NBI A stats & predictions
Welcome to the Ultimate Basketball NBI A Hungary Hub!
Discover the excitement of basketball in Hungary with our dedicated platform, offering daily updates on fresh matches and expert betting predictions. Whether you're a die-hard fan or a casual observer, this is your go-to source for all things basketball in Hungary's premier league.
Why Follow NBI A Hungary?
- Diverse Talent: The league showcases a mix of local and international talent, providing a rich tapestry of playing styles and strategies.
- Thrilling Matches: Each game promises high energy and unpredictable outcomes, keeping fans on the edge of their seats.
- Community Engagement: Engage with fellow fans and experts through our interactive platforms, enhancing your viewing experience.
Stay Updated with Daily Match Insights
Our platform is updated daily with the latest match schedules, scores, and highlights. Don't miss out on any action – keep yourself informed and ready to cheer for your favorite teams.
Betting Predictions by Experts
Our team of seasoned analysts provides expert betting predictions to help you make informed decisions. With insights into team form, player performances, and tactical analyses, you'll have the edge when placing your bets.
- Accurate Forecasts: Rely on our data-driven predictions for better betting outcomes.
- Diverse Betting Options: Explore various betting markets to suit your preferences and strategies.
- Expert Commentary: Gain deeper insights with commentary from basketball aficionados.
Explore Team Profiles
Get to know the teams competing in NBI A Hungary. From their histories to star players, we provide comprehensive profiles to enhance your understanding and appreciation of the league.
Famous Teams
- Pécsi 424: Known for their strategic gameplay and strong defense.
- Egis Körmend: Renowned for their dynamic offense and exciting matches.
- Szolnoki Olaj KK: A powerhouse with a rich history of success.
Newcomers to Watch
- Kaposvári KK: Bringing fresh energy and innovative tactics to the league.
- Tatabánya KC: Emerging as a formidable contender with promising young talent.
In-Depth Match Analysis
Each match is analyzed in detail, covering key moments, standout performances, and tactical breakdowns. Our analysis helps you understand the nuances of the game and appreciate the skill involved.
Analyzing Key Matches
- Last Week's Highlights: Review the most exciting moments from recent games.
- Tactical Insights: Understand how teams adapt their strategies during matches.
- Player Performances: Discover who stood out on the court and why.
Predictive Analytics
Leverage our predictive analytics to anticipate future match outcomes. Our models consider various factors such as team form, head-to-head records, and player injuries to provide reliable predictions.
Betting Strategies for Success
Betting on basketball can be both thrilling and rewarding. Follow our expert tips and strategies to enhance your betting experience and increase your chances of success.
Betting Tips
- Diversify Your Bets: Spread your bets across different markets to minimize risks.
- Analyze Team Form: Consider recent performances when placing bets.
- Stay Informed: Keep up with news and updates that could impact match outcomes.
Risk Management
- Budget Wisely: Set a budget for your bets and stick to it.
- Avoid Emotional Bets: Make decisions based on analysis, not emotions.
- Evaluate Odds Carefully: Compare odds across different bookmakers for the best value.
Betting Platforms
We recommend trusted betting platforms that offer secure transactions and competitive odds. Explore these platforms to find one that suits your needs and preferences.
- Bet365: Known for its extensive sports coverage and user-friendly interface.
- Pinnacle Sports: Offers competitive odds and a wide range of betting options.
- Ladbrokes: A reputable platform with a long history in sports betting.
User Engagement Features
We believe in creating an interactive community where fans can connect, share opinions, and enhance their basketball experience. Join our forums, participate in discussions, and become part of the NBI A Hungary fan community.
Fan Forums
- Discuss Matches: Share your thoughts on recent games and upcoming fixtures.
- Moderated Discussions: Engage in respectful and insightful conversations with fellow fans.
- User-Generated Content: Contribute articles, predictions, and analyses for others to read.
Social Media Integration
We are active on various social media platforms where you can follow us for real-time updates, exclusive content, and engaging interactions with our community members.
- Twitter: Follow us for instant match updates and expert insights (@NBIAHungary).
- Facebook: Join our group to connect with other fans (@NBIAHungaryFans).
- Instagram: Enjoy behind-the-scenes content from matches (@NBIAHungaryLive).
Polling & Feedback
Your feedback is invaluable to us. Participate in polls about matches, teams, or features you'd like us to add. Help us improve by sharing your thoughts directly through our feedback forms.
Hungary
NBI A
- 17:00 Egis Kormend vs Szedeak -Odd: Make Bet
- 17:00 Zalakeramia vs Kaposvari -Odd: Make Bet
Tips for Watching Live Matches
Elevate your viewing experience with these tips for watching live NBI A Hungary matches. Whether at home or on the go, make every game an unforgettable event.
Create the Perfect Viewing Setup
- Clean Viewing Environment: Ensure a comfortable seating arrangement with good visibility of your screen or TV.
- Adequate Lighting: Adjust lighting to avoid glare while maintaining clear visibility of game details.
- Sound System: Use a sound system or headphones for immersive audio experience capturing every cheer and whistle.
Maintain Focus During Games
- 
Avoid Distractions:
* Turn off notifications on devices.
* Inform others not to disturb you during crucial moments.
* Prepare snacks beforehand to avoid interruptions.
* Stay hydrated but minimize movement around.
- Foster Engagement: * Cheer along with fellow fans if watching live at an event. * Engage in live discussions online if watching remotely. * Participate in interactive features like live polls or quizzes offered by broadcasters.
- Leverage Technology: * Use apps or websites that provide live stats or player tracking for deeper engagement. * Record highlights if unable to watch live for later review. * Explore VR options if available for an immersive viewing experience.
- Create Traditions: * Establish pre-game rituals like wearing team colors or preparing favorite snacks. * Host watch parties with friends or family for a communal experience. * Celebrate victories or commiserate losses together as a group.
NBI A Hungary Merchandise & Fan GearShow off your support with official NBI A Hungary merchandise. From jerseys to scarves, find everything you need to express your team pride. Selecting Official Gear- 
Jerseys:
* Choose from home or away kits featuring team colors.
* Opt for sizes that offer comfort during wear.
- Celebrity Endorsements: * Some items may feature signatures from star players. * Limited edition gear often released during special events or anniversaries.
- Fan Accessories
- Bags & Backpacks: Ideal for carrying essentials while showing team spirit.
- Caps & Hats: Perfect for casual wear or attending games.
- Souvenirs: Collectibles like posters or keychains featuring iconic moments or players.
 Purchasing Options- 
Onditse (Online):
* Visit official team websites or trusted sports retailers online.
* Check availability before purchasing limited edition items.
- Lokalisie (Local Stores): * Explore sports shops near you that carry official merchandise. * Attend games or events where merchandise booths are set up.
 Finding Best Deals- 
Sales & Discounts:
* Keep an eye out for seasonal sales or promotional discounts.
* Subscribe to newsletters from retailers for exclusive offers.
- Promotions: * Participate in loyalty programs for additional savings. * Take advantage of bundle deals when purchasing multiple items.
 Certifying Authenticity- 
Ensure items have official branding logos or tags confirming authenticity before purchase.
 
- 
Check reviews from other buyers regarding quality assurance.
 
- 
Purchase from verified sellers either online or offline.
 
 Frequently Asked Questions (FAQ)We've compiled answers to common questions about NBI A Hungary basketball matches, betting predictions, and more. Stay informed by exploring these frequently asked questions. 
 About NBI A Hungary- 
What is NBI A Hungary?
 NBI A Hungary is the top-tier professional basketball league in Hungary.
 It features competitive teams vying for national supremacy.
 With its rich history since 1946,
 the league has become a cornerstone of Hungarian sports culture.
 
 
- 
How many teams compete?
 The league comprises 14 teams,
 each showcasing diverse talents across seasons.
 
 
- 
Are there any famous players?
 Yes! Many players have gained recognition both locally
 and internationally,
 such as Gordan Suton,
 a notable former MVP.
 
 About Betting Predictions- 
[0]: #!/usr/bin/env python
[1]: # -*- coding: utf-8 -*-
[2]: # Author: Cailong Yang
[3]: # Date: 2020/10/21
[4]: import json
[5]: import os
[6]: import pickle
[7]: import time
[8]: from multiprocessing import Pool
[9]: import numpy as np
[10]: import torch
[11]: from torch.utils.data import DataLoader
[12]: import config as cfg
[13]: from data_loaders.dataset_loader import dataset_loader
[14]: from models.models import MultiTaskModel
[15]: from utils.evaluation import evaluation
[16]: from utils.utils import save_config
[17]: def test(model: MultiTaskModel,
[18]:          dataloader: DataLoader,
[19]:          device,
[20]:          task_name,
[21]:          test_result_path):
[22]:     model.eval()
[23]:     print("testing...")
[24]:     preds = []
[25]:     ids = []
[26]:     tbar = tqdm(dataloader)
[27]:     tbar.set_description(f'evaluating {task_name}')
[28]:     pred_score = np.empty((len(dataloader.dataset), 0)).astype(np.float32)
[29]:     y_true = np.empty((len(dataloader.dataset), 0)).astype(np.int64)
[30]:     y_score = np.empty((len(dataloader.dataset), 0)).astype(np.float32)
[31]:     label_weight = None
[32]:     if task_name == "pan":
[33]:         label_weight = torch.tensor([0.25] * 2 + [1]).to(device)
[34]:         assert model.module.classifier.classifier[-1].out_features == 7
[35]:         assert model.module.classifier.num_class == 7
[36]:     pbar = tqdm(range(len(tbar)))
[37]:     pbar.set_description(f'{task_name} batch process')
[38]:     pbar.update(0)
[39]:     y_true_all = []
[40]:     y_pred_all = []
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
        
        
        
        
            
                
                    
            
                
                    
                    
                
            
        
    
    
        
            
                
                    
                        
            
                
                    
                        
                    
                
            
        
    
    
    
        
            
        
            
    
    
        
            
        
            
    
    
        
            
            
                
            
            
                
    
        
            
                
            
                
    
        
            
                
            
            
                
    
        
            
                
            
            
                
    
        
            
                
            
            
                
    
        
            
                
                
                
                    
                    
                
            
        
    
    
    
    
        
        
        
            
                
                    
                        
                    
                
            
        
    
    
    
    
        
    
        
        
        
            
            
                
            
            
                
        
        
        
            
            
                
                
                
                    
                    
                
            
        
    
    
    
        
    
        
        
        
            
            
            
                
            
        
    
    
    
        
    
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
                
                
                
                    
                    
                
            
        
    
    
    
        
    
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
                
                
                
                    
                    
                
            
        
    
    
    
    
        
    
    
    
    
    
        
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
        
    
    
    
        
    
    
    
    
        
    
        
        
        
            
                
                    
                        
                    
                
            
        
    
    
    
    
    
        
    
    
    
        
    
    
    
    
        
    
        
        
        
            
            
            
                
            
        
    
    
    
        
    
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
        
        
            
            
            
                
            
        
    
    
    
        
    
    
    
    
    
        
    
    
    
        
    
    
    
    
    
        
    
    
    
        
    
    
    
    
    
        
    
    
    
        
    
    
    
    
    
        
    
    
    
        
    
    
    
    
    
        
    
    
    
    
    
        
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
        
        
        
            
                
                    
                    
                
            
        
        
        
            
                
                    
                    
                
            
        
        
        
            
                
                    
                    
                
            
        
        
        
            
                
                    
                    
                
            
        
        
        
           
        
    
    
        
            def load_data(idx):
                x_batch = x[idx].to(device)
                y_batch = y[idx].to(device)
                return x_batch.long(), y_batch.long()
            def get_label(preds):
                return preds.argmax(-1).cpu().numpy()
            def get_pred_score(preds):
                return preds.softmax(-1).cpu().numpy()
    
        
        
        
            def get_weight(label):
                if label == -100:
                    return torch.ones_like(label).float().to(device) * -100
                else:
                    return torch.ones_like(label).float().to(device) * label_weight[label]
                    
                    
                
                
                    
                    
                
                
                
                
                
                
                    
                    
                    
                    
                    
                    
                    
                    
                    
                    
                    
                    
                    
                        
                        
                            
                                
                                
                            
                                
                            
                        
                    
                    
                    
                    
                    
                    
                        
                        
                            
                                
                                
                            
                                
                            
                        
                    
                    
                
                
                
                
                
                
                    
                    
                        
    
        
        
        
            def save_test_result(task_name):
                test_result_dict = {"y_true": y_true,
                                    "y_pred": y_pred,
                                    "y_score": y_score}
                if task_name == "pan":
                    test_result_dict["y_true"] = y_true_all
                
                save_path = os.path.join(test_result_path,
                                         f"{task_name}_test_result.pkl")
                print(f"save test result into {save_path}")
                with open(save_path, "wb") as fw:
                    pickle.dump(test_result_dict,
                                fw)
            def calculate_metric(task_name):
                print(f"calculating {task_name} metric...")
                result_dict = evaluation(task_name=task_name,
                                         y_true=y_true,
                                         y_pred=y_pred,
                                         y_score=y_score)
                print(result_dict)
                if task_name == "pan":
                    pan_res_dict_list = []
                    entity_list = ["PER", "LOC", "ORG"]
 
 
- 
What is NBI A Hungary?
 
- Promotions: * Participate in loyalty programs for additional savings. * Take advantage of bundle deals when purchasing multiple items.
 
- Lokalisie (Local Stores): * Explore sports shops near you that carry official merchandise. * Attend games or events where merchandise booths are set up.
 
- 
Onditse (Online):
* Visit official team websites or trusted sports retailers online.
* Check availability before purchasing limited edition items.
 
- Celebrity Endorsements: * Some items may feature signatures from star players. * Limited edition gear often released during special events or anniversaries.
 
- Foster Engagement: * Cheer along with fellow fans if watching live at an event. * Engage in live discussions online if watching remotely. * Participate in interactive features like live polls or quizzes offered by broadcasters.