Zarr 🔬

Zarr (beta)

Open Betabeta
.zarr.zip · application/zip

Zarr 是一种用于科学数据的多维数组存储格式。它支持分块存储、压缩和并行访问。非常适合气候数据、卫星时间序列和地理空间数据。

Beta: Beta -- 实验性。如果服务无法生成原生 DWG,则返回带有诚实 X-Actual-Format: dxf 标头的 DXF 文件(相同的 CAD 应用程序都能打开)。
立即导出 Zarr ✨ Open Beta — 免费无限制

主要特点

分块存储
压缩(Blosc、Zstd)
并行块访问
Zarr 格式导出示例(莫斯科中心,1x0.5 公里)
示例:莫斯科中心区,约 1x0.5 公里,中等详细度

关于 Zarr 格式

Zarr is a format for storing large multidimensional arrays: the data is cut into chunks, and each chunk is compressed and stored separately. That is why an array is read in pieces, in parallel and straight from the cloud — S3, GCS or plain HTTP. In scientific data it is gradually displacing NetCDF and HDF5 precisely because of that cloud access.

An OpenStreetMap map is vector objects while Zarr is about arrays, so the export rasterizes the selected area into a regular grid. The format is taken when the map is needed not as a drawing but as a data layer next to climate data, satellite series or a computational model in xarray and Dask.

The archive holds a Zarr group of version two with two arrays: feature_count — how many OSM objects fell into the cell, and land_use — the code of the dominant layer in the cell. The group attributes record the coordinate system, the bounding box of the area, the grid step and the list of source layers; the data is split into 256 × 256 chunks and compressed (Blosc with Zstandard by default).

The default grid step is 0.001 degrees, about a hundred meters; over small areas it is refined automatically so that the result does not degenerate into a few cells. The grid size is limited to 10,000 × 10,000 cells. The format is in beta status: this is aggregated density and categories, not vector geometry — for that, go to GeoParquet or FlatGeobuf.

打开 Zarr 文件的程序

以下程序可以打开、编辑和处理从 OSM2CDR 导出的 Zarr (beta)(.zarr.zip)文件:

💻Python Zarr 💻Xarray 💻Dask 💻GDAL 💻TerraClimate

格式规格

谁在使用 Zarr 地图

🏗
科研数据
City data lands in the same format the laboratory already stores its arrays in.
💻
气候模型
A grid of development density is placed alongside climate arrays and read by the same xarray.
📊
卫星时间序列
A city layer next to satellite time series — a common format of chunks and compression.
🎨
地理空间数据
Aggregated geodata as an array: object density and the dominant category per cell.
🗺
并行处理
Chunks are read independently, so the computation is easily spread across Dask and several processes.

如何导出 Zarr

1
选择区域
在 osm2cdr 的交互式地图上绘制矩形或多边形
2
选择 Zarr
从 127 种可用导出格式中选择 Zarr (beta)
3
导出
点击导出,1–5 分钟内收到您的 .zarr.zip 文件
4
下载
下载完成的 Zarr 文件并在 Python Zarr 中打开

导出后如何打开

Zarr 格式的热门地图

Free

导出 Zarr (beta) 地图

从 OpenStreetMap 下载专业的 Zarr 地图。即时生成,任意区域。

免费 / 导出
立即导出 Zarr →

常见问题

Zarr 为何比 GeoTIFF 更好?
Zarr 能通过网络读取吗?
Is it vectors or raster inside?
What is the cell size?
How do I open the archive without unpacking it?

相关格式

经常一起导出

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