Ligue I stats & predictions

Tomorrow's Ligue 1 Tunisia fixtures feature a series of compelling matchups that are sure to captivate fans. From fierce local derbies to high-stakes clashes between top contenders, each game offers a unique storyline and potential for surprise. Here are the key highlights:

• CS Sfaxien vs. Club Africain: A classic encounter that often decides the league's fate, this match is expected to be a tactical battle with both teams vying for supremacy.
• Etoile Sportive du Sahel vs. Espérance Sportive de Tunis: Known as the Tunisian Derby, this game is not just about points but also pride. Expect an intense atmosphere and high-quality football.
• Stade Tunisien vs. US Ben Guerdane: A crucial game for Stade Tunisien as they look to climb up the table, while US Ben Guerdane aims to solidify their position.

Understanding the current form and recent performances of each team is crucial for making informed predictions. Let's take a closer look at some of the standout teams:

CS Sfaxien

CS Sfaxien has been in excellent form recently, showcasing a balanced attack and solid defense. Their key player, Yassine Chikhaoui, has been instrumental in their success, contributing both goals and assists.

Club Africain

Club Africain has had a mixed season but remains a formidable opponent. Their resilience and ability to perform under pressure make them a tough team to beat.

Etoile Sportive du Sahel

Etoile Sportive du Sahel has been impressive in their home games, leveraging their home advantage to secure crucial victories. Their tactical flexibility allows them to adapt to different opponents effectively.

Espérance Sportive de Tunis

Espérance Sportive de Tunis is known for their attacking prowess and consistency. With a strong squad depth, they are well-equipped to handle any challenge that comes their way.

Betting on football can be an exciting way to engage with the sport, but it requires careful analysis and strategic thinking. Here are some expert betting predictions for tomorrow's matches:

CS Sfaxien vs. Club Africain

• Match Prediction: Draw (1-1)
• Betting Tip: Over 2.5 Goals - Both teams have strong attacking capabilities, making it likely that they will score multiple goals.

Etoile Sportive du Sahel vs. Espérance Sportive de Tunis

• Match Prediction: Espérance Sportive de Tunis Win - Despite being strong at home, Etoile Sportive du Sahel may struggle against Espérance's relentless attack.
• Betting Tip: Both Teams to Score - Given both teams' offensive strengths, it's probable that goals will come from both sides.

Stade Tunisien vs. US Ben Guerdane

• Match Prediction: Stade Tunisien Win - Stade Tunisien needs points and is expected to capitalize on their home advantage.
• Betting Tip: Under 2.5 Goals - Both teams may adopt a cautious approach, focusing on defense rather than risky attacks.

Tactics play a pivotal role in determining the outcome of football matches. Here are some key tactical factors to watch in tomorrow's games:

• Possession Play: Teams like Espérance Sportive de Tunis excel in maintaining possession, controlling the tempo of the game and creating scoring opportunities.
• Counter-Attacking Threats: Clubs like CS Sfaxien are known for their quick transitions from defense to attack, exploiting spaces left by opponents pressing forward.
• Midfield Battle: The midfield is often where games are won or lost. Dominance in this area can dictate control over the match and influence its outcome.
• Set-Piece Efficiency: Set-pieces can be decisive in tightly contested matches. Teams with proficient set-piece routines may gain an edge over their opponents.

Injuries and player availability can significantly impact team performance. Here are some important updates regarding key players:

• CS Sfaxien: Yassine Chikhaoui is expected to start despite nursing a minor injury, given his importance to the team's attacking strategy.
• Espérance Sportive de Tunis: Their defensive stalwart, Dylan Bronn, remains sidelined with an ankle injury, which could affect their defensive solidity.
• Etoile Sportive du Sahel: Forward Hamza Lahmar is back from suspension and will be eager to make an impact upon his return.
• Club Africain: Midfielder Khaled Korbi is doubtful due to a hamstring strain but could make an appearance if fit.

Fans play a vital role in creating the electrifying atmosphere that defines football matches. Here are some ways you can engage with tomorrow's games:

• Social Media Buzz: Share your predictions and excitement on social media using hashtags like #Ligue1Tunisia and #FootballFriday to connect with fellow fans worldwide.
• Livestreaming Events: Join online viewing parties or livestream events hosted by local clubs or fan groups to enjoy the matches with other enthusiasts.
• Predictions Contests: Participate in online prediction contests organized by sports websites or betting platforms for a chance to win prizes based on your accuracy.
• Cheer Loudly: Whether you're watching at home or participating in a local viewing party, cheer loudly for your favorite team to show your support!

Ligue 1 Tunisia is not just about winning titles; it's steeped in history and tradition that adds depth to each matchday. Understanding the historical context can enrich your appreciation of the league:

• Pioneering Teams: Clubs like Espérance Sportive de Tunis have been at the forefront of Tunisian football since its inception, setting standards for excellence.
• Famous Derbies: Matches such as Etoile Sportive du Sahel vs. Espérance Sportive de Tunis are more than just games; they're cultural events that unite communities.
• Rising Stars: Ligue 1 Tunisia has been a breeding ground for young talents who go on to shine on international stages, contributing significantly to national pride.
• Innovative Strategies: Over the years, clubs have adopted innovative strategies and training methods that have influenced football tactics globally.

The influence of football extends beyond the pitch into various economic sectors within Tunisia. Here’s how Ligue 1 Tunisia impacts the economy:

• Tourism Boost: Major matches attract tourists from around the world, contributing significantly to local economies through hospitality and retail sectors.
• Sponsorship Deals: Successful clubs secure lucrative sponsorship deals that provide financial stability and resources for growth and development.
• Youth Development Programs: Investment in youth academies fosters local talent development, creating job opportunities and promoting sports education among young people.
• Media Rights Revenue:sephirothsky/Corpus<|file_sep|>/utils/hypergraph.py from typing import List import numpy as np from utils import Corpus def get_hypergraph(corpus: Corpus) -> np.ndarray: """ Returns hypergraph matrix :param corpus: input corpus :return: hypergraph matrix """ hypergraph = np.zeros((corpus.num_nodes(), corpus.num_edges())) for i_edge in range(corpus.num_edges()): edge = corpus.get_edge(i_edge) hypergraph[edge.source_vertex(), i_edge] = -1 hypergraph[edge.target_vertex(), i_edge] = +1 if edge.has_middle_vertex(): hypergraph[edge.middle_vertex(), i_edge] = -1 def get_random_hypergraph(corpus: Corpus) -> np.ndarray: n_nodes = corpus.num_nodes() def get_random_hypergraph_2(corpus: Corpus) -> np.ndarray: def get_random_hypergraph_3(corpus: Corpus) -> np.ndarray: def get_random_hypergraph_4(corpus: Corpus) -> np.ndarray: def get_random_hypergraph_5(corpus: Corpus) -> np.ndarray: def get_random_hypergraph_6(corpus: Corpus) -> np.ndarray: def get_random_hypergraph_7(corpus: Corpus) -> np.ndarray: def get_random_hypergraph_8(corpus: Corpus) -> np.ndarray: def get_random_hypergraph_9(corpus: Corpus) -> np.ndarray: def get_random_hypergraph_10(corpus: Corpus) -> np.ndarray: <|file_sep|># -*- coding: utf-8 -*- import sys import numpy as np import time from scipy import sparse from utils import EdgeType class Edge(object): def __init__(self, source_vertex_id, target_vertex_id, weight=None, type=EdgeType.REGULAR_EDGE): self._source_vertex_id = source_vertex_id self._target_vertex_id = target_vertex_id self._weight = weight self._type = type self._middle_vertex_id = None # ================================================================================================== # Getters/Setters # ================================================================================================== # ================================================================================================== # Methods # ================================================================================================== # ================================================================================================== # Class methods # ================================================================================================== class HyperEdge(object): def __init__(self, source_vertex_id, target_vertex_id, weight=None, type=EdgeType.REGULAR_EDGE): self._source_vertex_id = source_vertex_id self._target_vertex_id = target_vertex_id self._weight = weight self._type = type self._middle_vertex_ids = [] # ================================================================================================== # Getters/Setters # ================================================================================================== # ================================================================================================== # Methods # ================================================================================================== # ================================================================================================== # Class methods # ================================================================================================== class Vertex(object): def __init__(self, vertex_id): self._vertex_id = vertex_id self._adjacency_list = [] self._adjacency_list_weights = [] self._degree_in = None # not implemented yet self._degree_out = None # not implemented yet self._degree_total = None # not implemented yet # ================================================================================================== # Getters/Setters # ================================================================================================== def has_adjacency_list(self): return len(self.adjacency_list()) >0 def adjacency_list(self): return self._adjacency_list def add_adjacency(self, adjacency): if not adjacency.has_adjacency_list(): return False new_adjacency_list = [] new_adjacency_list.extend(self.adjacency_list()) new_adjacency_list.append(adjacency) self.set_adjacency_list(new_adjacency_list) return True def set_adjacency_list(self, adjacency_list): if not isinstance(adjacency_list,list): print("Invalid input") return False self._adjacency_list = adjacency_list return True def set_adjacency_weights(self, weights): if not isinstance(weights,list): print("Invalid input") return False if len(weights) != len(self.adjacency_list()): print("Invalid input") return False self._adjacency_list_weights = weights return True def degree_in(self): return len([v.id() for v in self.adjacency_list() if v.id() != self.id()]) def degree_out(self): return len([v.id() for v in self.adjacency_list() if v.id() != self.id()]) def degree_total(self): return len(self.adjacency_list()) class Corpus(object): def __init__(self, edges=None, vertices=None): if edges == None: edges=[] if vertices == None: vertices=[] self.edges_ = edges self.vertices_ = vertices # ---------------------------------- # Getters/Setters # ---------------------------------- # ---------------------------------- # Methods # ---------------------------------- def num_edges(self): return len(self.edges_) def num_vertices(self): return len(self.vertices_) def add_edge(self, edge): if not isinstance(edge , Edge): print("Invalid input") return False found_index=False i_edge=0 while i_edgesephirothsky/Corpus<|file_sep|>/utils/metrics.pyx cimport cython import numpy as np from scipy.sparse import coo_matrix cdef class Metrics: @cython.boundscheck(False) @cython.wraparound(False) @cython.cdivision(True) @cython.nonecheck(False) cpdef float kendall_tau_distance(np.ndarray[double] ranks_a_np , np.ndarray[double] ranks_b_np): cdef Py_ssize_t n=ranks_a_np.shape[0] cdef int rank_a_i , rank_b_i , n_concordant_pairs , n_discordant_pairs , n_tied_pairs_a , n_tied_pairs_b cdef double tau_numerator , tau_denominator cdef double kendall_tau_distance_ n_concordant_pairs=0 n_discordant_pairs=0 n_tied_pairs_a=0 n_tied_pairs_b=0