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Project description

This is a Polars extension that adds support for the H3 discrete global grid system, so you can index points and geometries to hexagons directly in Polars. All credits goes to the h3o for doing the heavy lifting.

Highlights

  • ๐Ÿš€ Blazing Fast: Built entirely in Rust, offering lightning-fast H3 operations within Polars. Ideal for high-performance data processing.

  • ๐ŸŒ H3 Feature Parity: Comprehensive support for H3 functions, covering almost everything the standard H3 library provides, excluding geometric functions.

  • ๐Ÿงฉ Seamless Integration: Fully integrates with Polars.

  • ๐Ÿ“‹ Fully Tested: Rigorously tested to ensure correctness.

Get started

You can get started by installing it with pip (or uv):

pip install polars-h3

You can use the extension as a drop-in replacement for the standard H3 functions.

import polars_h3
 
>>> df = pl.DataFrame(
...     {
...         "lat": [37.7749],
...         "long": [-122.4194],
...     }
... ).with_columns(
...     polars_h3.latlng_to_cell_string(
...         "lat",
...         "long",
...         7,
...     ).alias("h3_cell"),
... )
>>> df
shape: (1, 3)
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚ lat     โ”† long      โ”† h3_cell         โ”‚
โ”‚ ---     โ”† ---       โ”† ---             โ”‚
โ”‚ f64     โ”† f64       โ”† str             โ”‚
โ•žโ•โ•โ•โ•โ•โ•โ•โ•โ•โ•ชโ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•ชโ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•ก
โ”‚ 37.7749 โ”† -122.4194 โ”† 872830828ffffff โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

Implemented functions

This extension implements most of the H3 API. The full list of functions is below.

All functions support H3 indexes specified as pl.UInt64 or pl.Int64, but the unsigned one is preferred and is returned when the extension can't detect which one to use. The unsigned and signed APIs are identical. All functions also support pl.Utf8 H3 index input and output.

We are unable to support the functions that work with geometries.

Full list of functions

โœ… = Supported ๐Ÿšง = Pending ๐Ÿ›‘ = Not supported

Function Description Supported
latlng_to_cell Convert latitude/longitude coordinate to cell ID โœ…
latlng_to_cell_string Convert latitude/longitude coordinate to cell ID (returns VARCHAR) โœ…
cell_to_lat Convert cell ID to latitude โœ…
cell_to_lng Convert cell ID to longitude โœ…
cell_to_latlng Convert cell ID to latitude/longitude โœ…
get_resolution Get resolution number of cell ID โœ…
get_base_cell_number Get base cell number of cell ID ๐Ÿšง
str_to_int Convert VARCHAR cell ID to UBIGINT โœ…
int_to_str Convert BIGINT or UBIGINT cell ID to VARCHAR โœ…
is_valid_cell True if this is a valid cell ID โœ…
is_res_class_iii True if the cell's resolution is class III โœ…
is_pentagon True if the cell is a pentagon โœ…
get_icosahedron_faces List of icosahedron face IDs the cell is on โœ…
cell_to_parent Get coarser cell for a cell โœ…
cell_to_children Get finer cells for a cell โœ…
cell_to_center_child Provides the center child (finer) cell contained by cell at resolution childRes. โœ…
cell_to_child_pos Provides the position of the child cell within an ordered list of all children of the cell's parent at the specified resolution parentRes. The order of the ordered list is the same as that returned by cellToChildren. This is the complement of childPosToCell. โœ…
child_pos_to_cell Provides the child cell at a given position within an ordered list of all children of parent at the specified resolution childRes. The order of the ordered list is the same as that returned by cellToChildren. This is the complement of cellToChildPos. โœ…
compact_cells Compacts a collection of H3 cells by recursively replacing children cells with their parents if all children are present. Input cells must all share the same resolution. โœ…
uncompact_cells Uncompacts the set compactedSet of indexes to the resolution res. h3Set must be at least of size uncompactCellsSize(compactedSet, numHexes, res). โœ…
grid_ring Produces the "hollow ring" of cells which are exactly grid distance k from the origin cell โœ…
grid_disk Produces the "filled-in disk" of cells which are at most grid distance k from the origin cell. Output order is not guaranteed. โœ…
grid_path_cells Find a grid path to connect two cells โœ…
grid_distance Find the grid distance between two cells โœ…
cell_to_local_ij Convert a cell ID to a local I,J coordinate space โœ…
local_ij_to_cell Convert a local I,J coordinate to a cell ID โœ…
cell_to_vertex Get the vertex ID for a cell ID and vertex number โœ…
cell_to_vertexes Get all vertex IDs for a cell ID โœ…
vertex_to_latlng Convert a vertex ID to latitude/longitude coordinate โœ…
is_valid_vertex True if passed a valid vertex ID โœ…
is_valid_directed_edge True if passed a valid directed edge ID โœ…
origin_to_directed_edges Get all directed edge IDs for a cell ID โœ…
directed_edge_to_cells Convert a directed edge ID to origin/destination cell IDs โœ…
get_directed_edge_origin Convert a directed edge ID to origin cell ID โœ…
get_directed_edge_destination Convert a directed edge ID to destination cell ID โœ…
cells_to_directed_edge Convert an origin/destination pair to directed edge ID โœ…
are_neighbor_cells True if the two cell IDs are directly adjacent โœ…
directed_edge_to_boundary_wkt Convert directed edge ID to linestring WKT โœ…
average_hexagon_area Get average area of a hexagon cell at resolution โœ…
cell_area Get the area of a cell ID โœ…
average_hexagon_edge_length Average hexagon edge length at resolution โœ…
edge_length Get the length of a directed edge ID ๐Ÿšง
get_num_cells Get the number of cells at a resolution โœ…
get_res0_cells Get all resolution 0 cells ๐Ÿšง
get_pentagons Get all pentagons at a resolution ๐Ÿšง
great_circle_distance Compute the great circle distance between two points (haversine) โœ…
cells_to_multi_polygon_wkt Convert a set of cells to multipolygon WKT ๐Ÿ›‘
polygon_wkt_to_cells Convert polygon WKT to a set of cells ๐Ÿ›‘
cell_to_boundary_wkt Convert cell ID to cell boundary ๐Ÿ›‘

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