├── LICENSE ├── README.md ├── img ├── features.png ├── g2_elo.png └── ranking.jpg ├── manage.py ├── mysite ├── __init__.py ├── asgi.py ├── settings.py ├── urls.py └── wsgi.py ├── notebooks ├── aggregation.ipynb ├── auto_betting_simu.ipynb ├── feature_engineering.ipynb ├── paris ├── populate_db.ipynb ├── strategy_analysis.ipynb └── var ├── paris ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── admin.cpython-36.pyc │ ├── apps.cpython-36.pyc │ ├── forms.cpython-36.pyc │ ├── models.cpython-36.pyc │ ├── module_api.cpython-36.pyc │ ├── module_data.cpython-36.pyc │ ├── urls.cpython-36.pyc │ ├── utils.cpython-36.pyc │ └── views.cpython-36.pyc ├── admin.py ├── apps.py ├── forms.py ├── migrations │ └── .gitignore ├── models.py ├── module_api.py ├── module_data.py ├── module_scrapping.py ├── static │ └── paris │ │ ├── base.html │ │ ├── item.html │ │ ├── matches.json │ │ ├── rankings.json │ │ └── style.css ├── templates │ └── paris │ │ ├── base.html │ │ ├── bet_form.html │ │ ├── bet_history.html │ │ ├── bet_history2.html │ │ ├── day.html │ │ ├── history.html │ │ ├── index.html │ │ ├── pred.html │ │ ├── team_match_list.html │ │ └── upcoming.html ├── tests.py ├── urls.py ├── utils.py └── views.py ├── report.pdf ├── requirements.txt └── var ├── .gitignore ├── history.db ├── history_elo.csv ├── logit.joblib ├── ranking.csv └── teams_map.csv /LICENSE: -------------------------------------------------------------------------------- 1 | GNU GENERAL PUBLIC LICENSE 2 | Version 3, 29 June 2007 3 | 4 | Copyright (C) 2007 Free Software Foundation, Inc. 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU General Public License is a free, copyleft license for 11 | software and other kinds of works. 12 | 13 | The licenses for most software and other practical works are designed 14 | to take away your freedom to share and change the works. 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Interpretation of Sections 15 and 16. 613 | 614 | If the disclaimer of warranty and limitation of liability provided 615 | above cannot be given local legal effect according to their terms, 616 | reviewing courts shall apply local law that most closely approximates 617 | an absolute waiver of all civil liability in connection with the 618 | Program, unless a warranty or assumption of liability accompanies a 619 | copy of the Program in return for a fee. 620 | 621 | END OF TERMS AND CONDITIONS 622 | 623 | How to Apply These Terms to Your New Programs 624 | 625 | If you develop a new program, and you want it to be of the greatest 626 | possible use to the public, the best way to achieve this is to make it 627 | free software which everyone can redistribute and change under these terms. 628 | 629 | To do so, attach the following notices to the program. It is safest 630 | to attach them to the start of each source file to most effectively 631 | state the exclusion of warranty; and each file should have at least 632 | the "copyright" line and a pointer to where the full notice is found. 633 | 634 | 635 | Copyright (C) 636 | 637 | This program is free software: you can redistribute it and/or modify 638 | it under the terms of the GNU General Public License as published by 639 | the Free Software Foundation, either version 3 of the License, or 640 | (at your option) any later version. 641 | 642 | This program is distributed in the hope that it will be useful, 643 | but WITHOUT ANY WARRANTY; without even the implied warranty of 644 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 645 | GNU General Public License for more details. 646 | 647 | You should have received a copy of the GNU General Public License 648 | along with this program. If not, see . 649 | 650 | Also add information on how to contact you by electronic and paper mail. 651 | 652 | If the program does terminal interaction, make it output a short 653 | notice like this when it starts in an interactive mode: 654 | 655 | Copyright (C) 656 | This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. 657 | This is free software, and you are welcome to redistribute it 658 | under certain conditions; type `show c' for details. 659 | 660 | The hypothetical commands `show w' and `show c' should show the appropriate 661 | parts of the General Public License. Of course, your program's commands 662 | might be different; for a GUI interface, you would use an "about box". 663 | 664 | You should also get your employer (if you work as a programmer) or school, 665 | if any, to sign a "copyright disclaimer" for the program, if necessary. 666 | For more information on this, and how to apply and follow the GNU GPL, see 667 | . 668 | 669 | The GNU General Public License does not permit incorporating your program 670 | into proprietary programs. If your program is a subroutine library, you 671 | may consider it more useful to permit linking proprietary applications with 672 | the library. If this is what you want to do, use the GNU Lesser General 673 | Public License instead of this License. But first, please read 674 | . 675 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # CSGO Odds forecasting 2 | 3 | The goal of this project is to build an application that provides an interface for forecasting the outcome of Counter Strige: Global Offensive competitive games. 4 | It includes : 5 | - a theoretical approach of gambling theory in the case of betting on competitve games. 6 | - a way to aggregate different sources available online to build features to predict the outcomes of the matches. 7 | - a model and a decision rule that is supposed to beat a particular bookmaker, only using the latter features. 8 | - some tools and simulations of what can be done in the field of Counter Strike odds prediction. 9 | 10 | You can find a whole detailled explanation of the content of the project [here](report.pdf). 11 | 12 | If you have any questions feel free to contact me ! 13 | 14 | ### If you want to test it yourself 15 | - Make sure you use shell_plus when you run the notebooks (see : [how-to-use-django-in-jupyter-notebook](https://medium.com/ayuth/how-to-use-django-in-jupyter-notebook-561ea2401852)) 16 | ```python 17 | python manage.py shell_plus --notebook 18 | ``` 19 | - Make sure you git is configured to keep symbolic links 20 | ``` 21 | git config --global core.symlinks true 22 | ``` 23 | 24 | - Make sure you have a good version of chromedriver in your PATH (see : [chromedriver](https://chromedriver.chromium.org/)) 25 | - When you run migrations for the first time use: 26 | ```python 27 | python manage.py migrate --run-syncdb 28 | ``` 29 | -------------------------------------------------------------------------------- /img/features.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/img/features.png -------------------------------------------------------------------------------- /img/g2_elo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/img/g2_elo.png -------------------------------------------------------------------------------- /img/ranking.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/img/ranking.jpg -------------------------------------------------------------------------------- /manage.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | """Django's command-line utility for administrative tasks.""" 3 | import os 4 | import sys 5 | 6 | 7 | def main(): 8 | os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'mysite.settings') 9 | try: 10 | from django.core.management import execute_from_command_line 11 | except ImportError as exc: 12 | raise ImportError( 13 | "Couldn't import Django. Are you sure it's installed and " 14 | "available on your PYTHONPATH environment variable? Did you " 15 | "forget to activate a virtual environment?" 16 | ) from exc 17 | execute_from_command_line(sys.argv) 18 | 19 | 20 | if __name__ == '__main__': 21 | main() 22 | -------------------------------------------------------------------------------- /mysite/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/mysite/__init__.py -------------------------------------------------------------------------------- /mysite/asgi.py: -------------------------------------------------------------------------------- 1 | """ 2 | ASGI config for mysite project. 3 | 4 | It exposes the ASGI callable as a module-level variable named ``application``. 5 | 6 | For more information on this file, see 7 | https://docs.djangoproject.com/en/3.0/howto/deployment/asgi/ 8 | """ 9 | 10 | import os 11 | 12 | from django.core.asgi import get_asgi_application 13 | 14 | os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'mysite.settings') 15 | 16 | application = get_asgi_application() 17 | -------------------------------------------------------------------------------- /mysite/settings.py: -------------------------------------------------------------------------------- 1 | """ 2 | Django settings for mysite project. 3 | 4 | Generated by 'django-admin startproject' using Django 3.0.6. 5 | 6 | For more information on this file, see 7 | https://docs.djangoproject.com/en/3.0/topics/settings/ 8 | 9 | For the full list of settings and their values, see 10 | https://docs.djangoproject.com/en/3.0/ref/settings/ 11 | """ 12 | 13 | import os 14 | 15 | # Build paths inside the project like this: os.path.join(BASE_DIR, ...) 16 | BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) 17 | PROJECT_DIR = os.path.dirname(os.path.realpath(__file__)) 18 | ROOT_DIR = os.path.dirname(PROJECT_DIR) 19 | STATIC_ROOT = os.path.join(PROJECT_DIR, 'static') 20 | STATICFILES_DIRS = [ 21 | os.path.join(BASE_DIR, "\\"), 22 | ] 23 | 24 | # Quick-start development settings - unsuitable for production 25 | # See https://docs.djangoproject.com/en/3.0/howto/deployment/checklist/ 26 | 27 | # SECURITY WARNING: keep the secret key used in production secret! 28 | SECRET_KEY ='YOUR DJANGO SECRET KEY' 29 | 30 | # SECURITY WARNING: don't run with debug turned on in production! 31 | DEBUG = True 32 | 33 | ALLOWED_HOSTS = [] 34 | 35 | 36 | # Application definition 37 | 38 | INSTALLED_APPS = [ 39 | "django_cron", 40 | 'paris.apps.ParisConfig', 41 | 'django.contrib.admin', 42 | 'django.contrib.auth', 43 | 'django.contrib.contenttypes', 44 | 'django.contrib.sessions', 45 | 'django.contrib.messages', 46 | 'django.contrib.staticfiles', 47 | 'django_extensions' 48 | ] 49 | 50 | CRON_CLASSES = [ 51 | "paris.cron.UpdateFinishedMatches", 52 | "paris.cron.UpdateRankingAndHistory", 53 | "paris.cron.AutoBet" 54 | 55 | ] 56 | 57 | MIDDLEWARE = [ 58 | 'django.middleware.security.SecurityMiddleware', 59 | 'django.contrib.sessions.middleware.SessionMiddleware', 60 | 'django.middleware.common.CommonMiddleware', 61 | 'django.middleware.csrf.CsrfViewMiddleware', 62 | 'django.contrib.auth.middleware.AuthenticationMiddleware', 63 | 'django.contrib.messages.middleware.MessageMiddleware', 64 | 'django.middleware.clickjacking.XFrameOptionsMiddleware', 65 | ] 66 | 67 | ROOT_URLCONF = 'mysite.urls' 68 | 69 | TEMPLATES = [ 70 | { 71 | 'BACKEND': 'django.template.backends.django.DjangoTemplates', 72 | 'DIRS': [], 73 | 'APP_DIRS': True, 74 | 'OPTIONS': { 75 | 'context_processors': [ 76 | 'django.template.context_processors.debug', 77 | 'django.template.context_processors.request', 78 | 'django.contrib.auth.context_processors.auth', 79 | 'django.contrib.messages.context_processors.messages', 80 | ], 81 | }, 82 | }, 83 | ] 84 | 85 | WSGI_APPLICATION = 'mysite.wsgi.application' 86 | 87 | 88 | # Database 89 | # https://docs.djangoproject.com/en/3.0/ref/settings/#databases 90 | 91 | DATABASES = { 92 | 'default': { 93 | 'ENGINE': 'django.db.backends.sqlite3', 94 | 'NAME': os.path.join(BASE_DIR, 'db.sqlite3'), 95 | } 96 | } 97 | 98 | 99 | # Password validation 100 | # https://docs.djangoproject.com/en/3.0/ref/settings/#auth-password-validators 101 | 102 | AUTH_PASSWORD_VALIDATORS = [ 103 | { 104 | 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', 105 | }, 106 | { 107 | 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', 108 | }, 109 | { 110 | 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', 111 | }, 112 | { 113 | 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', 114 | }, 115 | ] 116 | 117 | 118 | # Internationalization 119 | # https://docs.djangoproject.com/en/3.0/topics/i18n/ 120 | 121 | LANGUAGE_CODE = 'en-us' 122 | 123 | TIME_ZONE = 'Europe/Paris' 124 | 125 | USE_I18N = True 126 | 127 | USE_L10N = True 128 | 129 | USE_TZ = True 130 | 131 | 132 | # Static files (CSS, JavaScript, Images) 133 | # https://docs.djangoproject.com/en/3.0/howto/static-files/ 134 | 135 | STATIC_URL = '/static/' 136 | -------------------------------------------------------------------------------- /mysite/urls.py: -------------------------------------------------------------------------------- 1 | """mysite URL Configuration 2 | 3 | The `urlpatterns` list routes URLs to views. For more information please see: 4 | https://docs.djangoproject.com/en/3.0/topics/http/urls/ 5 | Examples: 6 | Function views 7 | 1. Add an import: from my_app import views 8 | 2. Add a URL to urlpatterns: path('', views.home, name='home') 9 | Class-based views 10 | 1. Add an import: from other_app.views import Home 11 | 2. Add a URL to urlpatterns: path('', Home.as_view(), name='home') 12 | Including another URLconf 13 | 1. Import the include() function: from django.urls import include, path 14 | 2. Add a URL to urlpatterns: path('blog/', include('blog.urls')) 15 | """ 16 | from django.contrib import admin 17 | from django.urls import include, path 18 | 19 | urlpatterns = [ 20 | path('paris/', include('paris.urls')), 21 | path('admin/', admin.site.urls), 22 | ] -------------------------------------------------------------------------------- /mysite/wsgi.py: -------------------------------------------------------------------------------- 1 | """ 2 | WSGI config for mysite project. 3 | 4 | It exposes the WSGI callable as a module-level variable named ``application``. 5 | 6 | For more information on this file, see 7 | https://docs.djangoproject.com/en/3.0/howto/deployment/wsgi/ 8 | """ 9 | 10 | import os 11 | 12 | from django.core.wsgi import get_wsgi_application 13 | 14 | os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'mysite.settings') 15 | 16 | application = get_wsgi_application() 17 | -------------------------------------------------------------------------------- /notebooks/auto_betting_simu.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": null, 6 | "metadata": {}, 7 | "outputs": [], 8 | "source": [ 9 | "import os\n", 10 | "from paris.models import Match\n", 11 | "from paris.module_data import FeaturesBuilder, parse_team_name\n", 12 | "from paris.utils import AutoBettor\n", 13 | "import pandas as pd\n", 14 | "\n", 15 | "import joblib\n", 16 | "\n", 17 | "os.environ[\"DJANGO_ALLOW_ASYNC_UNSAFE\"] = \"true\"" 18 | ] 19 | }, 20 | { 21 | "cell_type": "code", 22 | "execution_count": null, 23 | "metadata": {}, 24 | "outputs": [], 25 | "source": [ 26 | "#the first time you run it, you should log yourself on csgolounge manually, afterwards it will remember you\n", 27 | "ab = AutoBettor(clf = joblib.load('var/logit.joblib'))" 28 | ] 29 | }, 30 | { 31 | "cell_type": "code", 32 | "execution_count": null, 33 | "metadata": { 34 | "scrolled": true 35 | }, 36 | "outputs": [], 37 | "source": [ 38 | "ab.auto_bet()" 39 | ] 40 | } 41 | ], 42 | "metadata": { 43 | "kernelspec": { 44 | "display_name": "Django Shell-Plus", 45 | "language": "python", 46 | "name": "django_extensions" 47 | }, 48 | "language_info": { 49 | "codemirror_mode": { 50 | "name": "ipython", 51 | "version": 3 52 | }, 53 | "file_extension": ".py", 54 | "mimetype": "text/x-python", 55 | "name": "python", 56 | "nbconvert_exporter": "python", 57 | "pygments_lexer": "ipython3", 58 | "version": "3.6.12" 59 | }, 60 | "toc": { 61 | "base_numbering": 1, 62 | "nav_menu": {}, 63 | "number_sections": true, 64 | "sideBar": true, 65 | "skip_h1_title": false, 66 | "title_cell": "Table of Contents", 67 | "title_sidebar": "Contents", 68 | "toc_cell": false, 69 | "toc_position": {}, 70 | "toc_section_display": true, 71 | "toc_window_display": false 72 | } 73 | }, 74 | "nbformat": 4, 75 | "nbformat_minor": 4 76 | } 77 | -------------------------------------------------------------------------------- /notebooks/paris: -------------------------------------------------------------------------------- 1 | ./../paris -------------------------------------------------------------------------------- /notebooks/populate_db.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "metadata": {}, 7 | "outputs": [], 8 | "source": [ 9 | "from paris.module_scrapping import MatchPageScrapper\n", 10 | "import os\n", 11 | "os.environ[\"DJANGO_ALLOW_ASYNC_UNSAFE\"] = \"true\"" 12 | ] 13 | }, 14 | { 15 | "cell_type": "code", 16 | "execution_count": 6, 17 | "metadata": {}, 18 | "outputs": [], 19 | "source": [ 20 | "scrapper = MatchPageScrapper()" 21 | ] 22 | }, 23 | { 24 | "cell_type": "code", 25 | "execution_count": null, 26 | "metadata": { 27 | "scrolled": true 28 | }, 29 | "outputs": [], 30 | "source": [ 31 | "#you can start from whatever seed(s) and it will add to database related matches,\n", 32 | "#it's infinite unless you have alrealy scrapped the whole website\n", 33 | "scrapper.recursive_scrap(['https://csgolounge.com/fr/match/265846/'])" 34 | ] 35 | } 36 | ], 37 | "metadata": { 38 | "kernelspec": { 39 | "display_name": "Django Shell-Plus", 40 | "language": "python", 41 | "name": "django_extensions" 42 | }, 43 | "language_info": { 44 | "codemirror_mode": { 45 | "name": "ipython", 46 | "version": 3 47 | }, 48 | "file_extension": ".py", 49 | "mimetype": "text/x-python", 50 | "name": "python", 51 | "nbconvert_exporter": "python", 52 | "pygments_lexer": "ipython3", 53 | "version": "3.6.12" 54 | }, 55 | "toc": { 56 | "base_numbering": 1, 57 | "nav_menu": {}, 58 | "number_sections": true, 59 | "sideBar": true, 60 | "skip_h1_title": false, 61 | "title_cell": "Table of Contents", 62 | "title_sidebar": "Contents", 63 | "toc_cell": false, 64 | "toc_position": {}, 65 | "toc_section_display": true, 66 | "toc_window_display": false 67 | } 68 | }, 69 | "nbformat": 4, 70 | "nbformat_minor": 4 71 | } 72 | -------------------------------------------------------------------------------- /notebooks/var: -------------------------------------------------------------------------------- 1 | ./../var -------------------------------------------------------------------------------- /paris/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/paris/__init__.py -------------------------------------------------------------------------------- /paris/__pycache__/__init__.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/paris/__pycache__/__init__.cpython-36.pyc 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/paris/__pycache__/views.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/paris/__pycache__/views.cpython-36.pyc -------------------------------------------------------------------------------- /paris/admin.py: -------------------------------------------------------------------------------- 1 | from django.contrib import admin 2 | 3 | from .models import Match,Bet,Prediction 4 | 5 | admin.site.register(Match) 6 | admin.site.register(Bet) 7 | admin.site.register(Prediction) -------------------------------------------------------------------------------- /paris/apps.py: -------------------------------------------------------------------------------- 1 | from django.apps import AppConfig 2 | 3 | 4 | class ParisConfig(AppConfig): 5 | name = 'paris' 6 | -------------------------------------------------------------------------------- /paris/forms.py: -------------------------------------------------------------------------------- 1 | from django import forms 2 | from .models import Bet,Match 3 | 4 | from django.db.models import Q 5 | 6 | class BetForm(forms.ModelForm): 7 | 8 | 9 | def __init__(self, *args, **kwargs): 10 | super().__init__(*args, **kwargs) 11 | self.fields['match'].queryset = Match.objects.filter(Q(status='Scheduled')|Q(status='Live')).order_by('date') 12 | 13 | '''if 'match' in self.data: 14 | try: 15 | 16 | match_id = int(self.data.get('match')) 17 | team1 = Match.objects.filter(match_id=match_id)[0].team1.strip() 18 | team2 = Match.objects.filter(match_id=match_id)[0].team2.strip() 19 | self.fields['winner'].choices = [(team1,team1),(team2,team2)] 20 | print([(team1,team1),(team2,team2)]) 21 | 22 | 23 | except (ValueError, TypeError): 24 | pass # invalid input from the client; ignore and fallback to empty City queryset 25 | ''' 26 | 27 | 28 | class Meta: 29 | model = Bet 30 | fields = ['amount','match','winner'] 31 | 32 | 33 | -------------------------------------------------------------------------------- /paris/migrations/.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/paris/migrations/.gitignore -------------------------------------------------------------------------------- /paris/models.py: -------------------------------------------------------------------------------- 1 | from django.db import models 2 | 3 | 4 | MATCH_STATUS = [('Scheduled', 'Scheduled'), 5 | ('Live', 'Live'), 6 | ('Results', 'Results'), 7 | ('Rescheduled', 'Rescheduled'), 8 | ('Canceled', 'Canceled'), 9 | ('Expired', 'Expired'), 10 | ('Empty', 'Empty')] 11 | 12 | BET_STATUS = [('Pending', 'Pending'), 13 | ('Finished', 'Finished'), 14 | ('Canceled', 'Canceled')] 15 | 16 | WINNER = [('Team 1', 'Team 1'), 17 | ('Team 2', 'Team 2'), 18 | ('None', 'None')] 19 | 20 | BET_STRATEGY = [('Naive', 'Naive'), 21 | ('EV', 'EV'), 22 | ('HLTV', 'HLTV')] 23 | 24 | MODELS = [('LOGREG', 'LOGREG')] 25 | 26 | 27 | class Match(models.Model): 28 | team1 = models.CharField(max_length=200) 29 | team2 = models.CharField(max_length=200) 30 | odd1 = models.DecimalField(max_digits=10, decimal_places=2) 31 | odd2 = models.DecimalField(max_digits=10, decimal_places=2) 32 | date = models.DateTimeField('date scheduled') 33 | logo1 = models.CharField(max_length=200) 34 | logo2 = models.CharField(max_length=200) 35 | status = models.CharField(max_length=200, choices=MATCH_STATUS) 36 | bo = models.CharField(max_length=200) 37 | match_id = models.IntegerField(primary_key=True) 38 | winner = models.CharField(max_length=200, choices=WINNER) 39 | time_to_go = models.CharField(max_length=200) 40 | 41 | def __str__(self): 42 | return "%s vs %s" % (self.team1, self.team2) 43 | 44 | 45 | class Prediction(models.Model): 46 | match = models.OneToOneField(Match, 47 | on_delete=models.CASCADE, 48 | primary_key=True) 49 | odd1 = models.DecimalField(max_digits=100, decimal_places=2) 50 | odd2 = models.DecimalField(max_digits=100, decimal_places=2) 51 | delta_ev_1 = models.DecimalField(max_digits=100, 52 | decimal_places=2, 53 | default=0) 54 | delta_ev_2 = models.DecimalField(max_digits=100, 55 | decimal_places=2, 56 | default=0) 57 | model = models.CharField(max_length=200, choices=MODELS) 58 | 59 | def __str__(self): 60 | return "Prediction of %s" % (self.match) 61 | 62 | 63 | class Bet(models.Model): 64 | class Meta: 65 | constraints = [models.UniqueConstraint(fields=['match', 'strategy'], 66 | name='unique strat')] 67 | match = models.ForeignKey(Match, on_delete=models.CASCADE) 68 | winner = models.CharField(max_length=200, choices=WINNER, default='None') 69 | amount = models.DecimalField(max_digits=10, decimal_places=2, default=0) 70 | status = models.CharField(max_length=200, 71 | choices=BET_STATUS, 72 | default='Pending') 73 | gain = models.DecimalField(max_digits=10, decimal_places=5, default=0) 74 | real = models.BooleanField(default=False) 75 | strategy = models.CharField(max_length=200, 76 | choices=BET_STRATEGY, 77 | default='EV') 78 | bet_id = models.AutoField(primary_key=True) 79 | 80 | def __str__(self): 81 | return f"{self.amount:.2f}€ on {self.winner} ({self.match.team1} vs {self.match.team2}), strat : {self.strategy}" 82 | -------------------------------------------------------------------------------- /paris/module_api.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | from urllib.request import urlopen 3 | import json 4 | from . import module_data 5 | from io import StringIO 6 | 7 | 8 | def get_teams(token): 9 | """ 10 | Calls PandasScore API following endpoints : /csgo/teams 11 | return the response as a jsons 12 | """ 13 | per_page = 100 14 | response=[] 15 | for i in range(50): 16 | page=i 17 | request = urlopen(f"https://api.pandascore.co/csgo/teams?token={token}&per_page={per_page}&page={page}") 18 | response += json.load(request) 19 | return response 20 | 21 | def get_matches_history(token,page_number=300): 22 | """ 23 | Calls PandasScore API following endpoints : /csgo/matches 24 | return the response as a jsons 25 | """ 26 | per_page = 100 27 | response=[] 28 | for i in range(page_number): 29 | page = i 30 | request = urlopen(f"https://api.pandascore.co/csgo/matches?token={token}&page={page}&per_page={per_page}") 31 | response += json.load(request) 32 | return response 33 | 34 | 35 | def update_history(token): 36 | matches_json = get_matches_history(token) 37 | matches = pd.read_json(StringIO(json.dumps(matches_json))) 38 | module_data.add_to_history(matches) 39 | -------------------------------------------------------------------------------- /paris/module_data.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import numpy as np 3 | import sqlite3 4 | import datetime 5 | import pytz 6 | from . import module_api 7 | 8 | DATA_DIR = './var/' 9 | 10 | 11 | def add_to_history(matches, verbose=0): 12 | n = matches.shape[0] 13 | for i in range(n): 14 | match = matches.iloc[i] 15 | if match['status'] != 'finished': 16 | if verbose: 17 | print("Match not finished yet, can't add to history") 18 | else: 19 | row = [0]*5 20 | row[0], found_1 = parse_team_name(match['opponents'][0]['opponent']['name'], 21 | return_found=True) 22 | row[1], found_2 = parse_team_name(match['opponents'][1]['opponent']['name'], 23 | return_found=True) 24 | if not found_1: 25 | with open('var/teams_map.csv', 'a', encoding = 'utf-8') as f: 26 | f.write(row[0]+';\n') 27 | print(f'{row[0]} added to map') 28 | f.close() 29 | if not found_2: 30 | with open('var/teams_map.csv', 'a', encoding = 'utf-8') as f: 31 | f.write(row[1]+';\n') 32 | f.close() 33 | print(f'{row[1]} added to map') 34 | 35 | row[2] = match['scheduled_at'].to_pydatetime() 36 | score = str(match['results'][0]['score']) 37 | score += " - " + str(match['results'][1]['score']) 38 | row[3] = (score) 39 | 40 | try: 41 | row[4] = parse_team_name(match['winner']['name']) 42 | 43 | except Exception: 44 | #print(match['winner']) 45 | row[4] = None 46 | finally: 47 | with sqlite3.connect(DATA_DIR + 'history.db') as conn: 48 | c = conn.cursor() 49 | infos = tuple(row) 50 | query = """INSERT or IGNORE INTO 51 | history VALUES (?,?,?,?,?)""" 52 | c.execute(query, infos) 53 | conn.commit() 54 | conn.close() 55 | 56 | 57 | 58 | def parse_team_name(el, return_found=False): 59 | rem = ['team', 'e-sports', 'esports', 'esport', 60 | 'gaming', 'club', 'clan', 'international'] 61 | my_map = pd.read_csv(DATA_DIR + 'teams_map.csv', sep=';').values.tolist() 62 | 63 | def team_map(x, map_, return_found=False): 64 | x = x.strip() 65 | found = False 66 | for val in map_: 67 | if x in val and not found: 68 | found = True 69 | x = val[0] 70 | if return_found: 71 | return x, found 72 | else: 73 | return x 74 | 75 | l = el.strip().lower().split(' ') 76 | for word in rem: 77 | if word in l: 78 | l.remove(word) 79 | el = " ".join(l) 80 | return team_map(el.lower(), my_map, return_found) 81 | 82 | 83 | def init_db(reboot=False): 84 | if reboot: 85 | query = """DROP TABLE history""" 86 | with sqlite3.connect(DATA_DIR + 'history.db') as conn: 87 | c = conn.cursor() 88 | c.execute(query) 89 | conn.commit() 90 | conn.close() 91 | 92 | query = """ 93 | CREATE TABLE history( 94 | team1 TEXT, 95 | team2 TEXT, 96 | date TEXT, 97 | score TEXT, 98 | winner TEXT, 99 | UNIQUE(team1, team2, date, score, winner) 100 | );""" 101 | with sqlite3.connect(DATA_DIR+'history.db') as conn: 102 | c = conn.cursor() 103 | c.execute(query) 104 | conn.commit() 105 | conn.close() 106 | 107 | 108 | def get_history(): 109 | with sqlite3.connect(DATA_DIR+'history.db') as conn: 110 | history = pd.read_sql_query("SELECT * from history", conn) 111 | conn.close() 112 | return history 113 | 114 | 115 | def parse_date(date): 116 | if type(date) == str: 117 | date = datetime.datetime.strptime(date,'%Y-%m-%d %H:%M:%S%z') 118 | return date 119 | 120 | 121 | 122 | 123 | class FeaturesBuilder: 124 | 125 | def __init__(self, update_history=False, token=None, 126 | recompute_ranking=False, recompute_elo=False): 127 | if update_history: 128 | if not token: 129 | print("Pls specify a token if you want the history to be updated") 130 | return None 131 | module_api.update_history(token) 132 | self.history = get_history().drop_duplicates() 133 | self.history = self.history[~self.history['winner'].isnull()] 134 | self.history.date = pd.to_datetime(self.history.date, utc=True) 135 | self.history = self.history.reset_index(drop=True) 136 | if recompute_ranking: 137 | self.ranking = self.compute_ranking(self.history) 138 | self.ranking.to_csv(DATA_DIR+'ranking.csv') 139 | else: 140 | self.ranking = pd.read_csv(DATA_DIR + 'ranking.csv', index_col=0) 141 | self.ranking.index = pd.to_datetime(self.ranking.index) 142 | 143 | if recompute_elo: 144 | self.history_elo = self.get_matches_elo(self.history) 145 | self.history_elo.to_csv(DATA_DIR + 'history_elo.csv') 146 | else: 147 | self.history_elo = pd.read_csv(DATA_DIR + 'history_elo.csv', 148 | index_col=0).drop_duplicates() 149 | self.history_elo.date = pd.to_datetime(self.history_elo.date, 150 | utc=True) 151 | 152 | # Module elo computing 153 | def find_date(self, date): 154 | dates = self.ranking.index 155 | before = np.where(dates <= date) 156 | if len(before) > 0: 157 | t = before[0][-1] 158 | return dates[t] 159 | 160 | def compute_ranking(self, history): 161 | t0 = history.date.min() 162 | now = datetime.datetime.now(tz=pytz.utc) 163 | weeks = (now-t0).days // 7 164 | dates = ([pd.to_datetime(t0) + 165 | datetime.timedelta(days=i*7) for i in range(weeks)]) 166 | teams = pd.Series(pd.concat((history.team1, 167 | history.team2), axis=0).unique()) 168 | elo = pd.Series(np.ones(len(teams))*1400) 169 | elo_ranking = pd.DataFrame(columns=['team', 'elo', 'date']) 170 | elo_ranking.team = teams 171 | elo_ranking.elo = elo 172 | elo_ranking.date = t0 173 | elo_ranking = elo_ranking.set_index(['date', 'team']) 174 | elo_ranking = elo_ranking.unstack('team').elo 175 | for i in range(weeks-1): 176 | matches = (history[(dates[i] < history['date']) 177 | & (history['date'] < dates[i+1])]) 178 | if dates[i+1] not in elo_ranking.index: 179 | elo_vect = elo_ranking.loc[[dates[i]]].copy() 180 | elo_vect.index = [dates[i+1]] 181 | for j in range(len(matches)): 182 | match = matches.iloc[j] 183 | team1 = match.team1 184 | team2 = match.team2 185 | elo1 = elo_vect[team1] 186 | elo2 = elo_vect[team2] 187 | p1 = 1/(1+10**((elo2-elo1)/400)) 188 | p2 = 1/(1+10**((elo1-elo2)/400)) 189 | S1 = 40*((match['winner'] == team1) - p1) 190 | S2 = 40*((match['winner'] == team2) - p2) 191 | elo1 += S1 192 | elo2 += S2 193 | elo_vect[team1] = elo1 194 | elo_vect[team2] = elo2 195 | elo_ranking = elo_ranking.append(elo_vect) 196 | return elo_ranking 197 | 198 | def get_teams_elo(self, teams, date): 199 | t = self.find_date(date) 200 | try: 201 | teams_elo = self.ranking.loc[t, teams] 202 | except KeyError: 203 | print(f'One or both teams not in the ranking : {teams}') 204 | teams_elo = [-99, -99] 205 | return teams_elo 206 | 207 | def get_match_elo(self, match): 208 | elo1, elo2 = self.get_teams_elo([match.team1, match.team2], match.date) 209 | return elo1, elo2 210 | 211 | def get_matches_elo(self, matches): 212 | elo1 = np.zeros(len(matches)) - 99 213 | elo2 = np.zeros(len(matches)) - 99 214 | for i in range(len(matches)): 215 | elo1[i], elo2[i] = self.get_match_elo(matches.iloc[i]) 216 | mask = (elo1 != -99) & (elo2 != -99) 217 | matches = matches[mask].copy() 218 | elo1 = elo1[mask] 219 | elo2 = elo2[mask] 220 | matches['elo1'] = elo1 221 | matches['elo2'] = elo2 222 | return matches 223 | 224 | # Module fitness computing 225 | def get_team_history(self,team,date,rows=5): 226 | date = datetime.datetime(date.year,date.month,date.day,tzinfo=datetime.timezone.utc) 227 | team_history = self.history_elo[(self.history_elo['date']0 39 | 40 | def scrap_match_page(self,url): 41 | self.driver.get(url) 42 | self.driver.implicitly_wait(1) 43 | if self.is_already_scrapped(url.split('/')[-2]): 44 | return None, [] 45 | elif not self.is_page_empty(): 46 | #matches_data = pd.DataFrame(columns= ["team1",'team2','odd1','odd2','logo1','logo2','bo','date','match_id']) 47 | date = self.driver.find_elements_by_class_name('lounge-match-date__date')[0].get_attribute("innerHTML") 48 | date = datetime.strptime(date.replace(" ","")[:-3],"%d.%m.%Y,%H:%M") 49 | date = pytz.timezone("Europe/Paris").localize(date, is_dst=None) 50 | bo = self.driver.find_elements_by_class_name('sys-bo')[0].get_attribute('innerHTML') 51 | team1 = self.driver.find_elements_by_class_name('lounge-team_left')[0] 52 | team1_name = parse_team_name(team1.find_elements_by_class_name('lounge-team__title')[0].get_attribute('innerHTML').lower()) 53 | team1_odd = team1.find_elements_by_class_name('sys-stat-koef-1')[0].get_attribute('innerHTML') 54 | team2 = self.driver.find_elements_by_class_name('lounge-team_right')[0] 55 | team2_name = parse_team_name(team2.find_elements_by_class_name('lounge-team__title')[0].get_attribute('innerHTML').lower()) 56 | team2_odd = team2.find_elements_by_class_name('sys-stat-koef-2')[0].get_attribute('innerHTML') 57 | team1_logo = team1.find_elements_by_class_name('sys-t1logo')[0].get_attribute('src') 58 | team2_logo = team2.find_elements_by_class_name('sys-t2logo')[0].get_attribute('src') 59 | match_id = self.driver.current_url.split('/')[-2] 60 | is_canceled = len(self.driver.find_elements_by_class_name('lounge-match-date_canceled'))>0 61 | is_rescheduled = len(self.driver.find_elements_by_class_name('lounge-match-date_rescheduled'))>0 62 | is_live = len(self.driver.find_elements_by_class_name('lounge-match-date_live'))>0 63 | winner_element = self.driver.find_elements_by_class_name('lounge-team_win') 64 | urls = list(map(lambda x:x.get_attribute('href'),self.driver.find_elements_by_class_name('match-history-item'))) 65 | if url in urls: 66 | urls.remove(url) 67 | if len(winner_element)>0: 68 | team1_winner = 'lounge-team_left' in self.driver.find_elements_by_class_name('lounge-team_win')[0].get_attribute('class').split() 69 | team2_winner = 'lounge-team_right' in self.driver.find_elements_by_class_name('lounge-team_win')[0].get_attribute('class').split() 70 | else: 71 | team1_winner = False 72 | team2_winner = False 73 | winner = team1_winner * 'Team 1' + team2_winner * 'Team 2' 74 | has_results = len(winner)>0 75 | status = "Rescheduled" * is_rescheduled + "Canceled" * is_canceled + 'Results' * has_results + "Live" * is_live 76 | 77 | if len(team1_odd) > 2 and len(team2_odd) > 2: 78 | team1_odd = float(team1_odd[1:]) 79 | team2_odd = float(team2_odd[1:]) 80 | row = pd.DataFrame([[team1_name,team2_name,team1_odd,team2_odd, 81 | team1_logo,team2_logo,bo,status,winner,date,match_id]], 82 | columns= ["team1",'team2','odd1','odd2', 83 | 'logo1','logo2','bo','status','winner','date','match_id']) 84 | team1,team2,odd1,odd2,logo1,logo2,bo,status,winner,date,match_id=row.iloc[0] 85 | Match(team1=team1,team2=team2,odd1=odd1,odd2=odd2,logo1=logo1,logo2=logo2,status=status,winner=winner,bo=bo,date=date,match_id=match_id).save() 86 | self.already_visited.append(match_id) 87 | return row,urls 88 | else: 89 | return None,[] 90 | 91 | else: 92 | date = datetime.now(pytz.utc) 93 | status = 'Empty' 94 | match_id = self.driver.current_url.split('/')[-2] 95 | row = pd.DataFrame([['','', 0., 0., 96 | '','','',status,'',date,match_id]], 97 | columns= ["team1",'team2','odd1','odd2', 98 | 'logo1','logo2','bo','status','winner','date','match_id']) 99 | team1,team2,odd1,odd2,logo1,logo2,bo,status,winner,date,match_id=row.iloc[0] 100 | Match(team1=team1,team2=team2,odd1=odd1,odd2=odd2,logo1=logo1,logo2=logo2,status=status,winner=winner,bo=bo,date=date,match_id=match_id).save() 101 | self.already_visited.append(match_id) 102 | return row, [] 103 | 104 | def recursive_scrap(self,urls): 105 | if len(urls) == 0: 106 | return 'Done' 107 | else: 108 | for url in urls: 109 | data,new_urls = self.scrap_match_page(url) 110 | print(data) 111 | self.recursive_scrap(new_urls) 112 | 113 | -------------------------------------------------------------------------------- /paris/static/paris/base.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | My test page 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | {% block content %} 20 |
{{match.date}}
temps à calculer
Tournoi
{{match.team1}}
x{{match.odd1}}
{{match.bo}}
{{match.team2}}
x{{match.odd2}}
21 | {% endblock %} 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | -------------------------------------------------------------------------------- /paris/static/paris/item.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | {% if matches_history %} 5 | {% for match in matches_history %} 6 |
{{match.date}}
temps à calculer
Tournoi
{{match.team1}}
x{{match.odd1}}
{{match.bo}}
{{match.team2}}
x{{match.odd2}}
7 | {% endfor %} 8 | 9 | {% else %} 10 |

No matches are available.

11 | {% endif %} 12 | -------------------------------------------------------------------------------- /paris/static/paris/matches.json: -------------------------------------------------------------------------------- 1 | {"team1":{"0":"alternate attax","1":"saw","2":"izako boars","3":"k23","4":"sprout","5":"agf","6":"astralis","7":"mibr","8":"new england whalers","9":"secret","10":"depth","11":"avant","12":"espada","13":"project x","14":"ldlc","15":"izako boars","16":"winstrike","17":"thedice","18":"wygers","19":"real betis","20":"hreds","21":"infinity","22":"atheris","23":"chiefs","24":"x6tence","25":"chiefs","26":"teamone","27":"secret","28":"rebirth","29":"new england whalers","30":"furia","31":"sprout","32":"astralis","33":"skade","34":"nemiga","35":"copenhagen flames","36":"virtus.pro","37":"hard legion","38":"heretics","39":"project x","40":"heretics","41":"order","42":"new england whalers","43":"river plate","44":"secret","45":"new england whalers","46":"malvinas","47":"yeah","48":"movistar riders","49":"mad lions","50":"north","51":"skade","52":"virtus.pro","53":"alternate attax","54":"godsent","55":"vexed","56":"k23","57":"north","58":"agf","59":"cyber legacy"},"team2":{"0":"mad lions","1":"nemiga","2":"cyber legacy","3":"wisla krakow","4":"copenhagen flames","5":"singularity","6":"g2","7":"furia","8":"mythic","9":"teamone","10":"rbg","11":"tbd","12":"godsent","13":"sj","14":"movistar riders","15":"sinners","16":"lilmix","17":"agf","18":"sangal","19":"budapest five","20":"lyngby vikings","21":"wolves crew","22":"estral","23":"avant","24":"forze","25":"order","26":"rbg","27":"depth","28":"mythic","29":"russian canadians","30":"g2","31":"north","32":"mibr","33":"navi youth","34":"hellraisers","35":"galaxy racer","36":"k23","37":"mustang crew","38":"gambit","39":"alternate attax","40":"x6tence","41":"vertex","42":"secret","43":"coscu army","44":"rebirth","45":"rbg","46":"detona 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136 |
137 |
138 | {{mb.0.date}} 139 |
140 |
141 | {{mb.0.time_to_go}} 142 |
143 |
144 |
145 |
146 | Tournoi 147 |
148 |
149 |
150 |
151 |
152 |
159 |
160 |
161 | {{mb.0.team1}} 162 |
163 |
164 |
165 | 166 | x{{mb.0.prediction.odd1}} 167 | 168 | x{{mb.0.odd1}} 169 |
170 |
171 |
172 | 173 |
174 |
175 |
176 |
177 | 180 |
181 |
182 |
183 | {{mb.0.bo}} 184 |
185 |
186 |
193 |
194 |
195 | {{mb.0.team2}} 196 |
197 |
198 |
199 | x{{mb.0.odd2}} 200 | 201 | x{{mb.0.prediction.odd2}} 202 | 203 |
204 |
205 |
206 | 207 |
208 |
209 |
210 |
211 | 214 |
215 |
216 |
217 |
219 |
220 |
221 |
222 | {{mb.1.amount}} : {{mb.1.gain}} 223 |
224 | 225 |
226 | 227 | 228 | {% elif mb.0.status == 'Canceled' %} 229 | 230 |
231 | 232 |
233 |
234 |
235 |
{{mb.0.date}}
236 |
Match annulé
237 |
238 |
239 |
Tournoi
240 |
241 |
242 |
243 |
244 |
245 |
246 |
{{mb.0.team1}}
247 |
248 |
x{{mb.0.odd1}}
249 |
250 |
251 | 253 |
254 |
255 |
{{mb.0.bo}}
256 |
257 |
258 |
259 |
{{mb.0.team2}}
260 |
261 |
x{{mb.0.odd2}}
262 |
263 |
264 | 266 |
267 |
268 |
269 |
271 |
272 | 273 |
274 | 275 | {% elif mb.0.status == 'Rescheduled' %} 276 | 277 |
278 | 279 |
280 |
281 |
282 |
{{mb.0.date}}
Match repoussé
284 |
285 |
286 |
Tournoi
287 |
288 |
289 |
290 |
291 |
292 |
293 |
{{mb.0.team1}}
294 |
295 |
x{{mb.0.odd1}}
296 |
297 |
298 | 300 |
301 |
302 |
{{mb.0.bo}}
303 |
304 |
305 |
306 |
{{mb.0.team2}}
307 |
308 |
x{{mb.0.odd2}}
309 |
310 |
311 | 313 |
314 |
315 |
316 |
318 |
319 | 320 |
321 | 322 | {% elif mb.0.status == 'Results' %} 323 | 324 |
330 | 331 |
332 |
333 |
339 | 340 |
{{mb.0.date}}
341 |
342 |
343 |
Tournoi
344 |
345 |
346 |
347 |
348 |
357 | 358 |
359 |
{{mb.0.team1}}
360 |
361 | 362 |
363 | 364 | x{{mb.0.prediction.odd1}} 365 | 366 | x{{mb.0.odd1}}
367 |
368 |
369 |
370 |
371 |
372 | 375 |
376 |
377 |
{{mb.0.bo}}
378 |
379 |
390 |
391 |
{{mb.0.team2}}
392 |
393 |
394 | 395 | x{{mb.0.odd2}} 396 | 397 | x{{mb.0.prediction.odd2}} 398 |
399 |
400 |
401 |
402 |
403 |
404 | 407 |
408 |
409 |
410 |
412 |
413 |
414 | {{mb.1.amount}} : {{mb.1.gain}} 415 |
416 | 417 |
418 | 419 | 420 | 421 | {% elif mb.0.status == 'Expired' %} 422 | 423 |
424 | 425 |
426 |
427 |
428 |
{{mb.0.date}}
429 |
Match expiré
430 |
431 |
432 |
Tournoi
433 |
434 |
435 |
436 |
437 |
438 |
439 |
{{mb.0.team1}}
440 |
441 |
x{{mb.0.odd1}}
442 |
443 |
444 | 446 |
447 |
448 |
{{mb.0.bo}}
449 |
450 |
451 |
452 |
{{mb.0.team2}}
453 |
454 |
x{{mb.0.odd2}}
455 |
456 |
457 | 459 |
460 |
461 |
462 |
464 |
465 | 466 |
467 | {% endif %} 468 | 469 | {% endfor %} 470 | 471 | {% else %} 472 |

No matches are available.

473 | {% endif %} 474 | 475 | 476 | 477 | -------------------------------------------------------------------------------- /paris/templates/paris/history.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | {% if matches_history %} 5 | {% for match in matches_history %} 6 | 7 | {% if match.status == 'Canceled' %} 8 |
{{match.date}}
Match annulé
Tournoi
{{match.team1}}
x{{match.odd1}}
{{match.bo}}
{{match.team2}}
x{{match.odd2}}
9 | 10 | {% elif match.status == 'Rescheduled' %} 11 | 12 |
{{match.date}}
Match repoussé
Tournoi
{{match.team1}}
x{{match.odd1}}
{{match.bo}}
{{match.team2}}
x{{match.odd2}}
13 | 14 | {% elif match.status == 'Results' %} 15 | 16 |
24 | 25 |
26 |
32 | 33 |
{{match.date}}
34 |
Tournoi
35 |
40 |
{{match.team1}}
41 |
x{{match.odd1}}
42 |
44 |
{{match.bo}}
49 |
{{match.team2}}
x{{match.odd2}}
51 | 52 | 53 | 54 | {% else%} 55 | 56 |
{{match.date}}
Match expiré
Tournoi
{{match.team1}}
x{{match.odd1}}
{{match.bo}}
{{match.team2}}
x{{match.odd2}}
57 | {% endif %} 58 | 59 | {% endfor %} 60 | 61 | {% else %} 62 |

No matches are available.

63 | {% endif %} 64 | -------------------------------------------------------------------------------- /paris/templates/paris/index.html: -------------------------------------------------------------------------------- 1 | {% extends "paris/base.html" %} 2 | 3 | 4 | 5 | {% block title %} 6 | CSGO auto-bettor 7 | {% endblock %} 8 | 9 | {% block matches %} 10 | 11 | 12 | {% include "paris/upcoming.html" %} 13 | 14 | {% endblock %} 15 | 16 | {% block predictions %} 17 | 18 | 19 |
20 | 23 | 26 | 29 | 30 |
31 | 32 | 42 | 43 | 44 |
45 | 59 |
60 | 61 | 62 |
63 | 64 | 65 | {% endblock %} 66 | 67 | 68 | {% block script %} 69 | 70 | 71 | 130 | 131 | {% endblock %} -------------------------------------------------------------------------------- /paris/templates/paris/pred.html: -------------------------------------------------------------------------------- 1 | {% if pred_list %} 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | {% for pred in pred_list %} 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | {% endfor %} 31 | 32 | {% else %} 33 |

No predictions are available.

34 | {% endif %} -------------------------------------------------------------------------------- /paris/templates/paris/team_match_list.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | -------------------------------------------------------------------------------- /paris/templates/paris/upcoming.html: -------------------------------------------------------------------------------- 1 | 2 | {% if matches %} 3 | {% for match in matches %} 4 | 5 | {% if match.status == "Scheduled" %} 6 |
7 | 8 |
9 |
10 |
11 |
12 | {{match.date}} 13 |
14 |
15 | {{match.time_to_go}} 16 |
17 |
18 |
19 |
20 | Tournoi 21 |
22 |
23 |
24 |
25 |
26 |
27 |
28 |
29 | {{match.team1}} 30 |
31 |
32 |
33 | 34 | x{{match.prediction.odd1}} 35 | 36 | x{{match.odd1}} 37 |
38 |
39 |
40 | 41 |
42 |
43 |
44 |
45 | 48 |
49 |
50 |
51 | {{match.bo}} 52 |
53 |
54 |
55 |
56 |
57 | {{match.team2}} 58 |
59 |
60 |
61 | x{{match.odd2}} 62 | 63 | x{{match.prediction.odd2}} 64 | 65 |
66 |
67 |
68 | 69 |
70 |
71 |
72 |
73 | 76 |
77 |
78 |
79 |
80 |
81 |
82 | 83 |
84 | {% elif match.status == "Live" %} 85 |
86 | 87 |
88 |
89 |
90 |
91 | {{match.date}} 92 |
93 |
94 | {{match.time_to_go}} 95 |
96 |
97 |
98 |
99 | Tournoi 100 |
101 |
102 |
103 |
104 |
105 |
106 |
107 |
108 | {{match.team1}} 109 |
110 |
111 |
112 | 113 | x{{match.prediction.odd1}} 114 | 115 | x{{match.odd1}} 116 |
117 |
118 |
119 | 120 |
121 |
122 |
123 |
124 | 127 |
128 |
129 |
130 | {{match.bo}} 131 |
132 |
133 |
134 |
135 |
136 | {{match.team2}} 137 |
138 |
139 |
140 | x{{match.odd2}} 141 | 142 | x{{match.prediction.odd2}} 143 | 144 |
145 |
146 |
147 | 148 |
149 |
150 |
151 |
152 | 155 |
156 |
157 |
158 |
159 |
160 |
161 | 162 |
163 | 164 | {% endif %} 165 | 166 | {% endfor %} 167 | 168 | {% else %} 169 |

No matches are available.

170 | {% endif %} 171 | -------------------------------------------------------------------------------- /paris/tests.py: -------------------------------------------------------------------------------- 1 | from django.test import TestCase 2 | 3 | # Create your tests here. 4 | -------------------------------------------------------------------------------- /paris/urls.py: -------------------------------------------------------------------------------- 1 | from django.urls import path 2 | 3 | from . import views 4 | 5 | 6 | app_name = 'paris' 7 | urlpatterns = [ 8 | path('', views.IndexView.as_view(), name='index'), 9 | path('history', views.HistoryView.as_view(), name='history'), 10 | path('bet',views.BetView.as_view(),name='bet'), 11 | path('bet_history2//', 12 | views.BetHistory2.as_view(), 13 | name='bet_history2'), 14 | path('pred', views.PredictionView.as_view(), name='pred'), 15 | path('day//', views.DayView.as_view(), name='day') 16 | 17 | ] 18 | -------------------------------------------------------------------------------- /paris/utils.py: -------------------------------------------------------------------------------- 1 | from django.db.models import Q 2 | from django.utils import timezone 3 | 4 | from selenium import webdriver 5 | from selenium.common.exceptions import (StaleElementReferenceException, 6 | NoSuchElementException, 7 | UnexpectedAlertPresentException, 8 | ElementNotInteractableException, 9 | ElementClickInterceptedException) 10 | from selenium.webdriver.support import expected_conditions as EC 11 | from selenium.webdriver.common.by import By 12 | from selenium.webdriver.support.ui import WebDriverWait 13 | 14 | from .models import Match, Prediction, Bet 15 | from .module_data import parse_team_name, FeaturesBuilder 16 | 17 | import pytz 18 | import time 19 | import pandas as pd 20 | import random 21 | 22 | from datetime import datetime 23 | 24 | 25 | # clf = load('xgb.joblib') 26 | 27 | DATA_DIR = 'var/' 28 | 29 | 30 | # rankings= get_rankings() 31 | 32 | 33 | def decision(prediction, strategy): 34 | 35 | if strategy == 'EV' or strategy == 'Kelly': 36 | ev1 = prediction.delta_ev_1 37 | ev2 = prediction.delta_ev_2 38 | if ev1 > ev2 and ev1 > 0: 39 | decision = 1 40 | elif ev2 > ev1 and ev2 > 0: 41 | decision = 0 42 | else: 43 | decision = -1 44 | elif strategy == 'Naive': 45 | odd1 = prediction.odd1 46 | odd2 = prediction.odd2 47 | decision = odd1 < odd2 48 | else: 49 | decision = None 50 | return decision 51 | 52 | 53 | def compute_time_to_go(matches): 54 | """ 55 | Compute the time to go before the match starts 56 | """ 57 | for match in matches: 58 | delta_t = match.date - timezone.now() 59 | match.time_to_go = "" 60 | if delta_t.days > 0: 61 | match.time_to_go += str(int(delta_t.days)) + 'd ' 62 | if delta_t.seconds//3600 > 0: 63 | match.time_to_go += str((delta_t.seconds//3600)) + 'h ' 64 | match.time_to_go += str((delta_t.seconds//60) % 60) + 'm ' 65 | 66 | 67 | class AutoBettor(): 68 | def __init__(self, clf): 69 | options = webdriver.ChromeOptions() 70 | options.add_argument('--ignore-certificate-errors') 71 | options.add_argument("--test-type") 72 | options.add_argument("--user-data-dir="+DATA_DIR+"driver_data") 73 | options.add_argument('--disable-gpu') 74 | options.add_experimental_option("excludeSwitches", ["enable-automation"]) 75 | options.add_experimental_option('useAutomationExtension', False) 76 | options.add_argument("--disable-blink-features=AutomationControlled") 77 | options.add_argument("--remote-debugging-port=9222") 78 | options.add_argument("--no-sandbox") 79 | options.add_argument("--disable-dev-shm-usage") 80 | self.driver = webdriver.Chrome(options=options) 81 | self.driver.get('https://csgolounge.com/fr/') 82 | self.FB = FeaturesBuilder() 83 | self.clf = clf 84 | self.B = 0 85 | 86 | def auto_predict(self, fast=False): 87 | """ 88 | Place bets using decision rules based on different strategies 89 | """ 90 | if fast: 91 | five_min = timezone.now() + timezone.timedelta(seconds=5*60) 92 | predictions = Prediction.objects.filter(match__status='Scheduled', 93 | match__date__lte=five_min) 94 | else: 95 | query = Q(match__status="Scheduled") 96 | predictions = Prediction.objects.filter(query) 97 | 98 | for pred in predictions: 99 | decision_ev = decision(pred, 'EV') 100 | 101 | if decision_ev == 1: 102 | bet, created = Bet.objects.get_or_create(match=pred.match, strategy='EV') 103 | bet.winner = 'Team 1' 104 | bet.amount = 1 105 | bet.save() 106 | pred.save() 107 | print(bet, 108 | "; "+"new"*created + "not new" * (1-created)) 109 | elif decision_ev == 0: 110 | bet, created = Bet.objects.get_or_create(match=pred.match, strategy='EV') 111 | bet.winner = 'Team 2' 112 | bet.amount = 1 113 | bet.save() 114 | pred.save() 115 | print(bet, 116 | "; "+"new"*created + "not new" * (1-created)) 117 | elif decision_ev == -1: 118 | bet, created = Bet.objects.get_or_create(match=pred.match, 119 | strategy='EV') 120 | bet.winner = 'None' 121 | bet.amount = 0 122 | bet.save() 123 | pred.save() 124 | print(f'Not a good bet {pred.match}') 125 | print(bet, 126 | "; "+"new"*created + "not new" * (1-created)) 127 | 128 | if decision_ev == 1: 129 | bet, created = Bet.objects.get_or_create(match=pred.match, 130 | strategy='Kelly') 131 | bet.winner = 'Team 1' 132 | f = pred.delta_ev_1 / pred.match.odd1 133 | bet.amount = self.B * float(f) 134 | 135 | bet.save() 136 | pred.save() 137 | print(bet, 138 | "; "+"new"*created + "not new" * (1-created)) 139 | 140 | elif decision_ev == 0: 141 | bet, created = Bet.objects.get_or_create(match=pred.match, 142 | strategy='Kelly') 143 | bet.winner = 'Team 2' 144 | f = pred.delta_ev_2 / pred.match.odd2 145 | bet.amount = self.B * float(f) 146 | bet.save() 147 | pred.save() 148 | print(bet, 149 | "; "+"new"*created + "not new" * (1-created)) 150 | elif decision_ev == -1: 151 | bet, created = Bet.objects.get_or_create(match=pred.match, 152 | strategy='Kelly') 153 | bet.winner = 'None' 154 | bet.amount = 0 155 | bet.save() 156 | pred.save() 157 | print(f'Not a good bet {pred.match}') 158 | print(bet, 159 | "; "+"new"*created + "not new" * (1-created)) 160 | 161 | decision_naive = decision(pred, 'Naive') 162 | if decision_naive == 1: 163 | bet, created = Bet.objects.get_or_create(match=pred.match, 164 | strategy='Naive') 165 | bet.winner = 'Team 1' 166 | bet.amount = 1 167 | bet.save() 168 | print(bet, 169 | "; "+"new"*created + "not new" * (1-created)) 170 | 171 | elif decision_naive == 0: 172 | bet, created = Bet.objects.get_or_create(match=pred.match, 173 | strategy='Naive') 174 | bet.winner = 'Team 2' 175 | bet.amount = 1 176 | bet.save() 177 | print(bet, 178 | "; "+"new"*created + "not new" * (1-created)) 179 | 180 | bets = Bet.objects.filter(status='Pending') 181 | for bet in bets: 182 | if bet.match.status == 'Canceled' or bet.match.status =='Rescheduled': 183 | bet.delete() 184 | self.update_bet(fast=fast) 185 | 186 | def update_bet(self,fast=False): 187 | """ 188 | Compute the results of bets : the winning team and the gain associated 189 | """ 190 | if fast: 191 | five_min = timezone.now() + timezone.timedelta(seconds=5*60) 192 | bets = Bet.objects.filter(match__status='Results', match__date__lte=five_min) 193 | 194 | else: 195 | query1 = (Q(match__status='Results') | Q(match__status='Expired')) 196 | query2 = Q(status='Finished') | Q(status='Canceled') 197 | bets = Bet.objects.filter(query1).exclude(query2) 198 | for bet in bets: 199 | match = bet.match 200 | if match.status == 'Results': 201 | if len(bet.winner): 202 | if bet.winner == 'Team 1': 203 | win = (match.winner == 'Team 1') 204 | lose = 1-win 205 | bet.gain = bet.amount *((match.odd1-1)* win - lose) 206 | elif bet.winner == 'Team 2': 207 | win = (match.winner == 'Team 2') 208 | lose = 1-win 209 | bet.gain = bet.amount *((match.odd2-1)* win - lose) 210 | bet.status = 'Finished' 211 | elif match.status == 'Expired': 212 | bet.status = 'Canceled' 213 | 214 | bet.save(force_update=True) 215 | self.update_matches() 216 | 217 | def update_matches(self): 218 | """ 219 | Check if matches list is outdated and assign the status 'expired' to outdated matches 220 | """ 221 | history_button = self.driver.find_elements_by_class_name("sys-history-tab")[0] 222 | history_button.click() 223 | matches = self.driver.find_elements_by_class_name("lounge-bets-items__item") 224 | for match in matches: 225 | date = match.find_elements_by_class_name('lounge-match-date__date')[0].get_attribute("innerHTML") 226 | date = datetime.strptime(date.replace(" ","")[:-3], "%d.%m.%Y,%H:%M") 227 | tz = timezone.get_current_timezone() 228 | date = tz.localize(date, is_dst=None) 229 | bo = match.find_elements_by_class_name('sys-bo')[0].get_attribute('innerHTML') 230 | team1 = match.find_elements_by_class_name('lounge-team_left')[0] 231 | team1_name = parse_team_name(team1.find_elements_by_class_name('lounge-team__title')[0].get_attribute('innerHTML')) 232 | team1_logo = team1.find_elements_by_class_name('sys-t1logo')[0].get_attribute('src') 233 | team2 = match.find_elements_by_class_name('lounge-team_right')[0] 234 | team2_name = parse_team_name(team2.find_elements_by_class_name('lounge-team__title')[0].get_attribute('innerHTML')) 235 | team2_logo = team2.find_elements_by_class_name('sys-t2logo')[0].get_attribute('src') 236 | team1_odd = team1.find_elements_by_class_name('sys-stat-koef-1')[0].get_attribute('innerHTML') 237 | team2_odd = team2.find_elements_by_class_name('sys-stat-koef-2')[0].get_attribute('innerHTML') 238 | is_rescheduled = 'bet-rescheduled' in match.get_attribute('class').split() 239 | is_canceled = 'bet-canceled' in match.get_attribute('class').split() 240 | has_results = 'bet-result' in match.get_attribute('class').split() 241 | is_live = 'bet-now' in match.get_attribute('class').split() 242 | status = "Rescheduled" * is_rescheduled + "Canceled" * is_canceled + 'Results' * has_results + "Live" * is_live 243 | if not len(status): 244 | status = 'Scheduled' 245 | right_win = 'bet-winner-right' in match.get_attribute('class').split() 246 | left_win = 'bet-winner-left' in match.get_attribute('class').split() 247 | winner = left_win * 'Team 1' + right_win * 'Team 2' 248 | 249 | if len(team1_odd) > 2 and len(team2_odd) > 2: 250 | team1_odd = float(team1_odd[1:]) 251 | team2_odd = float(team2_odd[1:]) 252 | match_id = int(match.get_attribute('data-id')) 253 | 254 | Match(team1=team1_name,team2=team2_name,odd1=team1_odd,odd2=team2_odd, 255 | logo1=team1_logo,logo2=team2_logo, 256 | status=status, winner=winner, 257 | bo=bo,date=date,match_id=match_id).save() 258 | 259 | twelve_hours_ago = timezone.now() - timezone.timedelta(hours=12) 260 | Match.objects.filter(Q(date__lte = twelve_hours_ago) & (Q(status = "Scheduled")|Q(status="Live"))).update(status='Expired') 261 | total_button = self.driver.find_elements_by_class_name("sys-total-tab")[0] 262 | total_button.click() 263 | 264 | def scrap_upcoming_matches(self): 265 | wait = WebDriverWait(self.driver, 10) 266 | wait.until(EC.presence_of_element_located((By.XPATH, "//a[@href='/fr/checkin/']"))) 267 | matches_data = pd.DataFrame(columns= ["team1",'team2','odd1','odd2','logo1','logo2','bo','status','winner','date','match_id']) 268 | total_button = self.driver.find_elements_by_class_name("sys-total-tab")[0] 269 | total_button.click() 270 | matches = self.driver.find_elements_by_class_name("lounge-bets-items__item") 271 | for match in matches: 272 | date = match.find_elements_by_class_name('lounge-match-date__date')[0].get_attribute("innerHTML") 273 | date = datetime.strptime(date.replace(" ","")[:-3],"%d.%m.%Y,%H:%M") 274 | tz = timezone.get_current_timezone() 275 | date = tz.localize(date, is_dst=None) 276 | bo = match.find_elements_by_class_name('sys-bo')[0].get_attribute('innerHTML') 277 | team1 = match.find_elements_by_class_name('lounge-team_left')[0] 278 | team1_name = parse_team_name(team1.find_elements_by_class_name('lounge-team__title')[0].get_attribute('innerHTML')) 279 | team1_logo = team1.find_elements_by_class_name('sys-t1logo')[0].get_attribute('src') 280 | team2 = match.find_elements_by_class_name('lounge-team_right')[0] 281 | team2_name = parse_team_name(team2.find_elements_by_class_name('lounge-team__title')[0].get_attribute('innerHTML')) 282 | team2_logo = team2.find_elements_by_class_name('sys-t2logo')[0].get_attribute('src') 283 | team1_odd = team1.find_elements_by_class_name('sys-stat-koef-1')[0].get_attribute('innerHTML') 284 | team2_odd = team2.find_elements_by_class_name('sys-stat-koef-2')[0].get_attribute('innerHTML') 285 | is_rescheduled = 'bet-rescheduled' in match.get_attribute('class').split() 286 | is_canceled = 'bet-canceled' in match.get_attribute('class').split() 287 | has_results = 'bet-result' in match.get_attribute('class').split() 288 | is_live = 'bet-now' in match.get_attribute('class').split() 289 | status = "Rescheduled" * is_rescheduled + "Canceled" * is_canceled + 'Results' * has_results + "Live" * is_live 290 | if not len(status): 291 | status = 'Scheduled' 292 | right_win = 'bet-winner-right' in match.get_attribute('class').split() 293 | left_win = 'bet-winner-left' in match.get_attribute('class').split() 294 | winner = left_win* 'Team 1' + right_win* 'Team 2' 295 | 296 | if len(team1_odd) > 2 and len(team2_odd) > 2: 297 | team1_odd = float(team1_odd[1:]) 298 | team2_odd = float(team2_odd[1:]) 299 | match_id = int(match.get_attribute('data-id')) 300 | row = pd.DataFrame([[team1_name,team2_name,team1_odd,team2_odd,team1_logo,team2_logo,bo,status,winner,date,match_id]], 301 | columns= ["team1",'team2','odd1','odd2','logo1','logo2','bo','status','winner','date','match_id']) 302 | matches_data = matches_data.append(row,ignore_index=True) 303 | 304 | return matches_data 305 | 306 | def save_predictions(self, predictions, model='LOGREG'): 307 | for i in range(len(predictions)): 308 | pred = predictions.iloc[i] 309 | match_id = pred['match_id'] 310 | odd_p_1 = float(pred['odd_p_1']) 311 | odd_p_2 = float(pred['odd_p_2']) 312 | match = Match.objects.filter(match_id=match_id)[0] 313 | delta_ev_1 = float(match.odd1)/odd_p_1 - 1 314 | delta_ev_2 = float(match.odd2)/odd_p_2 - 1 315 | 316 | Prediction(match=match, odd1=odd_p_1, odd2=odd_p_2, 317 | delta_ev_1=delta_ev_1, 318 | delta_ev_2=delta_ev_2, model=model).save() 319 | 320 | def predict(self, features): 321 | probas = self.clf.predict_proba(features.drop('match_id', axis=1)) 322 | eps = 1e-8 323 | features['odd_p_1'] = 1/(probas[:, 1] + eps) 324 | features['odd_p_2'] = 1/(probas[:, 0] + eps) 325 | return features 326 | 327 | def get_bankroll(self): 328 | self.B = 50 329 | return 330 | 331 | def real_bet(self): 332 | return 333 | 334 | 335 | 336 | def auto_bet(self, amount='0.5'): 337 | k = 0 338 | refresh_counter = 0 339 | while 1: 340 | self.get_bankroll() 341 | k += 1 342 | now = datetime.now() 343 | minutes = str(now.minute) 344 | if len(minutes) < 2: 345 | minutes = "0" + minutes 346 | print(f'Starting iteration {k} at {now.hour}h{minutes}') 347 | print(f'Bankroll : {self.B:.2f}€') 348 | try: 349 | matches_data = self.scrap_upcoming_matches() 350 | for i in range(matches_data.shape[0]): 351 | match = matches_data.iloc[i] 352 | (team1, team2, odd1, odd2, 353 | logo1, logo2, bo, status, 354 | winner, date, match_id) = match 355 | Match(team1=team1, team2=team2, odd1=odd1, odd2=odd2, 356 | logo1=logo1, logo2=logo2, 357 | status=status, winner=winner, 358 | bo=bo, date=date, match_id=match_id).save() 359 | print('Upcoming matches : ') 360 | print(matches_data.iloc[:10, :4]) 361 | 362 | # m = 5 363 | # to_m_min = timezone.now() + timezone.timedelta(seconds=m*60) 364 | # for_m_min = timezone.now() - timezone.timedelta(seconds=m*60) 365 | 366 | features = self.FB.get_features(matches_data, 367 | features=['match_id', 'odd1', 'odd2', 'date', 'elo1', 368 | 'elo2', 'F_S_team1', 'F_S_team2']) 369 | predictions = self.predict(features) 370 | self.save_predictions(predictions) 371 | 372 | except IndexError: 373 | print("Can't scrap matches") 374 | 375 | self.auto_predict() 376 | self.real_bet(validate=False) 377 | if refresh_counter < 10 + (random.random()-1/2) * 5: 378 | refresh_counter += 1 379 | else: 380 | self.driver.get('https://csgolounge.com/fr/') 381 | refresh_counter = 0 382 | print('Sleeping for 30s') 383 | for j in range(30): 384 | #print('#'*j + ' ' + str((j*100)//30) +'%') 385 | time.sleep(1) 386 | 387 | 388 | print("##################") -------------------------------------------------------------------------------- /paris/views.py: -------------------------------------------------------------------------------- 1 | from django.shortcuts import render 2 | from django.urls import reverse_lazy 3 | from django.views import generic 4 | from django.db.models import Q 5 | from django.utils import timezone 6 | from datetime import datetime, timedelta 7 | import pytz 8 | from .utils import compute_time_to_go 9 | from .forms import BetForm 10 | from .models import Match, Bet, Prediction 11 | import numpy as np 12 | 13 | 14 | MATCH_NOT_FINISHED = Q(status='Scheduled') | Q(status='Live') 15 | DATA_DIR = 'var/' 16 | 17 | 18 | class IndexView(generic.TemplateView): 19 | template_name = 'paris/index.html' 20 | context_object_name = '' 21 | 22 | def get_context_data(self, **kwargs): 23 | context = super().get_context_data(**kwargs) 24 | matches = Match.objects.filter(MATCH_NOT_FINISHED).order_by('date') 25 | compute_time_to_go(matches) 26 | context['matches'] = matches 27 | context['bets'] = Bet.objects.order_by('-match__date') 28 | context['total'] = np.array(list(map(lambda x: x.gain,Bet.objects.filter(status='Finished')))).sum() 29 | return context 30 | 31 | 32 | def get_bets_list_by_ev(request): 33 | ev_trsh = request.GET.get('ev') 34 | data = {'bets': Bet.objects.filter(ev__gte=ev_trsh)} 35 | return render(request, '/bet_history', data) 36 | 37 | 38 | class DayView(generic.ListView): 39 | template_name = 'paris/day.html' 40 | context_object_name = 'matches' 41 | 42 | def get_context_data(self, **kwargs): 43 | context = super().get_context_data(**kwargs) 44 | strategy = self.kwargs['strat'] 45 | date_ = self.kwargs['date'] 46 | date_ = datetime.strptime(date_, "%d.%m.%Y") 47 | tz = timezone.get_current_timezone() 48 | date_ = tz.localize(date_, is_dst=None) 49 | print(date_) 50 | date_next_day = date_ + timedelta(days=1) 51 | IN_DAY = Q(date__gte=date_, date__lt=date_next_day) 52 | NOT_BET = Q(status='Rescheduled')|Q(status='Canceled')|Q(status='Expired') 53 | matches = Match.objects.filter(IN_DAY).exclude(NOT_BET).filter(prediction__pk__isnull=False).order_by('-date') 54 | compute_time_to_go(matches) 55 | 56 | if strategy == 'ev': 57 | bets = Bet.objects.filter(match__in=matches, 58 | strategy='EV').order_by('-match__date') 59 | elif strategy == 'kelly': 60 | bets = Bet.objects.filter(match__in=matches, 61 | strategy='Kelly').order_by('-match__date') 62 | elif strategy == 'naive': 63 | bets = Bet.objects.filter(match__in=matches, 64 | strategy='Naive').order_by('-match__date') 65 | print(len(bets),len(matches)) 66 | context['mbs'] = zip(matches, bets) 67 | return context 68 | 69 | def get_queryset(self): 70 | 71 | return None 72 | 73 | 74 | class BetView(generic.CreateView): 75 | template_name = 'paris/bet_form.html' 76 | model = Bet 77 | form_class = BetForm 78 | success_url = reverse_lazy('paris:index') 79 | 80 | 81 | class BetHistory2(generic.ListView): 82 | template_name = 'paris/bet_history2.html' 83 | context_object_name = 'bets' 84 | 85 | def get_context_data(self, **kwargs): 86 | context = super().get_context_data(**kwargs) 87 | strategy = self.kwargs['strat'] 88 | context['strategy'] = strategy 89 | ev = self.kwargs['ev'] 90 | if strategy == 'ev': 91 | bets = Bet.objects.filter(strategy='EV') 92 | 93 | elif strategy == 'naive': 94 | bets = Bet.objects.filter(strategy='Naive') 95 | 96 | elif strategy == 'kelly': 97 | bets = Bet.objects.filter(strategy='Kelly') 98 | 99 | n = 20 100 | date_0 = timezone.now().replace(second=0, minute=0, 101 | hour=0, microsecond=0) 102 | dates = [date_0-timezone.timedelta(days=i) 103 | for i in range(-1, n)] 104 | totals = [] 105 | for i in range(0, n+1): 106 | date_next_day = dates[i] + timedelta(days=1) 107 | bets_today = (bets.filter(match__date__lt=date_next_day, 108 | match__date__gte=dates[i]) 109 | .order_by('-match__date')) 110 | totals.append(np.array(list(map(lambda x: x.gain, bets_today))).sum()) 111 | context['totals'] = dict(zip(dates, totals)) 112 | context['total'] = np.array(totals, dtype=np.float).sum() 113 | return context 114 | 115 | def get_queryset(self): 116 | return None 117 | 118 | 119 | class PredictionView(generic.ListView): 120 | template_name = 'paris/pred.html' 121 | context_object_name = 'pred_list' 122 | 123 | def get_queryset(self): 124 | return (Prediction.objects 125 | .order_by('-match__date') 126 | .filter(MATCH_NOT_FINISHED)) 127 | 128 | 129 | class HistoryView(generic.ListView): 130 | template_name = 'paris/history.html' 131 | context_object_name = 'matches_history' 132 | 133 | def get_queryset(self): 134 | return Match.objects.exclude(MATCH_NOT_FINISHED).order_by('-date') 135 | -------------------------------------------------------------------------------- /report.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/report.pdf -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | # This file may be used to create an environment using: 2 | # $ conda create --name --file 3 | # platform: win-64 4 | _tflow_select=2.2.0=eigen 5 | absl-py=0.11.0=py36haa95532_0 6 | aiohttp=3.6.3=py36he774522_0 7 | asgiref=3.3.1=pyhd3eb1b0_0 8 | astor=0.8.1=py36_0 9 | astunparse=1.6.3=pypi_0 10 | async-timeout=3.0.1=py36_0 11 | async_generator=1.10=py_0 12 | attrs=20.3.0=pyhd3eb1b0_0 13 | autopep8=1.5.4=pypi_0 14 | backcall=0.2.0=py_0 15 | beautifulsoup4=4.9.3=pypi_0 16 | blas=1.0=mkl 17 | bleach=3.2.1=py_0 18 | blinker=1.4=py36_0 19 | brotlipy=0.7.0=py36h2bbff1b_1003 20 | bs4=0.0.1=pypi_0 21 | ca-certificates=2020.10.14=0 22 | cached-property=1.5.2=pypi_0 23 | cachetools=4.1.1=py_0 24 | certifi=2020.11.8=py36haa95532_0 25 | cffi=1.14.3=py36hcd4344a_2 26 | chardet=3.0.4=py36haa95532_1003 27 | click=7.1.2=py_0 28 | colorama=0.4.4=py_0 29 | cryptography=3.2.1=py36hcd4344a_1 30 | cycler=0.10.0=pypi_0 31 | decorator=4.4.2=py_0 32 | defusedxml=0.6.0=py_0 33 | django=3.1.3=pyhd3eb1b0_0 34 | django-common-helpers=0.9.2=pypi_0 35 | django-cron=0.5.1=pypi_0 36 | django-extensions=3.1.0=pypi_0 37 | entrypoints=0.3=py36_0 38 | freetype=2.10.4=hd328e21_0 39 | gast=0.3.3=pypi_0 40 | google-auth=1.23.0=pyhd3eb1b0_0 41 | 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169 | wcwidth=0.2.5=py_0 170 | webencodings=0.5.1=py36_1 171 | werkzeug=0.16.1=py_0 172 | wheel=0.35.1=pyhd3eb1b0_0 173 | widgetsnbextension=3.5.1=py36_0 174 | win_inet_pton=1.1.0=py36haa95532_0 175 | wincertstore=0.2=py36h7fe50ca_0 176 | winpty=0.4.3=4 177 | wrapt=1.12.1=py36he774522_1 178 | xz=5.2.5=h62dcd97_0 179 | yaml=0.2.5=he774522_0 180 | yarl=1.6.2=py36he774522_0 181 | zeromq=4.3.2=ha925a31_3 182 | zipp=3.4.0=pyhd3eb1b0_0 183 | zlib=1.2.11=h62dcd97_4 184 | zstd=1.4.5=h04227a9_0 185 | -------------------------------------------------------------------------------- /var/.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/var/.gitignore -------------------------------------------------------------------------------- /var/history.db: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/var/history.db -------------------------------------------------------------------------------- /var/logit.joblib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Egiob/csgo_forecasting/dd6d4c85788ffc02bbd199b1c259e17def6cb6b0/var/logit.joblib -------------------------------------------------------------------------------- /var/teams_map.csv: -------------------------------------------------------------------------------- 1 | name;name2; 2 | wolsung;; 3 | orgles5;; 4 | project5;; 5 | madeeka;; 6 | navi youth;na'vi junior; 7 | london;; 8 | honoris;; 9 | control;; 10 | prodigy;prodigy (brazil); 11 | generation of miracles;; 12 | mk;; 13 | epikk;; 14 | boca boston;; 15 | nordavind no;; 16 | riddle;; 17 | bitfrost;; 18 | ex-wizards;; 19 | excellency;; 20 | fwrd;; 21 | wizards;; 22 | queso;; 23 | way 2 french;; 24 | morning light;; 25 | justice;; 26 | twa;; 27 | iwis;; 28 | bantz;; 29 | downfall;; 30 | forbidden;; 31 | overt;; 32 | esea open;; 33 | ago nest;; 34 | sangal;; 35 | swedish canadians;; 36 | cyberwolves;; 37 | galactics esc;; 38 | gtz bulls;; 39 | warriors;warriors international; 40 | terro;; 41 | plmix;; 42 | detona pound;; 43 | paqueta;; 44 | ex-airborne;; 45 | nerdrage;; 46 | les petits bouffons;; 47 | ex-vexed;; 48 | keep the comms up;; 49 | orion;; 50 | w2c;; 51 | trvpremeslo;; 52 | trepunktnoll;; 53 | jigadood;; 54 | heartless;; 55 | ztayhome;; 56 | pupsiki squad;; 57 | eidos;; 58 | o2;; 59 | zero.tsg;; 60 | chrome;; 61 | cex;; 62 | the pensioners;; 63 | vac;; 64 | rebel;; 65 | exalty;; 66 | alltech;; 67 | nicecactus;; 68 | one one;; 69 | amsterdam kings;; 70 | lamif;; 71 | reünie;; 72 | sateliti;; 73 | mynec;; 74 | trtrr;; 75 | blink;; 76 | mustang crew;; 77 | bluejays;; 78 | blood, sweat, and tears;blood sweat; 79 | rozu;; 80 | draconic;; 81 | ex-mc academy;; 82 | wygers;; 83 | strange tactics;; 84 | bogatiri;; 85 | nosurrender;; 86 | keymotion;; 87 | coscu army;; 88 | hsl;; 89 | qlash forge;; 90 | hg;; 91 | manguste;; 92 | exaequo italy;; 93 | elites;; 94 | broccoli & chicken;; 95 | sapphirekelownadotcom;; 96 | ex-up;; 97 | brave soldiers;; 98 | red feet;; 99 | utopian;; 100 | rise;; 101 | adastra;; 102 | timbermen;; 103 | dans ta yeule;; 104 | trivium;; 105 | xternal;; 106 | kinship black;; 107 | savage;; 108 | neko paradise;; 109 | raijin;; 110 | front;; 111 | pdhm;; 112 | dogs of war;; 113 | precision;; 114 | polar ace;; 115 | serac;; 116 | lavender;; 117 | luxgaming;; 118 | 303;; 119 | buffdaddy's paypal;buffdaddys;buffdaddys paypal 120 | chetz;; 121 | kingzzz;; 122 | lionz;; 123 | babos;; 124 | silent;; 125 | nonamers;; 126 | myinsanity;; 127 | casa de papel;; 128 | cyber legacy;; 129 | aa;alcoholics anonymous; 130 | campus vejle * flammen;; 131 | aligon;; 132 | infamous;; 133 | funplus phoenix;; 134 | crazycoco;; 135 | nyyrikki;; 136 | vertex;; 137 | district 7;; 138 | ex-eunited;; 139 | i sleep;; 140 | tiger;; 141 | justpassingby;; 142 | markandlarry;; 143 | shidiots;; 144 | entry;; 145 | in the lab;; 146 | lucid;; 147 | penguinsmokeweed;; 148 | electrify;; 149 | rooster;; 150 | lords of plumbing;; 151 | hunkydads;; 152 | braintrust;; 153 | eimi fukada fc;; 154 | aeroplane;; 155 | 4 and a half men;; 156 | umumba;; 157 | levelzero;; 158 | wings;; 159 | nocturns;; 160 | lnd;; 161 | duck nutz;; 162 | sinisters;; 163 | freerox;; 164 | under 21;; 165 | ex-intz;; 166 | stepback;; 167 | kinetic;; 168 | igen;; 169 | wubbalubbadubdub;; 170 | born in mongolia;; 171 | shinelikedemons;; 172 | aim4r;; 173 | updraft;; 174 | ignis;; 175 | d13;; 176 | 2k;; 177 | intz.academy;; 178 | speedrunners;; 179 | dopeclvb;; 180 | atlants;; 181 | ekaterinburg;; 182 | fakedospro;; 183 | fearow;; 184 | hawks;; 185 | up;; 186 | cptl;; 187 | kynyniekat;; 188 | rehti;; 189 | swole identity;; 190 | rysix;; 191 | ex-skullz;; 192 | polar ace south;; 193 | e-gaming;; 194 | nlg;; 195 | brazen;; 196 | gameagents;; 197 | thedabers;; 198 | sinners;sinners (cz); 199 | pax;; 200 | no2b;; 201 | sws;; 202 | rensga;; 203 | slashlevel;; 204 | timechasers;; 205 | alltherage;; 206 | 1337huania;; 207 | sigma;; 208 | yoink;; 209 | deeznuts;; 210 | wildcats;; 211 | ne parsya;; 212 | maslomaslo;; 213 | lapw;; 214 | fbg;; 215 | jijiehao;; 216 | very1zgaming;; 217 | ferox;; 218 | hot ass;; 219 | orgless;; 220 | fakemaquinas;; 221 | unluckers;; 222 | we are orgless;; 223 | new patrol;; 224 | super nova csgo;; 225 | asterius;; 226 | neverest;; 227 | dynasty;; 228 | salamander;; 229 | prima;; 230 | moon daddy;; 231 | klan gadanych głupot;; 232 | dogsclvb;; 233 | unlukoexpress;; 234 | ha masse;; 235 | everybodydance;; 236 | 1win;; 237 | moscow five academy;; 238 | 100pinggods;; 239 | revolt;; 240 | imperium;; 241 | prospects;; 242 | 1820ht;; 243 | akatsuki;; 244 | blinkdagger;; 245 | space jam;; 246 | sgindomix;; 247 | zigma;; 248 | clowns;; 249 | paper rex;; 250 | blank;; 251 | ze pug godz;; 252 | fiveg;; 253 | lyngby vikings;; 254 | bravos;; 255 | skyfire;; 256 | divine vendetta;; 257 | c0ntact;; 258 | freestyle;; 259 | incubus;; 260 | supremacy;; 261 | rsc19;; 262 | cephei;; 263 | jokers;; 264 | agarthas;; 265 | black;; 266 | ex-bizarre;; 267 | hardstuck main;; 268 | fraggin4praze;; 269 | ethereal;ethereal (ru); 270 | s2v;; 271 | euronics;; 272 | cisbots;; 273 | hard4u;; 274 | hz;; 275 | trident;; 276 | formidable;; 277 | avengers;; 278 | no problem!;; 279 | demolition crew;; 280 | esper;; 281 | rock candy;; 282 | skin ogres;; 283 | axis;; 284 | spray'n'pray;; 285 | el'quvet;; 286 | incept;; 287 | airborne;; 288 | yeah;; 289 | station7;; 290 | russian street party;; 291 | 2be continued;; 292 | astro;; 293 | onegodlike.jr;; 294 | dreamseller;; 295 | armory;; 296 | noname.newgen;; 297 | saskatoon warriors;; 298 | maple;; 299 | 7sins;; 300 | ex-intact;; 301 | apeks;; 302 | meandtheboys;; 303 | ex-ambush;; 304 | impunity;; 305 | a point;; 306 | gmcc;; 307 | darkhorse;; 308 | mazaalai;; 309 | saw;; 310 | recon 5;; 311 | just for fun;; 312 | in young ren;; 313 | rocketlauncher$;; 314 | sg.pro;s-gaming; 315 | project x;; 316 | furia inagame;; 317 | ex-intic;; 318 | noorg;; 319 | evolve;; 320 | rejected;; 321 | 9z;; 322 | radnicki;; 323 | nexus;; 324 | budapest five;; 325 | ex-virtus.pro;; 326 | ad hoc;; 327 | big academy;; 328 | empire;; 329 | csgo-mdl;; 330 | j money crew;; 331 | new england whalers;; 332 | call it luck;; 333 | bad news bandits;; 334 | arrow;; 335 | daryl's make a wish;; 336 | rbg;; 337 | third impact;; 338 | gorilla gang;; 339 | big chillin;; 340 | asuna's anime aimers;; 341 | the home of the grave;; 342 | eco fraggers anonymous;; 343 | ucf knights;; 344 | cyberstorm;; 345 | kinship;; 346 | ちんぱんじ～;; 347 | ttc;touch the crown; 348 | reapers;; 349 | evidence;; 350 | l9l;; 351 | 4bowie;; 352 | macau legend;; 353 | dmc;; 354 | superovd;; 355 | shift;; 356 | cataclysm;; 357 | divisionx;; 358 | rebirth;; 359 | oceanus;; 360 | thunder logic;; 361 | faint;; 362 | agf;; 363 | unicorns of love;; 364 | princeadil;; 365 | owned;; 366 | brute;; 367 | real betis;cream real betis;real betis cream 368 | kpi;; 369 | gen.g;; 370 | juggernauts;; 371 | kim kardashians;; 372 | vicious adikta;; 373 | armada;; 374 | nebuloza;; 375 | psychoactive;; 376 | gejming haus aula;; 377 | outlawz;; 378 | avez;; 379 | legion;; 380 | skippy the kangaroo;; 381 | mako;; 382 | instinct china;; 383 | corvidae;; 384 | srry4waht;; 385 | fightclub;; 386 | sons of lennart;; 387 | youclap;; 388 | electronik generation;; 389 | baecon;baecongg; 390 | dream[s]cape;; 391 | og;; 392 | apologis;; 393 | hellside;; 394 | thedice;the dice; 395 | goliath;; 396 | 5orgless;; 397 | arcy;; 398 | finest;; 399 | og3od;; 400 | firemix;; 401 | hub;; 402 | global;; 403 | bl4ze;; 404 | plan a;; 405 | ex-genuine;; 406 | tenerife titans;; 407 | vanguard;; 408 | game fist;; 409 | sector one;sector one.cs; 410 | secret;; 411 | camel riders;; 412 | rvn;; 413 | viboras;; 414 | ratatatata;; 415 | tunisia;; 416 | enrage;; 417 | pompa;; 418 | soberano;; 419 | rufus;; 420 | santos;; 421 | falkol;; 422 | alma;; 423 | maquinas;; 424 | endpoint;; 425 | wind and rain;; 426 | fierce;; 427 | mad lions;; 428 | exile;; 429 | melbet;; 430 | red instinct;; 431 | 2byl9;; 432 | bring me the horizon;; 433 | kryvbas;; 434 | majesty;; 435 | waitfortag;; 436 | navi junior;; 437 | r-stars;; 438 | wild;wild mutigaming; 439 | vodkajuniors;; 440 | revolution;; 441 | uzbekistan;; 442 | project major;; 443 | galkynysh;; 444 | ftw;; 445 | exploit;; 446 | jeste;; 447 | unique;; 448 | vilay;; 449 | 2115;; 450 | extremum;; 451 | triumph;; 452 | fate;; 453 | ex-bluejays;; 454 | rugratz;; 455 | mith.maple;; 456 | august;; 457 | opaa;; 458 | yalla;; 459 | 100 thieves;; 460 | ex-windigo;; 461 | syntax;; 462 | ahq;; 463 | let's quit;; 464 | laze;; 465 | boom;; 466 | ikarus;; 467 | bren;; 468 | brave of warriors;; 469 | d7g;; 470 | aster;; 471 | lynn vision;; 472 | wartex;; 473 | blekingelaget;; 474 | another bad habbit;; 475 | ninjas to be;; 476 | bobbys bjässar;; 477 | man of the year;; 478 | starwish;; 479 | ale fan;; 480 | valorix;; 481 | lilmix;; 482 | marskalk;; 483 | crowns;; 484 | visomvet;; 485 | latchlinan;; 486 | dendd;; 487 | lumens;; 488 | pt1se;; 489 | rova-;; 490 | 9ine;; 491 | no expectation;; 492 | onoff;; 493 | esportsadviser;; 494 | x6tence;; 495 | cleantmix;; 496 | imperial;imperial (brazil); 497 | wisla krakow;; 498 | conquer;; 499 | onethree;onethree.tsg; 500 | ehome;; 501 | mc;; 502 | ex-singularity;; 503 | phoenix;; 504 | asterion;; 505 | hard legion;; 506 | ben's anime;; 507 | catman;; 508 | hukka;; 509 | menacegg;; 510 | ajuri;; 511 | veto;; 512 | kova;; 513 | hreds;; 514 | invictus;ig; 515 | btrg;big time regal; 516 | really weird;; 517 | bpro;; 518 | skade;; 519 | nordavind;; 520 | divine;; 521 | ascent;; 522 | dippers;; 523 | buckets;; 524 | fury;; 525 | syf;; 526 | rewound;; 527 | jade;; 528 | parallax;; 529 | hentai hooligans;; 530 | bizarre;; 531 | zooweemama;; 532 | madlikewizards;; 533 | pc419;; 534 | genuine;; 535 | livid;; 536 | rap gang;; 537 | just swing;; 538 | bushido boyz;; 539 | big frames;; 540 | monstars;; 541 | peeker's advantage;; 542 | new identity;; 543 | riot squad;; 544 | mac-51;; 545 | se7en;; 546 | evil geniuses;eg; 547 | m1x;; 548 | espada;; 549 | red canids;; 550 | ex-luminosity;; 551 | ambush;; 552 | japaleno;; 553 | gamerzone;; 554 | adwokacik;; 555 | e-rivals;; 556 | illuminar;; 557 | smash;; 558 | demise;; 559 | turkey5;; 560 | ex-epsilon;; 561 | warthox;; 562 | gambit youngsters;; 563 | dreameaters;; 564 | ffamix;; 565 | heretics;; 566 | nochance;; 567 | offset;; 568 | cr4zy;; 569 | frenchfrogs;; 570 | instinct;; 571 | aristocracy;; 572 | giants;; 573 | redemption poa;; 574 | w7m;; 575 | infinity;infinity (colomb); 576 | squared;; 577 | avant;; 578 | ground zero;; 579 | lucid dream;; 580 | entity;; 581 | athletico;; 582 | breakaway;; 583 | paradox;; 584 | detona;; 585 | isurus;; 586 | lazarus;; 587 | atk;; 588 | gamerlegion;; 589 | ex-3dmax;; 590 | france fe;; 591 | lazarus fe;; 592 | hysteria;; 593 | arkangel fe;; 594 | those damn canadians;; 595 | tyloo fe;; 596 | intact;; 597 | the quest;; 598 | party astronauts;; 599 | mythic;; 600 | zone;; 601 | final feature;; 602 | chaos;chaos (na); 603 | x-kom;; 604 | ukraine;; 605 | enzo;; 606 | tnc;; 607 | wardell n friends;; 608 | russia;; 609 | panda;; 610 | movistar riders;; 611 | altima;; 612 | viva algeria;; 613 | absolute;; 614 | frostfire;; 615 | furious;; 616 | denial;; 617 | singularity;; 618 | gtv.revolution;; 619 | copenhagen flames;; 620 | havu;; 621 | codewise unicorns;; 622 | izako boars;; 623 | defusekids;; 624 | pact;; 625 | sj;; 626 | massiveimpact;; 627 | ancient;; 628 | devils.one;; 629 | bad news bears;; 630 | pain;; 631 | carnage fe;; 632 | besiktas;; 633 | crowns fe;; 634 | clg red;; 635 | pain fe;; 636 | assassins;; 637 | orgless fe;; 638 | dignitas fe;; 639 | old guys;; 640 | tricked;; 641 | furia;; 642 | gosu;; 643 | beyond;; 644 | aequus;; 645 | runtime;; 646 | syman;; 647 | spirit;; 648 | nemiga;; 649 | nasr;; 650 | ecl;; 651 | energy;; 652 | chosen5;; 653 | forze;; 654 | shotcallers;; 655 | x6tence galaxy;; 656 | 5power;; 657 | pro100;; 658 | teamone;one; 659 | alpha red;; 660 | vitality;; 661 | torqued;; 662 | swole patrol;; 663 | ex-space soldiers;; 664 | spacestation;; 665 | fragsters;; 666 | sprout;; 667 | winstrike;; 668 | não tem como;; 669 | intz;; 670 | windigo;; 671 | rogue;; 672 | eunited;; 673 | azio;; 674 | ghost;; 675 | selfless;; 676 | echo fox;; 677 | quantum bellator fire;; 678 | bravado;; 679 | planetkey;; 680 | myxmg;; 681 | clan-mystik;; 682 | universalsoldiers;; 683 | recursive;; 684 | lgb;; 685 | xapso;; 686 | reason;; 687 | astana dragons;; 688 | 3dmax;; 689 | absolute legends;; 690 | dynamic;; 691 | vexed;; 692 | valiance;; 693 | csgl;; 694 | complexity;col; 695 | irage;; 696 | nostalgie;; 697 | bx3;; 698 | myrevenge;; 699 | eyes on u;; 700 | server-forge;; 701 | curse;; 702 | killerfish;; 703 | alternate attax;; 704 | wrtt;; 705 | plan-b;; 706 | lemondogs;; 707 | temp.no;; 708 | anexis;; 709 | epsilon;; 710 | quantic;; 711 | virtus.pro;vp; 712 | western wolves;; 713 | vg.flash;; 714 | ago;; 715 | cyberzen;; 716 | ex-titan;; 717 | uya;; 718 | mvp project;; 719 | godsent;; 720 | vg.cyberzen;; 721 | vega squadron;; 722 | splyce;; 723 | vici;; 724 | chiefs;; 725 | avangar;; 726 | order;; 727 | themongolz;; 728 | e-frag.net;; 729 | tempo storm;; 730 | legacy;; 731 | progaming.td;; 732 | lowlandlions;; 733 | esc;; 734 | fmesports;; 735 | n!faculty;; 736 | area 51;; 737 | verygames;; 738 | sharks;; 739 | mvp pk;; 740 | grayhound;; 741 | misfits;; 742 | nrg;; 743 | penta;; 744 | boot;; 745 | ence;; 746 | mibr;; 747 | big;; 748 | tyloo;; 749 | space soldiers;; 750 | heroic;; 751 | immortals;; 752 | optic;; 753 | immunity;; 754 | ebettle;; 755 | renegades;; 756 | mousesports;; 757 | flipsid3;; 758 | kinguin;; 759 | wolves;; 760 | london conspiracy;; 761 | dat;; 762 | vox eminor;; 763 | cph wolves;; 764 | ibuypower;; 765 | ldlc;; 766 | conquest;; 767 | luminosity;; 768 | ?;; 769 | keyd;keyd stars; 770 | clg;; 771 | cloud9;c9; 772 | envy;; 773 | titan;; 774 | tsm;; 775 | hellraisers;; 776 | nip;ninjas in pyjamas; 777 | fnatic;; 778 | natus vincere;na'vi; 779 | dignitas;; 780 | gambit;; 781 | liquid;; 782 | faze;; 783 | north;; 784 | g2;; 785 | astralis;; 786 | sk;; 787 | golden knights;; 788 | --------------------------------------------------------------------------------
Team 1Odd 1Odd 1 predictedTeam 2Odd 2Odd 2 predictedΔEV1ΔEV2
{{pred.match.team1}}{{pred.match.odd1}}{{pred.odd1}}{{pred.match.team2}}{{pred.match.odd2}}{{pred.odd2}}{{pred.delta_ev_1}} {{pred.delta_ev_2}}