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pymtiles

Python CLI tools for basic manipulation of PMTiles files containing point data, modeled after the C++ tool pmpoint.

Installation

pip install -e .

Requires Python ≥ 3.10. Dependencies: typer, pmtiles, requests, boto3, shapely.

Commands

pymtiles export

Extracts points from a PMTiles file (vector/MVT point tiles) into TSV and/or newline-delimited GeoJSON, with optional spatial subsetting by bounding box or polygon. The interface mirrors pmpoint export:

# full export at the maximum zoom level (sample data in examples/)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv genes_bin215.all.tsv.gz
# subset by bounding box (EPSG:3857-style global coordinates)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv subset.tsv \
--xmin 1000 --xmax 2000 --ymin 1000 --ymax 2000
# subset by polygon(s) from a GeoJSON file (in EPSG:3857)
pymtiles export --in examples/genes_bin215.pmtiles \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz
# read directly from S3 or HTTP(S) — only the necessary byte ranges are fetched
pymtiles export \
--in "s3://cartostore/data/batch=2026_07/xenium-human-kidney-igan-healthy-multisample-20260717/xenium-human-kidney-igan-healthy-multisample-20260717-igan/genes_bin215.pmtiles" \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz

See examples/ for the sample data and more runnable commands.

OptionDescription
--inInput PMTiles file: local path, http(s):// URL, or s3:// URI (required)
--out-tsvOutput TSV file; .gz suffix enables gzip compression
--out-jsonOutput newline-delimited GeoJSON file; .gz for gzip
--zoomZoom level (default -1 = maximum zoom level)
--xmin/--xmax/--ymin/--ymaxBounding-box filter in global coordinates (default: unbounded)
--polygonGeoJSON file (EPSG:3857) for polygon-based filtering; also accepts non-standard wrappers that nest GeoJSON under a geometry/geometries/features key
--precisionDecimal places for output X/Y coordinates (default 3)

At least one of --out-tsv / --out-json is required. The TSV columns are X, Y, followed by the point property columns taken from the file metadata (tilestats attributes, falling back to vector_layers fields) when declared, or discovered from the first tile otherwise. Features may store properties sparsely; absent values are written as NA.

S3 access uses the standard AWS credential chain and falls back to anonymous (unsigned) requests for public buckets.

Efficiency

pymtiles export avoids reading data it does not need:

  • Only leaf directories whose tile-ID span intersects the target zoom level are fetched; tiles outside the bounding box / polygon bounding boxes are skipped before any tile data is read.
  • Tile fetches are coalesced into large byte-range requests (up to 8 MB, bridging gaps up to 128 KB), which keeps the number of S3/HTTP round trips small for clustered archives.
  • Output is streamed tile by tile, so memory use stays modest regardless of archive size.

Differences from pmpoint export

  • Output rows may appear in a different order (tiles are processed in file-offset order; content is identical).
  • TSV property columns follow the MVT tag order rather than C++ unordered_map iteration order.
  • --out-json writes valid newline-delimited GeoJSON features (pmpoint wraps the same lines in a stray {/} pair).
  • A partially-specified bounding box (e.g. only --xmin) constrains only the specified sides.
  • Files whose features have heterogeneous (sparse) property sets are supported: the column set comes from the file metadata and missing values are NA (pmpoint aborts on such files with "Incompatible feature names").

Development

pip install -e ".[dev]"
pytest

Status / roadmap

  • export for vector (MVT) point tiles
  • Polygon feature export
  • summarize, count-tiles, and other pmpoint commands

License

Apache-2.0

About

Python tool for manipulating PMTiles file

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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pymtiles

Python CLI tools for basic manipulation of PMTiles files containing point data, modeled after the C++ tool pmpoint.

Installation

pip install -e .

Requires Python ≥ 3.10. Dependencies: typer, pmtiles, requests, boto3, shapely.

Commands

pymtiles export

Extracts points from a PMTiles file (vector/MVT point tiles) into TSV and/or newline-delimited GeoJSON, with optional spatial subsetting by bounding box or polygon. The interface mirrors pmpoint export:

# full export at the maximum zoom level (sample data in examples/)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv genes_bin215.all.tsv.gz
# subset by bounding box (EPSG:3857-style global coordinates)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv subset.tsv \
--xmin 1000 --xmax 2000 --ymin 1000 --ymax 2000
# subset by polygon(s) from a GeoJSON file (in EPSG:3857)
pymtiles export --in examples/genes_bin215.pmtiles \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz
# read directly from S3 or HTTP(S) — only the necessary byte ranges are fetched
pymtiles export \
--in "s3://cartostore/data/batch=2026_07/xenium-human-kidney-igan-healthy-multisample-20260717/xenium-human-kidney-igan-healthy-multisample-20260717-igan/genes_bin215.pmtiles" \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz

See examples/ for the sample data and more runnable commands.

OptionDescription
--inInput PMTiles file: local path, http(s):// URL, or s3:// URI (required)
--out-tsvOutput TSV file; .gz suffix enables gzip compression
--out-jsonOutput newline-delimited GeoJSON file; .gz for gzip
--zoomZoom level (default -1 = maximum zoom level)
--xmin/--xmax/--ymin/--ymaxBounding-box filter in global coordinates (default: unbounded)
--polygonGeoJSON file (EPSG:3857) for polygon-based filtering; also accepts non-standard wrappers that nest GeoJSON under a geometry/geometries/features key
--precisionDecimal places for output X/Y coordinates (default 3)

At least one of --out-tsv / --out-json is required. The TSV columns are X, Y, followed by the point property columns taken from the file metadata (tilestats attributes, falling back to vector_layers fields) when declared, or discovered from the first tile otherwise. Features may store properties sparsely; absent values are written as NA.

S3 access uses the standard AWS credential chain and falls back to anonymous (unsigned) requests for public buckets.

Efficiency

pymtiles export avoids reading data it does not need:

  • Only leaf directories whose tile-ID span intersects the target zoom level are fetched; tiles outside the bounding box / polygon bounding boxes are skipped before any tile data is read.
  • Tile fetches are coalesced into large byte-range requests (up to 8 MB, bridging gaps up to 128 KB), which keeps the number of S3/HTTP round trips small for clustered archives.
  • Output is streamed tile by tile, so memory use stays modest regardless of archive size.

Differences from pmpoint export

  • Output rows may appear in a different order (tiles are processed in file-offset order; content is identical).
  • TSV property columns follow the MVT tag order rather than C++ unordered_map iteration order.
  • --out-json writes valid newline-delimited GeoJSON features (pmpoint wraps the same lines in a stray {/} pair).
  • A partially-specified bounding box (e.g. only --xmin) constrains only the specified sides.
  • Files whose features have heterogeneous (sparse) property sets are supported: the column set comes from the file metadata and missing values are NA (pmpoint aborts on such files with "Incompatible feature names").

Development

pip install -e ".[dev]"
pytest

Status / roadmap

  • export for vector (MVT) point tiles
  • Polygon feature export
  • summarize, count-tiles, and other pmpoint commands

License

Apache-2.0

About

Python tool for manipulating PMTiles file

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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pymtiles

Python CLI tools for basic manipulation of PMTiles files containing point data, modeled after the C++ tool pmpoint.

Installation

pip install -e .

Requires Python ≥ 3.10. Dependencies: typer, pmtiles, requests, boto3, shapely.

Commands

pymtiles export

Extracts points from a PMTiles file (vector/MVT point tiles) into TSV and/or newline-delimited GeoJSON, with optional spatial subsetting by bounding box or polygon. The interface mirrors pmpoint export:

# full export at the maximum zoom level (sample data in examples/)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv genes_bin215.all.tsv.gz
# subset by bounding box (EPSG:3857-style global coordinates)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv subset.tsv \
--xmin 1000 --xmax 2000 --ymin 1000 --ymax 2000
# subset by polygon(s) from a GeoJSON file (in EPSG:3857)
pymtiles export --in examples/genes_bin215.pmtiles \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz
# read directly from S3 or HTTP(S) — only the necessary byte ranges are fetched
pymtiles export \
--in "s3://cartostore/data/batch=2026_07/xenium-human-kidney-igan-healthy-multisample-20260717/xenium-human-kidney-igan-healthy-multisample-20260717-igan/genes_bin215.pmtiles" \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz

See examples/ for the sample data and more runnable commands.

OptionDescription
--inInput PMTiles file: local path, http(s):// URL, or s3:// URI (required)
--out-tsvOutput TSV file; .gz suffix enables gzip compression
--out-jsonOutput newline-delimited GeoJSON file; .gz for gzip
--zoomZoom level (default -1 = maximum zoom level)
--xmin/--xmax/--ymin/--ymaxBounding-box filter in global coordinates (default: unbounded)
--polygonGeoJSON file (EPSG:3857) for polygon-based filtering; also accepts non-standard wrappers that nest GeoJSON under a geometry/geometries/features key
--precisionDecimal places for output X/Y coordinates (default 3)

At least one of --out-tsv / --out-json is required. The TSV columns are X, Y, followed by the point property columns taken from the file metadata (tilestats attributes, falling back to vector_layers fields) when declared, or discovered from the first tile otherwise. Features may store properties sparsely; absent values are written as NA.

S3 access uses the standard AWS credential chain and falls back to anonymous (unsigned) requests for public buckets.

Efficiency

pymtiles export avoids reading data it does not need:

  • Only leaf directories whose tile-ID span intersects the target zoom level are fetched; tiles outside the bounding box / polygon bounding boxes are skipped before any tile data is read.
  • Tile fetches are coalesced into large byte-range requests (up to 8 MB, bridging gaps up to 128 KB), which keeps the number of S3/HTTP round trips small for clustered archives.
  • Output is streamed tile by tile, so memory use stays modest regardless of archive size.

Differences from pmpoint export

  • Output rows may appear in a different order (tiles are processed in file-offset order; content is identical).
  • TSV property columns follow the MVT tag order rather than C++ unordered_map iteration order.
  • --out-json writes valid newline-delimited GeoJSON features (pmpoint wraps the same lines in a stray {/} pair).
  • A partially-specified bounding box (e.g. only --xmin) constrains only the specified sides.
  • Files whose features have heterogeneous (sparse) property sets are supported: the column set comes from the file metadata and missing values are NA (pmpoint aborts on such files with "Incompatible feature names").

Development

pip install -e ".[dev]"
pytest

Status / roadmap

  • export for vector (MVT) point tiles
  • Polygon feature export
  • summarize, count-tiles, and other pmpoint commands

License

Apache-2.0

About

Python tool for manipulating PMTiles file

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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pymtiles

Python CLI tools for basic manipulation of PMTiles files containing point data, modeled after the C++ tool pmpoint.

Installation

pip install -e .

Requires Python ≥ 3.10. Dependencies: typer, pmtiles, requests, boto3, shapely.

Commands

pymtiles export

Extracts points from a PMTiles file (vector/MVT point tiles) into TSV and/or newline-delimited GeoJSON, with optional spatial subsetting by bounding box or polygon. The interface mirrors pmpoint export:

# full export at the maximum zoom level (sample data in examples/)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv genes_bin215.all.tsv.gz
# subset by bounding box (EPSG:3857-style global coordinates)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv subset.tsv \
--xmin 1000 --xmax 2000 --ymin 1000 --ymax 2000
# subset by polygon(s) from a GeoJSON file (in EPSG:3857)
pymtiles export --in examples/genes_bin215.pmtiles \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz
# read directly from S3 or HTTP(S) — only the necessary byte ranges are fetched
pymtiles export \
--in "s3://cartostore/data/batch=2026_07/xenium-human-kidney-igan-healthy-multisample-20260717/xenium-human-kidney-igan-healthy-multisample-20260717-igan/genes_bin215.pmtiles" \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz

See examples/ for the sample data and more runnable commands.

OptionDescription
--inInput PMTiles file: local path, http(s):// URL, or s3:// URI (required)
--out-tsvOutput TSV file; .gz suffix enables gzip compression
--out-jsonOutput newline-delimited GeoJSON file; .gz for gzip
--zoomZoom level (default -1 = maximum zoom level)
--xmin/--xmax/--ymin/--ymaxBounding-box filter in global coordinates (default: unbounded)
--polygonGeoJSON file (EPSG:3857) for polygon-based filtering; also accepts non-standard wrappers that nest GeoJSON under a geometry/geometries/features key
--precisionDecimal places for output X/Y coordinates (default 3)

At least one of --out-tsv / --out-json is required. The TSV columns are X, Y, followed by the point property columns taken from the file metadata (tilestats attributes, falling back to vector_layers fields) when declared, or discovered from the first tile otherwise. Features may store properties sparsely; absent values are written as NA.

S3 access uses the standard AWS credential chain and falls back to anonymous (unsigned) requests for public buckets.

Efficiency

pymtiles export avoids reading data it does not need:

  • Only leaf directories whose tile-ID span intersects the target zoom level are fetched; tiles outside the bounding box / polygon bounding boxes are skipped before any tile data is read.
  • Tile fetches are coalesced into large byte-range requests (up to 8 MB, bridging gaps up to 128 KB), which keeps the number of S3/HTTP round trips small for clustered archives.
  • Output is streamed tile by tile, so memory use stays modest regardless of archive size.

Differences from pmpoint export

  • Output rows may appear in a different order (tiles are processed in file-offset order; content is identical).
  • TSV property columns follow the MVT tag order rather than C++ unordered_map iteration order.
  • --out-json writes valid newline-delimited GeoJSON features (pmpoint wraps the same lines in a stray {/} pair).
  • A partially-specified bounding box (e.g. only --xmin) constrains only the specified sides.
  • Files whose features have heterogeneous (sparse) property sets are supported: the column set comes from the file metadata and missing values are NA (pmpoint aborts on such files with "Incompatible feature names").

Development

pip install -e ".[dev]"
pytest

Status / roadmap

  • export for vector (MVT) point tiles
  • Polygon feature export
  • summarize, count-tiles, and other pmpoint commands

License

Apache-2.0

About

Python tool for manipulating PMTiles file

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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pymtiles

Python CLI tools for basic manipulation of PMTiles files containing point data, modeled after the C++ tool pmpoint.

Installation

pip install -e .

Requires Python ≥ 3.10. Dependencies: typer, pmtiles, requests, boto3, shapely.

Commands

pymtiles export

Extracts points from a PMTiles file (vector/MVT point tiles) into TSV and/or newline-delimited GeoJSON, with optional spatial subsetting by bounding box or polygon. The interface mirrors pmpoint export:

# full export at the maximum zoom level (sample data in examples/)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv genes_bin215.all.tsv.gz
# subset by bounding box (EPSG:3857-style global coordinates)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv subset.tsv \
--xmin 1000 --xmax 2000 --ymin 1000 --ymax 2000
# subset by polygon(s) from a GeoJSON file (in EPSG:3857)
pymtiles export --in examples/genes_bin215.pmtiles \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz
# read directly from S3 or HTTP(S) — only the necessary byte ranges are fetched
pymtiles export \
--in "s3://cartostore/data/batch=2026_07/xenium-human-kidney-igan-healthy-multisample-20260717/xenium-human-kidney-igan-healthy-multisample-20260717-igan/genes_bin215.pmtiles" \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz

See examples/ for the sample data and more runnable commands.

OptionDescription
--inInput PMTiles file: local path, http(s):// URL, or s3:// URI (required)
--out-tsvOutput TSV file; .gz suffix enables gzip compression
--out-jsonOutput newline-delimited GeoJSON file; .gz for gzip
--zoomZoom level (default -1 = maximum zoom level)
--xmin/--xmax/--ymin/--ymaxBounding-box filter in global coordinates (default: unbounded)
--polygonGeoJSON file (EPSG:3857) for polygon-based filtering; also accepts non-standard wrappers that nest GeoJSON under a geometry/geometries/features key
--precisionDecimal places for output X/Y coordinates (default 3)

At least one of --out-tsv / --out-json is required. The TSV columns are X, Y, followed by the point property columns taken from the file metadata (tilestats attributes, falling back to vector_layers fields) when declared, or discovered from the first tile otherwise. Features may store properties sparsely; absent values are written as NA.

S3 access uses the standard AWS credential chain and falls back to anonymous (unsigned) requests for public buckets.

Efficiency

pymtiles export avoids reading data it does not need:

  • Only leaf directories whose tile-ID span intersects the target zoom level are fetched; tiles outside the bounding box / polygon bounding boxes are skipped before any tile data is read.
  • Tile fetches are coalesced into large byte-range requests (up to 8 MB, bridging gaps up to 128 KB), which keeps the number of S3/HTTP round trips small for clustered archives.
  • Output is streamed tile by tile, so memory use stays modest regardless of archive size.

Differences from pmpoint export

  • Output rows may appear in a different order (tiles are processed in file-offset order; content is identical).
  • TSV property columns follow the MVT tag order rather than C++ unordered_map iteration order.
  • --out-json writes valid newline-delimited GeoJSON features (pmpoint wraps the same lines in a stray {/} pair).
  • A partially-specified bounding box (e.g. only --xmin) constrains only the specified sides.
  • Files whose features have heterogeneous (sparse) property sets are supported: the column set comes from the file metadata and missing values are NA (pmpoint aborts on such files with "Incompatible feature names").

Development

pip install -e ".[dev]"
pytest

Status / roadmap

  • export for vector (MVT) point tiles
  • Polygon feature export
  • summarize, count-tiles, and other pmpoint commands

License

Apache-2.0

About

Python tool for manipulating PMTiles file

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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pymtiles

Python CLI tools for basic manipulation of PMTiles files containing point data, modeled after the C++ tool pmpoint.

Installation

pip install -e .

Requires Python ≥ 3.10. Dependencies: typer, pmtiles, requests, boto3, shapely.

Commands

pymtiles export

Extracts points from a PMTiles file (vector/MVT point tiles) into TSV and/or newline-delimited GeoJSON, with optional spatial subsetting by bounding box or polygon. The interface mirrors pmpoint export:

# full export at the maximum zoom level (sample data in examples/)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv genes_bin215.all.tsv.gz
# subset by bounding box (EPSG:3857-style global coordinates)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv subset.tsv \
--xmin 1000 --xmax 2000 --ymin 1000 --ymax 2000
# subset by polygon(s) from a GeoJSON file (in EPSG:3857)
pymtiles export --in examples/genes_bin215.pmtiles \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz
# read directly from S3 or HTTP(S) — only the necessary byte ranges are fetched
pymtiles export \
--in "s3://cartostore/data/batch=2026_07/xenium-human-kidney-igan-healthy-multisample-20260717/xenium-human-kidney-igan-healthy-multisample-20260717-igan/genes_bin215.pmtiles" \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz

See examples/ for the sample data and more runnable commands.

OptionDescription
--inInput PMTiles file: local path, http(s):// URL, or s3:// URI (required)
--out-tsvOutput TSV file; .gz suffix enables gzip compression
--out-jsonOutput newline-delimited GeoJSON file; .gz for gzip
--zoomZoom level (default -1 = maximum zoom level)
--xmin/--xmax/--ymin/--ymaxBounding-box filter in global coordinates (default: unbounded)
--polygonGeoJSON file (EPSG:3857) for polygon-based filtering; also accepts non-standard wrappers that nest GeoJSON under a geometry/geometries/features key
--precisionDecimal places for output X/Y coordinates (default 3)

At least one of --out-tsv / --out-json is required. The TSV columns are X, Y, followed by the point property columns taken from the file metadata (tilestats attributes, falling back to vector_layers fields) when declared, or discovered from the first tile otherwise. Features may store properties sparsely; absent values are written as NA.

S3 access uses the standard AWS credential chain and falls back to anonymous (unsigned) requests for public buckets.

Efficiency

pymtiles export avoids reading data it does not need:

  • Only leaf directories whose tile-ID span intersects the target zoom level are fetched; tiles outside the bounding box / polygon bounding boxes are skipped before any tile data is read.
  • Tile fetches are coalesced into large byte-range requests (up to 8 MB, bridging gaps up to 128 KB), which keeps the number of S3/HTTP round trips small for clustered archives.
  • Output is streamed tile by tile, so memory use stays modest regardless of archive size.

Differences from pmpoint export

  • Output rows may appear in a different order (tiles are processed in file-offset order; content is identical).
  • TSV property columns follow the MVT tag order rather than C++ unordered_map iteration order.
  • --out-json writes valid newline-delimited GeoJSON features (pmpoint wraps the same lines in a stray {/} pair).
  • A partially-specified bounding box (e.g. only --xmin) constrains only the specified sides.
  • Files whose features have heterogeneous (sparse) property sets are supported: the column set comes from the file metadata and missing values are NA (pmpoint aborts on such files with "Incompatible feature names").

Development

pip install -e ".[dev]"
pytest

Status / roadmap

  • export for vector (MVT) point tiles
  • Polygon feature export
  • summarize, count-tiles, and other pmpoint commands

License

Apache-2.0

About

Python tool for manipulating PMTiles file

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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pymtiles

Python CLI tools for basic manipulation of PMTiles files containing point data, modeled after the C++ tool pmpoint.

Installation

pip install -e .

Requires Python ≥ 3.10. Dependencies: typer, pmtiles, requests, boto3, shapely.

Commands

pymtiles export

Extracts points from a PMTiles file (vector/MVT point tiles) into TSV and/or newline-delimited GeoJSON, with optional spatial subsetting by bounding box or polygon. The interface mirrors pmpoint export:

# full export at the maximum zoom level (sample data in examples/)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv genes_bin215.all.tsv.gz
# subset by bounding box (EPSG:3857-style global coordinates)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv subset.tsv \
--xmin 1000 --xmax 2000 --ymin 1000 --ymax 2000
# subset by polygon(s) from a GeoJSON file (in EPSG:3857)
pymtiles export --in examples/genes_bin215.pmtiles \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz
# read directly from S3 or HTTP(S) — only the necessary byte ranges are fetched
pymtiles export \
--in "s3://cartostore/data/batch=2026_07/xenium-human-kidney-igan-healthy-multisample-20260717/xenium-human-kidney-igan-healthy-multisample-20260717-igan/genes_bin215.pmtiles" \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz

See examples/ for the sample data and more runnable commands.

OptionDescription
--inInput PMTiles file: local path, http(s):// URL, or s3:// URI (required)
--out-tsvOutput TSV file; .gz suffix enables gzip compression
--out-jsonOutput newline-delimited GeoJSON file; .gz for gzip
--zoomZoom level (default -1 = maximum zoom level)
--xmin/--xmax/--ymin/--ymaxBounding-box filter in global coordinates (default: unbounded)
--polygonGeoJSON file (EPSG:3857) for polygon-based filtering; also accepts non-standard wrappers that nest GeoJSON under a geometry/geometries/features key
--precisionDecimal places for output X/Y coordinates (default 3)

At least one of --out-tsv / --out-json is required. The TSV columns are X, Y, followed by the point property columns taken from the file metadata (tilestats attributes, falling back to vector_layers fields) when declared, or discovered from the first tile otherwise. Features may store properties sparsely; absent values are written as NA.

S3 access uses the standard AWS credential chain and falls back to anonymous (unsigned) requests for public buckets.

Efficiency

pymtiles export avoids reading data it does not need:

  • Only leaf directories whose tile-ID span intersects the target zoom level are fetched; tiles outside the bounding box / polygon bounding boxes are skipped before any tile data is read.
  • Tile fetches are coalesced into large byte-range requests (up to 8 MB, bridging gaps up to 128 KB), which keeps the number of S3/HTTP round trips small for clustered archives.
  • Output is streamed tile by tile, so memory use stays modest regardless of archive size.

Differences from pmpoint export

  • Output rows may appear in a different order (tiles are processed in file-offset order; content is identical).
  • TSV property columns follow the MVT tag order rather than C++ unordered_map iteration order.
  • --out-json writes valid newline-delimited GeoJSON features (pmpoint wraps the same lines in a stray {/} pair).
  • A partially-specified bounding box (e.g. only --xmin) constrains only the specified sides.
  • Files whose features have heterogeneous (sparse) property sets are supported: the column set comes from the file metadata and missing values are NA (pmpoint aborts on such files with "Incompatible feature names").

Development

pip install -e ".[dev]"
pytest

Status / roadmap

  • export for vector (MVT) point tiles
  • Polygon feature export
  • summarize, count-tiles, and other pmpoint commands

License

Apache-2.0

About

Python tool for manipulating PMTiles file

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
Skip to content

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History

2 Commits

Folders and files

NameName
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pymtiles

Python CLI tools for basic manipulation of PMTiles files containing point data, modeled after the C++ tool pmpoint.

Installation

pip install -e .

Requires Python ≥ 3.10. Dependencies: typer, pmtiles, requests, boto3, shapely.

Commands

pymtiles export

Extracts points from a PMTiles file (vector/MVT point tiles) into TSV and/or newline-delimited GeoJSON, with optional spatial subsetting by bounding box or polygon. The interface mirrors pmpoint export:

# full export at the maximum zoom level (sample data in examples/)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv genes_bin215.all.tsv.gz
# subset by bounding box (EPSG:3857-style global coordinates)
pymtiles export --in examples/genes_bin215.pmtiles --out-tsv subset.tsv \
--xmin 1000 --xmax 2000 --ymin 1000 --ymax 2000
# subset by polygon(s) from a GeoJSON file (in EPSG:3857)
pymtiles export --in examples/genes_bin215.pmtiles \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz
# read directly from S3 or HTTP(S) — only the necessary byte ranges are fetched
pymtiles export \
--in "s3://cartostore/data/batch=2026_07/xenium-human-kidney-igan-healthy-multisample-20260717/xenium-human-kidney-igan-healthy-multisample-20260717-igan/genes_bin215.pmtiles" \
--polygon examples/glom_2.geojson --out-tsv genes_bin215.glom_2.tsv.gz

See examples/ for the sample data and more runnable commands.

OptionDescription
--inInput PMTiles file: local path, http(s):// URL, or s3:// URI (required)
--out-tsvOutput TSV file; .gz suffix enables gzip compression
--out-jsonOutput newline-delimited GeoJSON file; .gz for gzip
--zoomZoom level (default -1 = maximum zoom level)
--xmin/--xmax/--ymin/--ymaxBounding-box filter in global coordinates (default: unbounded)
--polygonGeoJSON file (EPSG:3857) for polygon-based filtering; also accepts non-standard wrappers that nest GeoJSON under a geometry/geometries/features key
--precisionDecimal places for output X/Y coordinates (default 3)

At least one of --out-tsv / --out-json is required. The TSV columns are X, Y, followed by the point property columns taken from the file metadata (tilestats attributes, falling back to vector_layers fields) when declared, or discovered from the first tile otherwise. Features may store properties sparsely; absent values are written as NA.

S3 access uses the standard AWS credential chain and falls back to anonymous (unsigned) requests for public buckets.

Efficiency

pymtiles export avoids reading data it does not need:

  • Only leaf directories whose tile-ID span intersects the target zoom level are fetched; tiles outside the bounding box / polygon bounding boxes are skipped before any tile data is read.
  • Tile fetches are coalesced into large byte-range requests (up to 8 MB, bridging gaps up to 128 KB), which keeps the number of S3/HTTP round trips small for clustered archives.
  • Output is streamed tile by tile, so memory use stays modest regardless of archive size.

Differences from pmpoint export

  • Output rows may appear in a different order (tiles are processed in file-offset order; content is identical).
  • TSV property columns follow the MVT tag order rather than C++ unordered_map iteration order.
  • --out-json writes valid newline-delimited GeoJSON features (pmpoint wraps the same lines in a stray {/} pair).
  • A partially-specified bounding box (e.g. only --xmin) constrains only the specified sides.
  • Files whose features have heterogeneous (sparse) property sets are supported: the column set comes from the file metadata and missing values are NA (pmpoint aborts on such files with "Incompatible feature names").

Development

pip install -e ".[dev]"
pytest

Status / roadmap

  • export for vector (MVT) point tiles
  • Polygon feature export
  • summarize, count-tiles, and other pmpoint commands

License

Apache-2.0

About

Python tool for manipulating PMTiles file

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages