CrazyTrain93 / Lottery_6_aus_49_predictions

Welcome to the Lotto 6 aus 49 Prediction Project! This repository contains predictive models and analyses for Lotto 6 aus 49, a popular lottery game in Germany. Through statistical analysis, machine learning models, and simulations, we aim to provide insights and predictions to help lottery enthusiasts make informed decisions. BE AWARE! FUN PROJECT

Lotto 6 aus 49 Number Predictions with statistics and Machine Learning

Welcome to the Lotto 6 aus 49 Prediction Project! This repository contains predictive models and analyses for Lotto 6 aus 49, a popular lottery game in Germany. Through statistical analysis, machine learning models, and simulations, we aim to provide insights and predictions to help lottery enthusiasts make informed decisions.

Features:

Statistical Analysis: Explore historical data to identify patterns and trends in lottery numbers. Hot Numbers: Predictions based on frequently drawn numbers in previous draws. Cold Numbers: Predictions based on numbers that have been drawn less frequently. Longest Time not seen: Predictions based on numbers that have been absent for the longest duration. Monte Carlo Simulation: Simulate lottery draws using random sampling techniques. LSTM Model: Long Short-Term Memory model for sequence prediction. Random Forest Model: Ensemble learning model for accurate predictions.

Usage:

Explore the notebooks and scripts to understand the methodology and implementation of each predictive model. Use the provided models to generate predictions for future Lotto 6 aus 49 draws. Contribute to the project by improving existing models or exploring new methodologies.

If you are only interested in one specific Method then just run Notebook 1-Data_Generation.ipynb and skip to the Notebook for your desire.

Otherwise if you run each Notebook from begin to the end, i have Bonus Notebook Number 8 for you, where you can Simulate your chances of winning with this Predictions. However...

DISCLAIMER:

• This is a Fun Project to Showcase some IT Skills
• Lottery is a total statistically Random Game
• Do not use or let you inspire by this Prediction!
• Gambling can make you addicted! Only Play with Caution!
• I claim no rights, that my outputs would even be near the drawn Numbers

About the Predictions:

• Please gather some Knowledge about how Lotto 6 aus 49 work to understand the Notebooks
• The Superzahl only appears once per Lottery Ticket - we will Take 7, 5 and 4 randomly for each Ticket
• I will play 6 Fields á 6 Numbers every Saturday and try my luck

Remember: Lotto is a Random Game, using this Predictions may not increase your chances of winning!!! I just made this as a fun Project for myself

Set up your Environment

Please make sure you have forked the repo and set up a new virtual environment. For this purpose you can use the following commands:

The added requirements file contains all libraries and dependencies we need to execute the Pipeline notebooks.

*Note: If there are errors during environment setup, try removing the versions from the failing packages in the requirements file.

macOS type the following commands :

• Install the virtual environment and the required packages by following commands:

  pyenv local 3.11.3
  python -m venv .venv
  source .venv/bin/activate
  pip install --upgrade pip
  pip install -r requirements.txt

WindowsOS type the following commands :

• Install the virtual environment and the required packages by following commands.

  For PowerShell CLI :

  pyenv local 3.11.3
  python -m venv .venv
  .venv\Scripts\Activate.ps1
  pip install --upgrade pip
  pip install -r requirements.txt

  For Git-Bash CLI :

  pyenv local 3.11.3
  python -m venv .venv
  source .venv/Scripts/activate
  pip install --upgrade pip
  pip install -r requirements.txt