Sat-search is a Python 3 library and a command line tool for discovering and downloading publicly available satellite imagery using STAC compliant API.
Starting with v0.3.0, sat-search does not have a default STAC endpoint. This can be passed as a parameter when using the library, or define the environment variable STAC_API_URL. Endpoints known to work are provided in this table:
| Endpoint | Data |
|---|---|
| https://earth-search.aws.element84.com/v0 | Sentinel-2 |
Sat-search is a very lightweight application, with the only dependency being sat-stac, which in turn has two dependencies: requests and python-dateutil. To install sat-search from PyPi:
$ pip install sat-searchFrom source repository:
$ git clone https://github.com/sat-utils/sat-search.git
$ cd sat-search
$ pip install .The latest version of sat-search is 0.2.2, which uses STAC v0.7.0. To install other versions of sat-search, specify the version in the call to pip.
pip install sat-search==0.2.0The table below shows the corresponding versions between sat-search and STAC. Additional information can be found in the CHANGELOG
| sat-search | STAC |
|---|---|
| 0.1.x | 0.5.x - 0.6.x |
| 0.2.x | 0.5.x - 0.7.x |
| 0.3.x | 0.9.x - 1.0.0-beta.2 |
With sat-search you can search a STAC compliant API with full querying support (if supported by the API). Search results can be saved as a GeoJSON file then loaded later. Assets can be downloaded by the asset key, or "color" (common_name of the band) if provided.
Sat-search is a Python 3 library that can incorporated into other applications. A Jupyter notebook tutorial is included that covers all the main features of the library.
Sat-search also comes with a Command Line Interface (CLI), which is explained more below.
The sat-search CLI has an extensive online help that can be printed with the -h switch.
$ sat-search -h
usage: sat-search [-h] {search,load} ...
sat-search (v0.3.0)
positional arguments:
{search,load}
search Perform new search of items
load Load items from previous search
optional arguments:
-h, --help show this help message and exit
As can be seen there are two subcommands, search and load, each of which has it's own help.
$ sat-search search -h
usage: sat-search search [-h] [--version] [-v VERBOSITY]
[--print-md [PRINTMD [PRINTMD ...]]]
[--print-cal PRINTCAL] [--save SAVE]
[-c [COLLECTIONS [COLLECTIONS ...]]]
[--ids [IDS [IDS ...]]] [--bbox BBOX BBOX BBOX BBOX]
[--intersects INTERSECTS] [--datetime DATETIME]
[-q [QUERY [QUERY ...]]]
[--sortby [SORTBY [SORTBY ...]]] [--found]
[--url URL] [--headers HEADERS] [--limit LIMIT]
optional arguments:
-h, --help show this help message and exit
--version Print version and exit
-v VERBOSITY, --verbosity VERBOSITY
0:quiet, 1:error, 2:warning, 3:info, 4:debug (default:
2)
output options:
--print-md [PRINTMD [PRINTMD ...]]
Print specified metadata for matched scenes (default:
None)
--print-cal PRINTCAL Print calendar showing dates (default: None)
--save SAVE Save results as GeoJSON (default: None)
search options:
-c [COLLECTIONS [COLLECTIONS ...]], --collections [COLLECTIONS [COLLECTIONS ...]]
Name of collection (default: None)
--ids [IDS [IDS ...]]
One or more scene IDs from provided collection
(ignores other parameters) (default: None)
--bbox BBOX BBOX BBOX BBOX
Bounding box (min lon, min lat, max lon, max lat)
(default: None)
--intersects INTERSECTS
GeoJSON Feature (file or string) (default: None)
--datetime DATETIME Single date/time or begin and end date/time (e.g.,
2017-01-01/2017-02-15) (default: None)
-q [QUERY [QUERY ...]], --query [QUERY [QUERY ...]]
Query properties of form KEY=VALUE (<, >, <=, >=, =
supported) (default: None)
--sortby [SORTBY [SORTBY ...]]
Sort by fields (default: None)
--found Only output how many Items found (default: False)
--url URL URL of the API (default: None)
--headers HEADERS Additional request headers (JSON file or string)
(default: None)
--limit LIMIT Limits the total number of items returned (default:
None)
**Search options**
- **collections** - Search only a specific collections. This is a shortcut, collection can also be provided as a query (e.g., `-q "collection=landsat-8-l1"`)
- **ids** - Fetch the Item for the provided IDs in the given collection (collection must be provided). All other search options will be ignored.
- **intersects** - Provide a GeoJSON Feature string or the name of a GeoJSON file containing a single Feature that is a Polygon of an AOI to be searched.
- **datetime** - Provide a single partial or full datetime (e.g., 2017, 2017-10, 2017-10-11, 2017-10-11T12:00), or two seperated by a slash that defines a range. e.g., 2017-01-01/2017-06-30 will search for scenes acquired in the first 6 months of 2017.
- **query** - Allows searching for any other scene properties by providing the pair as a string (e.g. `-p "landsat:row=42"`, `-p "eo:cloud_cover<10"`). Supported symbols include: =, <, >, >=, and <=
- **sortby** - Sort by specific properties in ascending or descending order. A list of properties can be provided which will be used for sorting in that order of preference. By default a property will be sorted in descending order. To specify the order the property can be preceded with '<' (ascending) or '>' (descending). e.g., `--sort ">datetime" "<eo:cloud_cover" will sort by descending date, then by ascending cloud cover
- **found** - This will print out the total number of scenes found, then exit without fetching the actual items (i.e., the query is made with limit=0).
- **url** - The URL endpoint of a STAC compliant API, this can also be set with the environment variable STAC_API_URL
- **headers** - Additional request headers useful for specifying authentication parameters
- **limit** - Limits total number of Items returned
**Output options**
These options control what to do with the search results, multiple switches can be provided.
- **print-md** - Prints a list of specific metadata fields for all the scenes. If given without any arguments it will print a list of the dates and scene IDs. Otherwise it will print a list of fields that are provided. (e.g., --print-md date eo:cloud_cover eo:platform will print a list of date, cloud cover, and the satellite platform such as WORLDVIEW03)
- **print-cal** - Prints a text calendar (see image below) with specific days colored grouped by a provided property name (e.g. platform), along with a legend.
- **save** - Saves results as a FeatureCollection. The FeatureCollection 'properties' contains all of the arguments used in the search and the 'features' contain all of the individual scenes, with individual scene metadata merged with collection level metadata (metadata fields that are the same across all one collection, such as eo:platform)
#### `load`
Scenes that were previously saved with `sat-search search --save ...` can be loaded with the `load` subcommand.
usage: sat-search load [-h] [--version] [-v VERBOSITY] [--print-md [PRINTMD [PRINTMD ...]]] [--print-cal PRINTCAL] [--save SAVE] [--filename_template FILENAME_TEMPLATE] [--download [DOWNLOAD [DOWNLOAD ...]]] [--requester-pays] items
positional arguments: items GeoJSON file of Items
optional arguments: -h, --help show this help message and exit --version Print version and exit -v VERBOSITY, --verbosity VERBOSITY 0:quiet, 1:error, 2:warning, 3:info, 4:debug (default: 2)
output options: --print-md [PRINTMD [PRINTMD ...]] Print specified metadata for matched scenes (default: None) --print-cal PRINTCAL Print calendar showing dates (default: None) --save SAVE Save results as GeoJSON (default: None)
download options: --filename_template FILENAME_TEMPLATE Save assets with this filename pattern based on metadata keys (default: ${collection}/${date}/${id}) --download [DOWNLOAD [DOWNLOAD ...]] Download assets (default: None) --requester-pays Acknowledge paying egress costs for downloads (if in request pays bucket) (default: False)
Note that while the search options are gone, output options are still available and can be used with the search results loaded from the file. There is also a new series of options for downloading data.
#### Downloading assets
When loading results from a file, the user now has the option to download assets from the scenes.
**Download options**
These control the downloading of assets. Both datadir and filename can include metadata patterns that will be substituted per scene.
- **download** - Provide a list of keys to download these assets. More information on downloading data is provided below.
- **filename_template** - This specifies the filename prefix where downloaded assets will be saved to based on a template using properties from the specific STAC Item. Supported fields:
- ${id}: The ID of the STAC Item
- ${collection}: The collection of the STAC Item
- ${date}: The date portion of the `datetime` property
- ${year}: The year of the `datetime` property
- ${month}: The month of the `datetime` property
- ${day}: The day of the month of the `datetime` property
- ${<property>}: Any STAC Item property may be used, e.g. "${eo:cloud_cover}", "${platform}
The actual filename will be this prefix followed by the asset key and an appropriate extension. For example, specifying `filename_template` as "./${eo:platform}/${date}/${id}" will save assets for each Item under directories of the platform and the date. Thus, a landsat-8 Item from June 20, 2018 will have it's assets saved in a directory './landsat-8/2017-06-20/'. A metadata asset with the key `MTL` would be saved as './landsat-8/2017-06-20/LC80090292018275LGN00_MTL.TIF'. The last component of the filename_template is taken as the filename. See example directory structure below.
landsat-8/ └── 2018-10-02 ├── LC80090292018275LGN00_MTL.txt ├── LC80090292018275LGN00_thumbnail.jpg ├── LC80090302018275LGN00_MTL.txt └── LC80090302018275LGN00_thumbnail.jpg
A shortcut to download all of the assets is available by providing "ALL" as the key to download. This will download every asset for every item.
sat-search load scenes.json --download ALL
## Tutorial
This [Jupyter notebook tutorial](tutorial-1.ipynb) covers all the main features of the library.
## About
sat-search is part of a collection of tools called [sat-utils](https://github.com/sat-utils).