{"candidates":[{"content":{"parts":[{"text":"Okay, let's see. My first thought is: **Exploring the Capabilities of `infer.ols`**\n\nI need to quickly ascertain the flexibility of this `infer.ols` function. Specifically, I'm wondering if it's designed to accept formulas or transformations directly within the `y` (response variable) and `x` (explanatory variable) arguments. Rather than pore over the documentation immediately \u2013 though I'll certainly do that if this approach doesn't pan out \u2013 I'm going to adopt a pragmatic, hands-on method. I'll utilize a try-except block, or just run a simple test with transformations, to observe the function's behavior. This empirical approach should quickly clarify the function's capabilities regarding formula integration and variable transformations without the tedium of exhaustive documentation review. It's the most direct and efficient route to determining its practical limitations.\n\n\n","thought":true},{"text":"I will check if infer.ols allows formulas like log(wage/hours)."},{"function_call":{"args":{"dataset":"wage","x":["educ"],"y":"log(wage/hours)"},"id":"call_524407","name":"infer__ols"},"thought_signature":"EugBCuUBAWkUfRNDSQY4KL0jUuzMszG1BRNifZYcpdyRqPUt-QCufURTVCU99EFEGD5gJr_XNG2nuAjVhTbQ0eB8k3f6CGGvMdHGgairBm6NKCy6803BJRhuNpdaT3HBuH-I1qneMk4Y2Q7PjffMGiWrYtXm7D_uotf40rs8pNv7rVHX2K01jZ5294Wg2PPWZwQ3btUdeCwqbqP9Z8uDkYAXXiiCzM_kW-EndcXA37Lc0DPm-Cb0zW2EIOf_revlsD4teFKHr22g459qixELXJ_D_T8K-JG78WshKJr5dZSaftmZ43PlZsRI-A=="}],"role":"model"},"finish_reason":"STOP","index":0}],"model_version":"gemini-3.8-flash","response_id":"M8rQavbGIOOFz7IP5_Og6AQ","usage_metadata":{"cache_tokens_details":[{"modality":"TEXT","token_count":18554}],"cached_content_token_count":18554,"candidates_token_count":49,"prompt_token_count":21419,"prompt_tokens_details":[{"modality":"TEXT","token_count":21419}],"thoughts_token_count":36,"total_token_count":21504}}