GeoPandas

geopandas.org

GeoPandas is an open-source Python library that extends pandas data types to enable efficient spatial operations on geometric data. It integrates with Shapely for geometry handling and Pyogrio for file access, allowing users to perform geospatial analysis without requiring a dedicated spatial database like PostGIS. The project is fiscally sponsored by NumFOCUS and widely used in the geospatial data science community.

LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.

Normalized 0–100 · last 8 weeks

DataForSEO API

Get LLM mention data of any company via DataForSEO API

Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count. 

How to get LLM mention data →
// Fetch GeoPandas mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "GeoPandas",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]