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https://github.com/chrisby/soccergpt
Small POC to predict game outcomes of the 2024 European Championship using GPT-4o and sportmonks football API.
https://github.com/chrisby/soccergpt
genai llm predictive-analytics soccer
Last synced: about 2 months ago
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Small POC to predict game outcomes of the 2024 European Championship using GPT-4o and sportmonks football API.
- Host: GitHub
- URL: https://github.com/chrisby/soccergpt
- Owner: chrisby
- License: apache-2.0
- Created: 2024-06-13T13:35:52.000Z (6 months ago)
- Default Branch: main
- Last Pushed: 2024-07-15T06:57:39.000Z (5 months ago)
- Last Synced: 2024-07-15T09:02:46.830Z (5 months ago)
- Topics: genai, llm, predictive-analytics, soccer
- Language: Jupyter Notebook
- Homepage:
- Size: 323 KB
- Stars: 21
- Watchers: 3
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# SoccerGPT
Using OpenAI's `GPT-4o` and the [Sportmonks Football API](https://www.sportmonks.com/football-apis) to predict match winners of the 2024 European Soccer Championship. Take a look at the [notebook outputs](https://github.com/chrisby/SoccerGPT/blob/main/main.ipynb) to see the predicted winner!
The LLM receives team performance statistics from the 2024 qualification tournament as well as detailed player statistics.
## Get your own predictions
1. Insert you OpenAI key in the second cell of the notebook
2. Set your sportmonks token in `line 6` of `helper.py`. To get results, sign up for the `EURO 2024` plan which includes the qualification statistics.
3. Update prompts throughout the code base if required.
4. To include statistics from the tournament as soon as results are available, update [this line](https://github.com/chrisby/SoccerGPT/blob/main/helper.py#L309).
## Code quality
This is a POC hacked together over a couple hours, so I can submit my predictions to my betting platform, don't judge ;).
## Predictions
Predictions will be updated throughout the tournament.
### Gameday 1
| Date | Round | Game | SoccerGPT Prediction | Final Score | Winner Correct | Score diff. correct | Score correct |
| ------ | ------| --- | ---------------------|--------------|----------------|---------------------|---------------|
| 06/14 | Group | Germany:Scotland | 3:1 | 5:1 | ✅︎ | ❌ | ❌ |
| 06/15 | Group | Hungary:Switzerland | 1:2 | 1:3 | ✅︎ | ❌ | ❌ |
| 06/15 | Group | Spain:Croatia | 2:1 | 3:0 | ✅︎ | ❌ | ❌ |
| 06/15 | Group | Italy:Albania | 2:0 | 2:1 | ✅︎ | ❌ | ❌ |
| 06/16 | Group | Poland:Netherlands | 1:3 | 1:2 | ✅︎ | ❌ | ❌ |
| 06/16 | Group | Slovenia:Denmark | 1:2 | 1:1 | ❌ | ❌ | ❌ |
| 06/16 | Group | Serbia:England | 1:2 | 0:1 | ✅︎ | ✅︎ | ❌ |
### Gameday 2
| Date | Round | Game | SoccerGPT Prediction | Final Score | Winner Correct | Score diff. correct | Score correct |
| ------ | ------| --- | ---------------------|--------------|----------------|---------------------|---------------|
| 06/17 | Group | Romania:Ukraine | 2:1 | 3:0 | ✅︎ | ❌ | ❌ |
| 06/17 | Group | Belgium:Slovakia | 3:1 | 0:1 | ❌ | ❌ | ❌ |
| 06/17 | Group | Austria:France | 1:3 | 0:1 | ✅︎ | ❌ | ❌ |
| 06/18 | Group | Turkey:Georgia | 2:1 | 3:1 | ✅︎ | ❌ | ❌ |
| 06/18 | Group | Portugal:Czech Republic | 3:0 | 2:1 | ✅︎ | ❌ | ❌ |
### Gameday 3
From here on out, we take stats from the current tournament into account.
| Date | Round | Game | SoccerGPT Prediction | Final Score | Winner Correct | Score diff. correct | Score correct |
| ------ | ------| --- | ---------------------|--------------|----------------|---------------------|---------------|
| 06/19 | Group | Croatia:Albania | 1:1 | 2:2 | ✅︎ | ✅︎ | ❌ |
| 06/19 | Group | Germany:Hungary | 4:1 | 2:0 | ✅︎ | ❌ | ❌ |
| 06/19 | Group | Scotland:Switzerland | 1:3 | 1:1 | ❌ | ❌ | ❌ |
| 06/20 | Group | Slovenia:Serbia | 1:1 | 1:1 | ✅︎ | ✅︎ | ✅︎ |
| 06/20 | Group | Denmark:England | 1:2 | 1:1 | ❌ | ❌ | ❌ |
| 06/20 | Group | Spain:Italy | 2:1 | 1:0 | ✅︎ | ✅︎ | ❌ |
### Gameday 4
| Date | Round | Game | SoccerGPT Prediction | Final Score | Winner Correct | Score diff. correct | Score correct |
| ------ | ------| --- | ---------------------|--------------|----------------|---------------------|---------------|
| 06/21 | Group | Slovakia:Ukraine | 2:0 | 1:2 | ❌ | ❌ | ❌ |
| 06/21 | Group | Poland:Austria | 1:2 | 1:3 | ✅︎ | ❌ | ❌ |
| 06/21 | Group | Netherlands:France | 1:2 | 0:0 | ❌ | ❌ | ❌ |
| 06/22 | Group | Georgia:Czech Republic | 1:2 | 1:1 | ❌ | ❌ | ❌ |
| 06/22 | Group | Turkey:Portugal | 1:3 | 0:3 | ✅︎ | ❌ | ❌ |
| 06/22 | Group | Belgium:Romania | 1:2 | 2:0 | ❌ | ❌ | ❌ |
### Gameday 5
| Date | Round | Game | SoccerGPT Prediction | Final Score | Winner Correct | Score diff. correct | Score correct |
| ------ | ------| --- | ---------------------|--------------|----------------|---------------------|---------------|
| 06/23 | Group | Switzerland:Germany | 1:3 | 1:1 | ❌ | ❌ | ❌ |
| 06/23 | Group | Scotland:Hungary | 1:2 | 0:1 | ✅︎ | ❌ | ❌ |
| 06/24 | Group | Croatia:Italy | 1:2 | 1:1 | ❌ | ❌ | ❌ |
| 06/24 | Group | Albania:Spain | 0:3 | 0:1 | ✅︎ | ❌ | ❌ |
### Gameday 6
| Date | Round | Game | SoccerGPT Prediction | Final Score | Winner Correct | Score diff. correct | Score correct |
| ------ | ------| --- | ---------------------|--------------|----------------|---------------------|---------------|
| 06/25 | Group | Netherlands:Austria | 2:1 | 2:3 | ❌ | ❌ | ❌ |
| 06/25 | Group | France:Poland | 3:0 | 1:1 | ❌ | ❌ | ❌ |
| 06/25 | Group | Denmark:Serbia | 2:1 | 0:0 | ❌ | ❌ | ❌ |
| 06/25 | Group | England:Slovenia | 2:0 | 0:0 | ❌ | ❌ | ❌ |
### Gameday 7
| Date | Round | Game | SoccerGPT Prediction | Final Score | Winner Correct | Score diff. correct | Score correct |
| ------ | ------| --- | ---------------------|--------------|----------------|---------------------|---------------|
| 06/26 | Group | Ukraine:Belgium | 1:3 | 0:0 | ❌ | ❌ | ❌ |
| 06/26 | Group | Slovakia:Romania | 1:2 | 1:1 | ❌ | ❌ | ❌ |
| 06/26 | Group | Czech Republic:Turkey | 1:2 | 1:2 | ✅︎ | ✅︎ | ✅︎ |
| 06/26 | Group | Georgia:Portugal | 0:3 | 2:0 | ❌ | ❌ | ❌ |
### Best of 16
| Date | Game | SoccerGPT Prediction | Final Score | Winner Correct | Score diff. correct | Score correct |
| ------ | ----| ---------------------- | ------------|----------------|---------------------|---------------|
| 06/29 | Switzerland:Italy | 5:6 | 2:0 | ❌ | ❌ | ❌ |
| 06/29 | Germany:Denmark | 2:0 | 2:0 | ✅︎ | ✅︎ | ✅︎ |
| 06/30 | England:Slovakia | 2:1 | 2:1 | ✅︎ | ✅︎ | ✅︎ |
| 06/30 | Spain:Georgia | 2:0 | 4:1 | ✅︎ | ❌ | ❌ |
| 07/01 | France:Belgium | 5:4 | 1:0 | ✅︎ | ✅︎ | ❌ |
| 07/01 | Portugal:Slovenia | 2:0 |3:0 | ✅︎ | ❌ | ❌ |
| 07/02 | Romania:Netherlands | 1:2 | 0:3 | ✅︎ | ❌ | ❌ |
| 07/02 | Austria:Turkey | 2:1 | 1:2 | ❌ | ❌ | ❌ |
### Quarter Finals
| Date | Game | SoccerGPT Prediction | Final Score | Winner Correct | Score diff. correct | Score correct |
| ------ | ----| ---------------------- | ------------|----------------|---------------------|---------------|
| 07/05 | Spain:Germany | 6:5 | 2:1 | ✅︎ | ✅︎ | ❌ |
| 07/05 | Portugal:France | 1:2 | 3:5 | ✅︎ | ❌ | ❌ |
| 07/06 | England:Switzerland | 2:1 | 6:4 | ✅︎ | ❌ | ❌ |
| 07/06 | Netherlands:Turkey | 2:1 | 2:1 | ✅︎ | ✅︎ | ✅︎ |
### Semi Finals
| Date | Game | SoccerGPT Prediction | Final Score | Winner Correct | Score diff. correct | Score correct |
| ------ | ----| ---------------------- | ------------|----------------|---------------------|---------------|
| 07/09 | Spain:France | 2:1 | 2:1 | ✅︎ | ✅︎ | ✅︎ |
| 07/10 | Netherlands:England | 1:2 | 1:2 | ✅︎ | ✅︎ | ✅︎ |
### Final
| Date | Game | SoccerGPT Prediction | Final Score | Winner Correct | Score diff. correct | Score correct |
| ------ | ----| ---------------------- | ------------|----------------|---------------------|---------------|
| 07/14 | Spain:England | 2:1 | 2:1 | ✅︎ | ✅︎ | ✅︎ |