Cup stats & predictions

Upcoming Matches Overview

Tomorrow's lineup promises an exciting slate of games with both top-tier teams and underdogs vying for glory. The Football Cup format ensures that any team can make a surprise run, adding an extra layer of excitement to each match.

Key Matchups

• Olympiacos vs AEK Athens: This classic derby is always a must-watch, with both teams boasting strong squads and a passionate fanbase. Expect a tightly contested match with high stakes.
• Panathinaikos vs PAOK: Another heavyweight clash, this game features two of Greece's most successful clubs. Both teams are in good form, making this a potentially thrilling encounter.
• Aris Thessaloniki vs Atromitos: Aris Thessaloniki will look to leverage their home advantage against a resilient Atromitos side. This match could be pivotal for Aris as they aim to progress further in the competition.

Team Form and Analysis

Analyzing recent performances is crucial for understanding how teams might fare in tomorrow's matches. Let's delve into the form of some key participants.

Olympiacos

Olympiacos has been in excellent form, winning their last five league matches. Their attacking prowess, led by star striker Kostas Fortounis, has been a significant factor in their success. Defensively, they have been solid, conceding only one goal in their last four games.

AEK Athens

AEK Athens has shown resilience despite a few setbacks in recent weeks. Their midfield dynamism and tactical flexibility under coach Giannis Anastasiou make them a formidable opponent. Key player Dimitris Diamantakos will be crucial in orchestrating attacks.

Panathinaikos

Panathinaikos has been inconsistent but possesses the quality to challenge any team on their day. Their recent draw against PAOK highlighted both their defensive solidity and attacking potential. Watch out for their playmaker Georgios Masouras, who can change the course of a game with his creativity.

PAOK

PAOK has been impressive in the league, maintaining an unbeaten streak over their last six matches. Their disciplined defense and quick counter-attacking style make them a tough nut to crack. Striker Youssef El-Arabi has been in fine form, contributing crucial goals.

Aris Thessaloniki

Aris Thessaloniki has been performing well at home, securing several victories on their own turf. Their cohesive team play and strong defensive organization are key strengths. Forward Manolis Siopis will be pivotal in leading the attack.

Atromitos

Atromitos has shown grit and determination in their recent outings. Their ability to grind out results even when not at their best is commendable. Midfielder Angelos Charisteas will be instrumental in providing leadership and experience.

Betting Predictions: Expert Insights

Betting on football requires a blend of statistical analysis and intuition about how matches might unfold. Here are some expert predictions for tomorrow's fixtures:

Olympiacos vs AEK Athens

• Match Result Prediction: Olympiacos to win (1-0) - Olympiacos' home advantage and current form make them favorites to secure a narrow victory.
• Betting Tip: Over 2.5 goals - Despite strong defenses, the attacking talent on display suggests plenty of goals could be scored.
• Total Goals: Both teams to score - With both sides capable of breaking down defenses, expect goals from both ends.

Panathinaikos vs PAOK

• Match Result Prediction: Draw (1-1) - Given both teams' defensive records and recent performances, a draw seems likely.
• Betting Tip: Under 2.5 goals - Expect a tactical battle with limited scoring opportunities.
• Total Goals: Under 1.5 goals - A low-scoring affair is anticipated due to strong defensive setups.

Aris Thessaloniki vs Atromitos

• Match Result Prediction: Aris Thessaloniki to win (2-1) - Aris' home form and Atromitos' recent struggles suggest a narrow home victory.
• Betting Tip: Both teams to score - Atromitos' resilience often sees them scoring away from home.
• Total Goals: Over 2.5 goals - With both teams needing results, expect an open game with multiple goals.

Tactical Breakdowns

To gain deeper insights into how these matches might unfold, let's examine the tactical setups likely to be employed by each team.

Olympiacos' Tactical Approach

Olympiacos typically adopts a high-pressing game under coach Pedro Martins. Their full-backs push high up the pitch, creating width and overlapping runs that stretch opposition defenses. In midfield, they rely on quick transitions from defense to attack, utilizing the speed of players like Fortounis to exploit spaces behind defensive lines.

AEK Athens' Counter-Attack Strategy

AEK Athens often employs a counter-attacking strategy under coach Giannis Anastasiou. They sit deep, absorbing pressure before launching swift counter-attacks through pacey wingers and creative midfielders like Diamantakos. Defensively, they focus on compactness and quick ball recovery to disrupt Olympiacos' rhythm.

Panathinaikos' Midfield Dominance

Panathinaikos aims to control games through midfield dominance. Under coach Marios Oikonomou, they emphasize ball retention and short passing sequences to dictate play tempo. Masouras plays a crucial role in linking defense and attack, while wingers provide width and crossing opportunities into the box.

PAOK's Defensive Solidity

PAOK is known for its disciplined defensive structure under coach Ivan Jovanović. They maintain a tight shape and focus on limiting space for opponents to operate. Offensively, they rely on quick transitions led by El-Arabi's movement off the ball and Yevhen Seleznyov's long-range shooting threat.

Aris Thessaloniki's Balanced Play

Aris Thessaloniki strives for balance between defense and attack under coach Vangelis Platellas. They utilize a flexible formation that adapts based on match situations. Siopis leads the line with his physical presence, while wing-backs provide width and support during offensive phases.

Atromitos' Resilience

Atromitos focuses on resilience and teamwork under coach Angelos Anastasiadis. They prioritize defensive organization and work collectively to regain possession quickly after losing it. Charisteas provides leadership and experience, often orchestrating play from deeper positions when necessary.

Potential Game-Changers

In football, certain players have the ability to turn games around with moments of individual brilliance or tactical awareness. Here are some players who could be pivotal in tomorrow's matches:

• Kostas Fortounis (Olympiacos): Known for his goal-scoring ability and versatility, Fortounis can operate across the front line or drop deep into midfield roles as needed.
• Dimitris Diamantakos (AEK Athens): His vision and passing range make him crucial in breaking down defenses and creating goal-scoring opportunities for his teammates.
• Georgios Masouras (Panathinaikos): Masouras' creativity in midfield can unlock tight defenses with incisive passes or unexpected dribbles into dangerous areas.
• Youssef El-Arabi (PAOK): El-Arabi's movement off the ball is exceptional; he consistently finds pockets of space where he can receive passes or get behind defenses for crucial goalscoring chances.
• Manolis Siopis (Aris Thessaloniki): Siopis' physicality makes him difficult for defenders to handle; he can hold up play effectively or win aerial duels in critical moments within the box.
• Ange<|repo_name|>tigerkong/StarCraft-II<|file_sep|>/Sc2APIProtocol/sc2api/sc2api.py # Copyright (c) DeepMind Technologies Ltd. # # Licensed under the Apache License, Version # https://github.com/deepmind/sc2/blob/master/LICENSE import collections import json from typing import Any from typing import Dict from typing import List from typing import NamedTuple from typing import Optional import attr from . import base_pb2 from . import common_pb2 from . import data_pb2 from . import error_pb2 from . import replay_pb2 @attr.s(slots=True) class Action: action_id: int = attr.ib() unit_tags: List[int] = attr.ib(default=attr.Factory(list)) queue_command: bool = attr.ib(default=False) shift: bool = attr.ib(default=False) alt: bool = attr.ib(default=False) ctrl: bool = attr.ib(default=False) unknown_01: bool = attr.ib(default=False) unknown_02: bool = attr.ib(default=False) @attr.s(slots=True) class Ability: ability_id: int = attr.ib() unit_tags: List[int] = attr.ib(default=attr.Factory(list)) target_world_space_pos: Optional[List[float]] = attr.ib(default=None) target_unit_tag: Optional[int] = attr.ib(default=None) @attr.s(slots=True) class ActionRaw: action_raw_type: int = attr.ib() ability_id: Optional[int] = attr.ib(default=None) unit_tags: Optional[List[int]] = attr.ib(default=None) queue_command: Optional[bool] = attr.ib(default=None) shift: Optional[bool] = attr.ib(default=None) alt: Optional[bool] = attr.ib(default=None) ctrl: Optional[bool] = attr.ib(default=None) unknown_01: Optional[bool] = attr.ib(default=None) unknown_02: Optional[bool] = attr.ib(default=None) @attr.s(slots=True) class Selection: selection_unit_tags: List[int] = attr.ib(default=attr.Factory(list)) @attr.s(slots=True) class Point: x: float = attr.ib() y: float = attr.ib() @attr.s(slots=True) class Rect: x_min: float = attr.ib() y_min: float = attr.ib() x_max: float = attr.ib() y_max: float = attr.ib() @attr.s(slots=True) class Camera: world_x_min: float = attr.ib() world_y_min: float = attr.ib() world_x_max: float = attr.ib() world_y_max: float = attr.ib() @attr.s(slots=True) class GameSpeed: speed_id : int=attr.ib() @attr.s(slots=True) class GameSpeedId: id : int=attr.ib() @attr.s(slots=True) class Difficulty: difficulty_id : int=attr.ib() @attr.s(slots=True) class DifficultyId: id : int=attr.ib() @attr.s(slots=True) class FeatureLayer: feature_layer_type : int=attr.ib() @attr.s(slots=True) class FeatureLayerType: type : int=attr.ib() FeatureLayerType.SCREEN_MINIMAP_RGB8_ARRAY=0 FeatureLayerType.SCREEN_MINIMAP_GRADIENT_ARRAY=1 FeatureLayerType.SCREEN_FEATURES_ARRAY=2 FeatureLayerType.MINIMAP_FEATURES_ARRAY=3 FeatureLayerType.CAMERA_POSITION_ARRAY=6 @attr.s(slots=True) class FeatureLayerData: type : FeatureLayerType=attr.ib() data : bytes=attr.ib() @attr.s(slots=True) class GameStateData(NamedTuple): score_cumulative : List[float]=None score_by_category : List[float]=None controls_countdown : int=None controls_time_scale : float=None controls_free_camp : bool=None controls_feature_layer_counts : List[int]=None controls_feature_layer_data : List[FeatureLayerData]=None @attr.s(slots=True) class PlayerResult(NamedTuple): player_id : int=None result : str=None # TODO enum? PlayerResult.PLAYER_RESULT_UNKNOWN='unknown' PlayerResult.PLAYER_RESULT_WIN='win' PlayerResult.PLAYER_RESULT_LOSS='loss' PlayerResult.PLAYER_RESULT_TIE='tie' PlayerResult.PLAYER_RESULT_NEUTRAL='neutral' # See data.proto for details. @data_pb2.GameData._pb_to_obj.register(data_pb2.ActionRawProto.ActionRawType.Value('SELECT')) def _pb_to_obj_action_raw_select(proto): return ActionRaw( action_raw_type=data_pb2.ActionRawProto.ActionRawType.SELECT, unit_tags=list(proto.unit_tags), ) # See data.proto for details. data_pb2.ActionRawProto._pb_to_obj.register(data_pb2.ActionRawProto.ActionRawType.Value('ABORT')) def _pb_to_obj_action_raw_abort(proto): return ActionRaw( action_raw_type=data_pb2.ActionRawProto.ActionRawType.ABORT, ability_id=proto.abort_ability_id, unit_tags=list(proto.abort_unit_tags), ) # See data.proto for details. data_pb2.ActionRawProto._pb_to_obj.register(data_pb2.ActionRawProto.ActionRawType.Value('BUILD')) def _pb_to_obj_action_raw_build(proto): return ActionRaw( action_raw_type=data_pb2.ActionRawProto.ActionRawType.BUILD, ability_id=proto.build_ability_id, unit_tags=list(proto.build_unit_tags), ) # See data.proto for details. data_pb2.ActionRawProto._pb_to_obj.register(data_pb2.ActionRawProto.ActionRawType.Value('CANCEL_BUILD')) def _pb_to_obj_action_raw_cancel_build(proto): return ActionRaw( action_raw_type=data_pb2.ActionRawProto.ActionRawType.CANCEL_BUILD, ability_id=proto.cancel_build_ability_id, unit_tags=list(proto.cancel_build_unit_tags), ) # See data.proto for details. data_pb2.ActionRawProto._pb_to_obj.register(data_pb2.ActionRawProto.ActionRawType.Value('CANCEL_MORPH')) def _pb_to_obj_action_raw_cancel_morph(proto): return ActionRaw( action_raw_type=data_pb2.ActionRawProto.ActionRawType.CANCEL_MORPH, ability_id=proto.cancel_morph_ability_id, unit_tags=list(proto.cancel_morph_unit_tags), ) # See data.proto for details. data_pb2.ActionRawProto._pb_to_obj.register(data_pb2.ActionRawProto.ActionRawType.Value('CHAT_MESSAGE')) def _pb_to_obj_action_raw_chat_message(proto): return ActionRaw( action_raw_type=data_pb2.ActionRawProto.ActionRawType.CHAT_MESSAGE, unit_tags=list(proto.chat_message_unit_tags), ) # See data.proto for details. data_pb2.ActionRawProto._pb_to_obj.register(data_pb2.ActionRawProto.ActionRawType.Value('HARVEST_GATHER')) def _pb_to_obj_action_raw_harvest_gather(proto): return ActionRaw( action_raw_type=data_pb2.ActionRawProto.ActionRawType.HARVEST_GATHER, ability_id=proto.harvest_gather_ability_id, unit_tags=list(proto.harvest_gather_unit_tags), ) # See data.proto for details. data_pb2.ActionRawProto._pb_to_obj.register(data_pb2.ActionRawProto.ActionRawType.Value('HARVEST_RETURN')) def _pb_to_obj_action_raw_harvest_return(proto): return ActionRaw( action_raw_type=data_pb2.ActionRawProto.ActionRawType.HARVEST_RETURN, ability_id=proto.harvest_return_ability_id, unit_tags=list(proto.harvest_return_unit_tags), ) # See data.proto for details. data_pb2.ActionRawProto._pb_to_obj.register(data_pb2.ActionRawProto.ActionRawType.Value('HOLD_POSITION')) def _pb_to_obj_action_raw_hold_position(proto): return ActionRaw( action_raw_type=data_pb2.ActionRawProto.ActionRawType.HOLD_POSITION, ability_id=proto.hold_position_ability_id, unit_tags=list(proto.hold_position_unit_tags), ) # See data.proto for details. data_pb2.ActionRawProto._pb_to_obj.register(data_pb2.ActionRawProto.ActionRawType.Value('MOVE_SCREEN')) def _pb_to_obj_action_raw_move_screen(proto): return ActionRaw( action_raw_type=data_pb2.ActionRawProto.ActionRawType.MOVE_SCREEN, target_world_space_pos=[proto.move_screen_target_world_space_pos.x, proto.move_screen_target_world_space_pos.y], ) # See data.proto for details. data_pb2.ActionRawProto._pb_to