_side, touch_percent):
                # Stop moving vertically by setting y-axis velocity to 0.
                enemy_obj.velocity_y = RandomValues([0])
                break
    return obj_list

Expert #12 for obj_type enemy with weight = 1.59
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for enemy_obj in enemy_objs:
           # Set the y-axis velocity to -2.
           enemy_obj.velocity_y = RandomValues([-2])
       return obj_list

Expert #13 for obj_type enemy with weight = 0.69
def alter_enemy_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    wall_objs = obj_list.get_objs_by_obj_type('wall')  # get all Obj of type 'wall'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y > 0:
            for wall_obj in wall_objs:
                if enemy_obj.touches(wall_obj, touch_side, touch_percent):
                    enemy_obj.velocity_y = RandomValues([4])
                    break
    return obj_list

Expert #14 for obj_type enemy with weight = 2.06
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Set the y-axis velocity to 4
        enemy_obj.velocity_y = RandomValues([4])
    return obj_list

Expert #15 for obj_type enemy with weight = 1.87
def alter_enemy_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_y > 0:
            for wall_obj in wall_objs:
                if enemy_obj.touches(wall_obj, touch_side, touch_percent):
                    enemy_obj.velocity_y = RandomValues([0])
                    break
    return obj_list

Expert #16 for obj_type enemy with weight = 0.93
def alter_enemy_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_y == 0:
            for wall_obj in wall_objs:
                if enemy_obj.touches(wall_obj, touch_side, touch_percent):
                    enemy_obj.velocity_y = RandomValues([-4])
                    break
    return obj_list

Expert #17 for obj_type enemy with weight = 1.50
def alter_enemy_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       wall_objs = obj_list.get_objs_by_obj_type('wall')
       for enemy_obj in enemy_objs:
           for wall_obj in wall_objs:
               if enemy_obj.touches(wall_obj, touch_side, touch_percent):
                   enemy_obj.velocity_y = RandomValues([enemy_obj.velocity_y + 2, enemy_obj.velocity_y - 2])
                   break
       return obj_list

Expert #18 for obj_type enemy with weight = 0.67
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_y < 0:
            enemy_obj.velocity_y = RandomValues([-2])
    return obj_list

Expert #19 for obj_type enemy with weight = 0.91
def alter_enemy_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.2) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for enemy_obj in enemy_objs:
        for ball_obj in ball_objs:
            if enemy_obj.touches(ball_obj, touch_side, touch_percent):
                # Set y-axis velocity to -4 if touching a ball.
                enemy_obj.velocity_y = RandomValues([-4])
                break
    return obj_list

Expert #20 for obj_type enemy with weight = 1.26
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Set the y-axis velocity to -6.
        enemy_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #21 for obj_type enemy with weight = 0.64
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y < 0 and enemy_obj.y <= 65:
            enemy_obj.velocity_y = SeqValues([0, 1, 2, 3, 4])
    return obj_list

Expert #22 for obj_type enemy with weight = 1.14
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y > 0 and enemy_obj.y >= 155:
            enemy_obj.velocity_y = SeqValues([-6])
    return obj_list

Expert #23 for obj_type enemy with weight = 0.23
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y < 0 and enemy_obj.y <= 119:
            enemy_obj.velocity_y = SeqValues([4])
    return obj_list

Expert #24 for obj_type enemy with weight = 0.97
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        for obj in obj_list.objs:
            if enemy_obj.touches(obj, touch_side, touch_percent):
                break
        else:
            enemy_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #25 for obj_type enemy with weight = 0.38
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for enemy_obj in enemy_objs:
           if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
               enemy_obj.velocity_y = RandomValues([6])
       return obj_list

Expert #26 for obj_type enemy with weight = 0.27
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y < 0:  # Check if the y-axis velocity is negative
            touching_anything = False
            for other_obj in obj_list.objs:
                if enemy_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                # Set the y-axis velocity to a sequence of values [+0, +6]
                enemy_obj.velocity_y = SeqValues([0, 6])
    return obj_list

Expert #27 for obj_type enemy with weight = 0.23
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        # Check if the enemy object has a negative y-axis velocity and y-axis position <= 43
        if enemy_obj.velocity_y < 0 and enemy_obj.y <= 43:
            # Set the y-axis velocity to a sequence of values from 0 to 6
            enemy_obj.velocity_y = SeqValues([0, 1, 2, 3, 4, 5, 6])
    return obj_list

Expert #28 for obj_type enemy with weight = 1.04
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y > 0 and enemy_obj.y >= 59:
            enemy_obj.velocity_y = SeqValues([-4])
    return obj_list

Expert #29 for obj_type enemy with weight = 0.52
def alter_enemy_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       wall_objs = obj_list.get_objs_by_obj_type('wall')
       for enemy_obj in enemy_objs:
           for wall_obj in wall_objs:
               if enemy_obj.touches(wall_obj, touch_side, touch_percent):
                   enemy_obj.velocity_y = RandomValues([-4])
                   break
       return obj_list

Expert #30 for obj_type enemy with weight = 0.58
def alter_enemy_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       wall_objs = obj_list.get_objs_by_obj_type('wall')
       for enemy_obj in enemy_objs:
           for wall_obj in wall_objs:
               if enemy_obj.touches(wall_obj, touch_side, touch_percent):
                   enemy_obj.velocity_y = RandomValues([enemy_obj.velocity_y, -4])
                   break
       return obj_list

Expert #31 for obj_type enemy with weight = 0.31
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
            enemy_obj.velocity_y = RandomValues([enemy_obj.velocity_y + 2, enemy_obj.velocity_y - 2])
    return obj_list

Expert #32 for obj_type enemy with weight = 0.68
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_y > 0:
            touching = False
            for other_obj in obj_list.objs:
                if enemy_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                enemy_obj.velocity_y = RandomValues([2])
    return obj_list

Expert #33 for obj_type enemy with weight = 0.27
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_y > 0:
            touching = False
            for other_obj in obj_list.objs:
                if enemy_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                enemy_obj.velocity_y = RandomValues([enemy_obj.velocity_y + 1, enemy_obj.velocity_y + 2])
    return obj_list

Expert #34 for obj_type enemy with weight = 1.35
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y < 0 and enemy_obj.y <= 41:
            enemy_obj.velocity_y = SeqValues([2])  # set y-axis velocity to [+2]
    return obj_list

Expert #35 for obj_type enemy with weight = 0.33
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Check if the enemy object is not touching any other object.
        if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
            # Set the y-axis velocity to +0.
            enemy_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #36 for obj_type enemy with weight = 0.17
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y > 0 and enemy_obj.y >= 143:
            enemy_obj.velocity_y = SeqValues([0, -6])
    return obj_list

Expert #37 for obj_type enemy with weight = 1.22
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs):
            if enemy_obj.velocity_y == 78:
                enemy_obj.velocity_y = RandomValues([4])
    return obj_list

Expert #38 for obj_type enemy with weight = 0.85
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y > 0:
            touching = False
            for other_obj in obj_list.objs:
                if enemy_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                enemy_obj.velocity_y = RandomValues([4])
    return obj_list

Expert #39 for obj_type enemy with weight = 1.40
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
            enemy_obj.velocity_y = RandomValues([2])  # Set y-axis velocity to +2
    return obj_list

Expert #40 for obj_type enemy with weight = 0.75
def alter_enemy_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for enemy_obj in enemy_objs:
        for wall_obj in wall_objs:
            if enemy_obj.touches(wall_obj, touch_side, touch_percent):
                # Set the y-axis velocity to 2.
                enemy_obj.velocity_y = RandomValues([2])
                break
    return obj_list

Expert #41 for obj_type enemy with weight = 1.02
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y > 0 and enemy_obj.y >= 191:
            enemy_obj.velocity_y = SeqValues([-6])
    return obj_list

Expert #42 for obj_type enemy with weight = 1.23
def alter_enemy_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for enemy_obj in enemy_objs:
        for wall_obj in wall_objs:
            if enemy_obj.touches(wall_obj, touch_side, touch_percent) and enemy_obj.velocity_y > 0:
                enemy_obj.velocity_y = RandomValues([1, 2, 3])  # Example positive values
                break
    return obj_list

Expert #43 for obj_type enemy with weight = 0.88
def alter_enemy_objects(obj_list: ObjList, _, touch_side=2, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for enemy_obj in enemy_objs:
        for wall_obj in wall_objs:
            if enemy_obj.touches(wall_obj, touch_side, touch_percent):
                # Set the y-axis velocity to 2.
                enemy_obj.velocity_y = RandomValues([2])
                break
    return obj_list

Expert #44 for obj_type enemy with weight = 0.79
def alter_enemy_objects(obj_list: ObjList, _, touch_side=3, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    wall_objs = obj_list.get_objs_by_obj_type('wall')
    for enemy_obj in enemy_objs:
        for wall_obj in wall_objs:
            if enemy_obj.touches(wall_obj, touch_side, touch_percent):
                enemy_obj.velocity_y = RandomValues([enemy_obj.velocity_y])
                break
    return obj_list

Expert #45 for obj_type enemy with weight = 0.61
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        enemy_obj.deleted = RandomValues([0])  # Ensure enemy objects are not deleted
    return obj_list

Expert #46 for obj_type enemy with weight = 1.15
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        enemy_obj.velocity_x = RandomValues([0])  # Set x-axis velocity to +0
    return obj_list

Expert #47 for obj_type enemy with weight = 0.60
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for enemy_obj in enemy_objs:
           if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
               enemy_obj.velocity_y = RandomValues([28])
       return obj_list

Expert #48 for obj_type enemy with weight = 0.93
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y < 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if enemy_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                enemy_obj.velocity_y = RandomValues([28])
    return obj_list

Expert #49 for obj_type enemy with weight = 0.97
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y < 0 and enemy_obj.y <= 85:
            enemy_obj.velocity_y = SeqValues([28])
    return obj_list

Expert #50 for obj_type enemy with weight = 0.66
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted.
        enemy_obj.deleted = RandomValues([0])
    return obj_list

Expert #51 for obj_type enemy with weight = 1.21
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Set the x-axis velocity to 0.
        enemy_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #52 for obj_type enemy with weight = 0.66
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Set the deleted attribute to 0, indicating the object is not deleted
        enemy_obj.deleted = RandomValues([0])
    return obj_list

Expert #53 for obj_type enemy with weight = 0.66
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for enemy_obj in enemy_objs:
           enemy_obj.deleted = RandomValues([0])  # Ensure enemy objects are not deleted
       return obj_list

Expert #54 for obj_type enemy with weight = 1.32
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Set the x-axis velocity to 0
        enemy_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #55 for obj_type enemy with weight = 0.71
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Set the y-axis velocity to 0.
        enemy_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #56 for obj_type enemy with weight = 0.49
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Check if the enemy object is touching any other object.
        touching = False
        for obj in obj_list.objs:
            if enemy_obj.touches(obj, touch_side, touch_percent):
                touching = True
                break
        # If not touching, set y-axis velocity to 0.
        if not touching:
            enemy_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #57 for obj_type enemy with weight = 1.26
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if enemy_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                enemy_obj.velocity_y = RandomValues([0])
    return obj_list

Expert #58 for obj_type enemy with weight = 0.87
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for enemy_obj in enemy_objs:
           # Set the deleted attribute to 0, indicating the object is not deleted.
           enemy_obj.deleted = RandomValues([0])
       return obj_list

Expert #59 for obj_type enemy with weight = 0.22
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_y < 0:
            touching_anything = False
            for other_obj in obj_list.objs:
                if enemy_obj.touches(other_obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                enemy_obj.velocity_y = RandomValues([enemy_obj.velocity_y - 1, enemy_obj.velocity_y - 2])
    return obj_list

Expert #60 for obj_type enemy with weight = 0.20
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y > 0 and enemy_obj.y >= 171:
            enemy_obj.velocity_y = SeqValues([0, -2])
    return obj_list

Expert #61 for obj_type enemy with weight = 1.36
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for enemy_obj in enemy_objs:
           # Set the x-axis velocity to 0.
           enemy_obj.velocity_x = RandomValues([0])
       return obj_list

Expert #62 for obj_type enemy with weight = 0.10
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Check if the enemy object is not touching any other object.
        if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
            # Set y-axis velocity to -2.
            enemy_obj.velocity_y = RandomValues([-2])
    return obj_list

Expert #63 for obj_type enemy with weight = 0.10
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for enemy_obj in enemy_objs:
           if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
               # Set y-axis velocity to -2.
               enemy_obj.velocity_y = RandomValues([-2])
       return obj_list

Expert #64 for obj_type enemy with weight = 0.94
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        enemy_obj.deleted = RandomValues([0])  # Ensure enemy objects are not deleted
    return obj_list

Expert #65 for obj_type enemy with weight = 0.24
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y < 0:
            touching_anything = False
            for obj in obj_list.objs:
                if enemy_obj.touches(obj, touch_side, touch_percent):
                    touching_anything = True
                    break
            if not touching_anything:
                enemy_obj.velocity_y = RandomValues([-4])
    return obj_list

Expert #66 for obj_type enemy with weight = 0.40
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for enemy_obj in enemy_objs:
           if not any(enemy_obj.touches(obj, touch_side, touch_percent) for obj in obj_list.objs):
               enemy_obj.velocity_y = RandomValues([-4])
       return obj_list

Expert #67 for obj_type enemy with weight = 0.99
def alter_enemy_objects(obj_list: ObjList, _, touch_side=1, touch_percent=0.2) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    ball_objs = obj_list.get_objs_by_obj_type('ball')
    for enemy_obj in enemy_objs:
        for ball_obj in ball_objs:
            if enemy_obj.touches(ball_obj, touch_side, touch_percent) and ball_obj.velocity_y < 0:
                enemy_obj.velocity_y = RandomValues([-6])
                break
    return obj_list

Expert #68 for obj_type enemy with weight = 0.05
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_y < 0:
            enemy_obj.velocity_y = RandomValues([-6])
    return obj_list

Expert #69 for obj_type enemy with weight = 1.53
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_x == 0:
            enemy_obj.velocity_x = RandomValues([0])
    return obj_list

Expert #70 for obj_type enemy with weight = 0.21
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
            enemy_obj.velocity_y = RandomValues([enemy_obj.velocity_y - 2])
    return obj_list

Expert #71 for obj_type enemy with weight = 1.37
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        # Set the y-axis velocity to 6.
        enemy_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #72 for obj_type enemy with weight = 0.49
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
            enemy_obj.velocity_y = RandomValues([enemy_obj.velocity_y])  # Maintain current y-axis velocity
    return obj_list

Expert #73 for obj_type enemy with weight = 0.42
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for enemy_obj in enemy_objs:
           if enemy_obj.velocity_y > 0:
               touching = False
               for obj in obj_list.objs:
                   if enemy_obj.touches(obj, touch_side, touch_percent):
                       touching = True
                       break
               if not touching:
                   enemy_obj.velocity_y = RandomValues([1, 2, 3])  # Example positive values
       return obj_list

Expert #74 for obj_type enemy with weight = 0.83
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_y > 0:
            touching = False
            for other_obj in obj_list.objs:
                if enemy_obj.touches(other_obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                enemy_obj.velocity_y = RandomValues([6])
    return obj_list

Expert #75 for obj_type enemy with weight = 0.13
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')  # get all Obj of type 'enemy'
    for enemy_obj in enemy_objs:  # enemy_obj is of type Obj
        if enemy_obj.velocity_y < 0 and enemy_obj.y <= 31:
            enemy_obj.velocity_y = SeqValues([6])
    return obj_list

Expert #76 for obj_type enemy with weight = 0.16
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
            # Set y-axis velocity to 4 if not touching anything.
            enemy_obj.velocity_y = RandomValues([4])
    return obj_list

Expert #77 for obj_type enemy with weight = 0.20
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if enemy_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                enemy_obj.velocity_y = RandomValues([max(1, enemy_obj.velocity_y - 1)])
    return obj_list

Expert #78 for obj_type enemy with weight = -0.04
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if enemy_obj.velocity_y > 0:
            touching = False
            for obj in obj_list.objs:
                if enemy_obj.touches(obj, touch_side, touch_percent):
                    touching = True
                    break
            if not touching:
                enemy_obj.velocity_y = RandomValues([enemy_obj.velocity_y, enemy_obj.velocity_y + 1])
    return obj_list

Expert #79 for obj_type enemy with weight = 0.16
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
    enemy_objs = obj_list.get_objs_by_obj_type('enemy')
    for enemy_obj in enemy_objs:
        if not any(enemy_obj.touches(other, touch_side, touch_percent) for other in obj_list.objs if other != enemy_obj):
            enemy_obj.velocity_y = RandomValues([enemy_obj.velocity_y + 2])  # Increase y-axis velocity by +2
    return obj_list

Expert #80 for obj_type enemy with weight = -0.03
def alter_enemy_objects(obj_list: ObjList, _, touch_side=-1, touch_percent=0.1) -> ObjList:
       enemy_objs = obj_list.get_objs_by_obj_type('enemy')
       for enemy_obj in enemy_objs:
           if enemy_obj.velocity_y > 0:
               touching = False
               for obj in obj_list.objs:
                   if enemy_obj.touches(obj, touch_side, touch_percent):
                       touching = True
                       break
               if not touching:
                   enemy_obj.velocity_y = RandomValues([enemy_obj.velocity_y])
       return obj_list

Expert #81 for obj_type enemy with weight = 0.00
def alter_enemy_objects(obj_list: ObjList, _, touch_side=0, touch_percent=1.0) -> ObjList:
    # No changes are made to the obj_list, hence no enemy objects are created.
    return obj_list
                

BibTeX

@article{
}