• Dataset : 🇪🇺 Top 5 League 24-25, minimum 670 minutes played.

• LLM : OpenAI GPT-4o and GPT-4o Mini

• DataMB Chat : Conversational, designed for text answers ("Who is the best at...", "Tell me about...", "Rank...", etc.). Not designed to draw visuals.

• DataMB Viz Chat : Designed to provide visual answers by plotting graphs and charts ("Plot...", "Bar graph...", "Pie chart...", etc.). Not designed to answer with text.

• To display visuals after a query, click on "Load Visuals". If you encounter an error during the query, click on "Load Visuals" anyway, as it might have been generated despite the error.

• The AI Agent can be quite delicate, and will often display errors if the prompt is not quite right or outside of his scope. Make sure the prompt is accurate and as precise as possible.

• Like the GPT model on which it was built, it can also output wrong information when it fails to find the right answer. We make no guarantees that the answers will always be correct.

• To look up players, we would advise to use first name initial + last name (eg : E. Haaland), except for Brazilian and Portuguese players (eg : Bernardo Silva).

• Metrics : To print the columns and view all the player metrics, type "df.columns" in DataMB Chat. Team and league information can also be queried; the AI will use player metrics

• Confirmed operations : Comparison (players, teams, leagues...), Ranking (players, teams, leagues...), Sorting/Filtering, Addition/Subtraction, Multiplication/Division, Averages, Counting, Percentiles (not as consistently), Average rank index.

• Confirmed graph types : Scatter plot, Horizontal bar chart, Vertical bar chart, Pie chart, 3D plot, Distribution histogram. Radar charts can sometimes be obtained but are more tricky, and no consistent prompt has been found yet. You can also specify modifications (comparisons, filters, colours, sizes...).