> ## Documentation Index
> Fetch the complete documentation index at: https://docs.kinetica.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Python

> Kinetica guides tagged Python

<CardGroup cols={3}>
  <Card title="JupyterLab Tutorial" href="/content/guides/jupyterlab/index" cta="Python / Visualization">
    Learn how to set up and use Jupyter Lab with Kinetica
  </Card>

  <Card title="Multiple Supply Demand in Python" href="/content/guides/match_graph_dc_multi_supply_demand/index" cta="Geospatial / Graph / Graph - Match / Python">
    Supply chain optimization example in Python
  </Card>

  <Card title="Map Matching with Python" href="/content/guides/match_graph_seattle_markov/index" cta="Geospatial / Graph / Graph - Match / Python">
    An end-to-end example of map matching in the Python API
  </Card>

  <Card title="Python Developer Guide" href="/content/guides/python_guide" cta="Python / Developer">
    Step-by-step instructions on writing Python applications with Kinetica
  </Card>

  <Card title="Shortest Path with Turn Penalties & Restrictions" href="/content/guides/solve_graph_dc_shortest_path_turn/index" cta="Geospatial / Graph / Graph - Solve / Python">
    Modeling turn penalties and restrictions for graph solving
  </Card>

  <Card title="Page Rank in Python" href="/content/guides/solve_graph_nyctaxi_page_rank" cta="Geospatial / Graph / Graph - Solve / Python">
    A Page Rank example using the NYC Taxi dataset
  </Card>

  <Card title="Backhaul Routing in Python" href="/content/guides/solve_graph_seattle_backhaul/index" cta="Geospatial / Graph / Graph - Solve / Python">
    A backhaul routing graph solver example in Python
  </Card>

  <Card title="Multiple Routing on Seattle Road Network" href="/content/guides/solve_graph_seattle_multi_route/index" cta="Geospatial / Graph / Graph - Solve / Python">
    Solve graph with multiple destinations using a road network
  </Card>

  <Card title="Shortest Path with Python" href="/content/guides/solve_graph_seattle_shortest_path/index" cta="Geospatial / Graph / Graph - Solve / Python">
    A Shortest Path graph solver example with the Python API
  </Card>

  <Card title="Table Monitor Guide" href="/content/guides/table_monitor" cta="Developer / Python">
    Basic usage of the three table monitor types
  </Card>

  <Card title="Python UDF Guide" href="/content/guides/udf_python_guide" cta="UDF / Python / Developer">
    Step-by-step guide to creating UDFs with the Python API
  </Card>
</CardGroup>