PMTiles example

This notebook will give an overview of how to create and visualize PMTiles archives.

Environment

The packages needed for this notebook can be installed with conda or mamba. Using the environment.yml from this folder run:

conda create -f environment.yml 

or

mamba create -f environment.yml 

Alternatively, you can install pmtiles and mapbox-vector-tile through pip, and tippecanoe through Homebrew (brew install tippecanoe) if on MacOS.

Creating PMTiles

For this example, we’ll use the same file as used in the FlatGeobuf and GeoParquet example notebooks: a 13MB file of US counties.

We’ll use Tippecanoe to convert this file into tiles.

First we’ll download the file to our local directory:

!wget https://flatgeobuf.org/test/data/UScounties.fgb

--2023-08-23 15:54:58--  https://flatgeobuf.org/test/data/UScounties.fgb
Resolving flatgeobuf.org (flatgeobuf.org)... 185.199.108.153
Connecting to flatgeobuf.org (flatgeobuf.org)|185.199.108.153|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 14100008 (13M) [application/octet-stream]
Saving to: ‘UScounties.fgb’

UScounties.fgb      100%[===================>]  13.45M  7.94MB/s    in 1.7s    

2023-08-23 15:55:02 (7.94 MB/s) - ‘UScounties.fgb’ saved [14100008/14100008]

Tippecanoe has many options to customize its behavior. Here we’ll use the -zg flag to tell Tippecanoe to deduce appropriate minimum and maximum zoom levels for the dataset. The -o counties.pmtiles flag tells Tippecanoe to save the output with that name.

Tippecanoe also works especially well with FlatGeobuf files. When a FlatGeobuf file is used as input, Tippecanoe will reuse the spatial index stored in the FlatGeobuf file instead of creating its own.

!tippecanoe UScounties.fgb -o counties.pmtiles -zg

For layer 0, using name "UScountiesfgb"
detected indexed FlatGeobuf: assigning feature IDs by sequence
3221 features, 5580299 bytes of geometry, 53296 bytes of string pool
Choosing a maxzoom of -z1 for features typically 141427 feet (43107 meters) apart, and at least 33249 feet (10135 meters) apart
Choosing a maxzoom of -z7 for resolution of about 3195 feet (973 meters) within features
  99.9%  7/36/49   
  100.0%  7/127/42  

Now we have a file named counties.pmtiles with our data:

!ls -lh counties.pmtiles

-rw-r--r--@ 1 kyle  staff   2.8M Aug 25 13:09 counties.pmtiles

Visualization

The easiest way to interpret this data is to load it into the PMTiles Viewer. Drag the counties.pmtiles file into that website, and you’ll be able to hover over areas

Reading from Python

It’s possible to open and read a PMTiles file from python using the pmtiles and mapbox-vector-tile libraries. The pmtiles library is used to open the archive and fetch a specific tile, while mapbox-vector-tile is used to decode the MVT vector tile data contained within that tile.

from pmtiles.reader import Reader, MmapSource

Open the file and create a pmtiles Reader object

file = open("counties.pmtiles")
reader = Reader(MmapSource(file))

Fetch a specific tile. This tile’s coordinates were found from the PMTiles viewer above, and is located over the east coast.

x, y, z = 37, 48, 7
tile_data = reader.get(z, x, y)

tile_data is now a bytes object, representing the data contained in the PMTiles archive for that specific XYZ tile.

type(tile_data)

bytes

len(tile_data)

11878

In our case, the PMTiles archive contains MVT data, so we can decode the buffer using mapbox_vector_tile. It’s also possible for the archive to contain raster images (e.g. PNG files), in which case a different decoding process would be necessary.

import mapbox_vector_tile
import gzip

We’ll decode the tile and print the output from mapbox_vector_tile. MVT data are encoded with “quantization”, meaning reduced precision so the data can be compressed better. So the coordinates printed out have a range of 0-4096, where those are the integer steps within the local coordinate reference system within the tile. Refer to the mapbox_vector_tile docs for how to read to GeoJSON.

mapbox_vector_tile.decode(gzip.decompress(tile_data))

{'UScountiesfgb': {'extent': 4096,
  'version': 2,
  'features': [{'geometry': {'type': 'Polygon',
     'coordinates': [[[289, 4176],
       [290, 4168],
       [299, 4151],
       [198, 4102],
       [172, 4100],
       [163, 4096],
       [128, 4080],
       [130, 4070],
       [0, 4009],
       [-71, 3976],
       [-80, 3970],
       [-80, 4176],
       [289, 4176]]]},
    'properties': {'STATE_FIPS': '42',
     'COUNTY_FIP': '079',
     'FIPS': '42079',
     'STATE': 'PA',
     'NAME': 'Luzerne',
     'LSAD': 'County'},
    'id': 2224,
    'type': 'Feature'},
   {'geometry': {'type': 'Polygon',
     'coordinates': [[[1272, 4176],
       [1256, 4168],
       [1247, 4167],
       [1235, 4163],
       [1226, 4152],
       [1206, 4143],
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       [648, 3835],
       [529, 4041],
       [620, 4096],
       [643, 4110],
       [590, 4176],
       [1272, 4176]]]},
    'properties': {'STATE_FIPS': '42',
     'COUNTY_FIP': '089',
     'FIPS': '42089',
     'STATE': 'PA',
     'NAME': 'Monroe',
     'LSAD': 'County'},
    'id': 2227,
    'type': 'Feature'},
   {'geometry': {'type': 'Polygon',
     'coordinates': [[[590, 4176],
       [643, 4110],
       [620, 4096],
       [529, 4041],
       [598, 3923],
       [655, 3822],
       [675, 3778],
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       [172, 4100],
       [198, 4102],
       [299, 4151],
       [290, 4168],
       [289, 4176],
       [590, 4176]]]},
    'properties': {'STATE_FIPS': '42',
     'COUNTY_FIP': '025',
     'FIPS': '42025',
     'STATE': 'PA',
     'NAME': 'Carbon',
     'LSAD': 'County'},
    'id': 2217,
    'type': 'Feature'},
   {'geometry': {'type': 'Polygon',
     'coordinates': [[[1529, 4176],
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    'properties': {'STATE_FIPS': '34',
     'COUNTY_FIP': '041',
     'FIPS': '34041',
     'STATE': 'NJ',
     'NAME': 'Warren',
     'LSAD': 'County'},
    'id': 2207,
    'type': 'Feature'},
   {'geometry': {'type': 'MultiPolygon',
     'coordinates': [[[[2427, 4176],
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      [[[2203, 4176],
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        [2196, 4170],
        [2189, 4174],
        [2190, 4176],
        [2203, 4176]]]]},
    'properties': {'STATE_FIPS': '34',
     'COUNTY_FIP': '031',
     'FIPS': '34031',
     'STATE': 'NJ',
     'NAME': 'Passaic',
     'LSAD': 'County'},
    'id': 2230,
    'type': 'Feature'},
   {'geometry': {'type': 'Polygon',
     'coordinates': [[[2981, 4176],
       [2977, 4145],
       [2976, 4129],
       [2960, 4130],
       [2885, 4176],
       [2981, 4176]]]},
    'properties': {'STATE_FIPS': '36',
     'COUNTY_FIP': '087',
     'FIPS': '36087',
     'STATE': 'NY',
     'NAME': 'Rockland',
     'LSAD': 'County'},
    'id': 2226,
    'type': 'Feature'},
   {'geometry': {'type': 'MultiPolygon',
     'coordinates': [[[[3469, 4176],
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        [3469, 4176]]],
      [[[3519, 4176],
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        [3505, 4176],
        [3519, 4176]]]]},
    'properties': {'STATE_FIPS': '09',
     'COUNTY_FIP': '001',
     'FIPS': '09001',
     'STATE': 'CT',
     'NAME': 'Fairfield',
     'LSAD': 'County'},
    'id': 1713,
    'type': 'Feature'},
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    'properties': {'STATE_FIPS': '36',
     'COUNTY_FIP': '119',
     'FIPS': '36119',
     'STATE': 'NY',
     'NAME': 'Westchester',
     'LSAD': 'County'},
    'id': 2232,
    'type': 'Feature'},
   {'geometry': {'type': 'Polygon',
     'coordinates': [[[-80, 3958],
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    'properties': {'STATE_FIPS': '42',
     'COUNTY_FIP': '107',
     'FIPS': '42107',
     'STATE': 'PA',
     'NAME': 'Schuylkill',
     'LSAD': 'County'},
    'id': 2216,
    'type': 'Feature'},
   {'geometry': {'type': 'MultiPolygon',
     'coordinates': [[[[-80, 2134],
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    'properties': {'STATE_FIPS': '42',
     'COUNTY_FIP': '071',
     'FIPS': '42071',
     'STATE': 'PA',
     'NAME': 'Lancaster',
     'LSAD': 'County'},
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    'type': 'Feature'},
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