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Advanced Rasterio features notebook
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Advanced features in Rasterio\n",
"\n",
"[Rasterio](https://mapbox.github.io/rasterio/) is an open source Python package that wraps [GDAL](http://www.gdal.org/) in idiomatic Python functions and classes.\n",
"\n",
"The last pre-release of Rasterio has five advanced features that are useful for developing cloud-native applications.\n",
"\n",
"1. Quick overviews of GeoTIFFs in the cloud\n",
"2. Quick subsets of GeoTIFFs in the cloud\n",
"3. Lazy warping of GeoTIFFs in the cloud\n",
"4. Formatted files in RAM\n",
"5. Datasets in zipped streams\n",
"\n",
"Please note these features already exist in the latest version of the GDAL library. What Rasterio does, for the first time, is make them into solid Python patterns.\n",
"\n",
"This notebook is a demonstration of these patterns.\n",
"\n",
"## Notebook requirements\n",
"\n",
"This notebook uses f-strings and requires Python 3.6. It will probably work with other Python 3 versions if the f-strings are replaced by `str.format()` calls. My team has switched to Python 3.6 this year and we're glad we did.\n",
"\n",
"I recommend that you run this notebook in an isolated Python environment. My preference is for one created with venv. Install the latest pre-release of Rasterio with its S3-related extras.\n",
"\n",
"```\n",
"python3.6 -m venv rasterio-advanced-features\n",
"source rasterio-advanced-features/bin/activate\n",
"(rasterio-advanced-features) $ pip install --pre rasterio[s3]\n",
"(rasterio-advanced-features) $ pip install mercantile jupyter\n",
"```\n",
"\n",
"If you're a conda user, do the following.\n",
"\n",
"```\n",
"conda create -n rasterio-advanced-features python=3.6 boto3 jupyter\n",
"conda install -c conda-forge mercantile\n",
"conda install -c conda-forge/label/dev rasterio\n",
"```\n",
"\n",
"You will need an AWS account and credentials to run the scripts in this notebook. An AWS account is free and doesn't take long to set up: https://aws.amazon.com/account/.\n",
"\n",
"## Rasterio documentation\n",
"\n",
"This notebook glosses over basic usage of Rasterio and discusses several advanced usage patterns. Please consult the documentation of the Rasterio package for help with basic usage: https://mapbox.github.io/rasterio/.\n",
"\n",
"## Quick tour of the AWS Landsat PDS\n",
"\n",
"We're going to use the [AWS Landsat PDS](https://aws.amazon.com/public-datasets/landsat/) as a source of data for this notebook. From the site:\n",
"\n",
"> Landsat 8 data is available for anyone to use via Amazon S3. All Landsat 8 scenes are available from the start of imagery capture. All new Landsat 8 scenes are made available each day, often within hours of production.\n",
"\n",
"> The Landsat program is a joint effort of the U.S. Geological Survey and NASA. First launched in 1972, the Landsat series of satellites has produced the longest, continuous record of Earth’s land surface as seen from space. NASA is in charge of developing remote-sensing instruments and spacecraft, launching the satellites, and validating their performance. USGS develops the associated ground systems, then takes ownership and operates the satellites, as well as managing data reception, archiving, and distribution. Since late 2008, Landsat data have been made available to all users free of charge. Carefully calibrated Landsat imagery provides the U.S. and the world with a long-term, consistent inventory of vitally important global resources.\n",
"AWS has made Landsat 8 data freely available on Amazon S3 so that anyone can use our on-demand computing resources to perform analysis and create new products without needing to worry about the cost of storing Landsat data or the time required to download it.\n",
"\n",
"> Landsat data is in AWS S3 bucket named *landsat-pds* and is organzied by *path*, *row*, and *scene*. The scene id also has the path and row encoded in it. If you know the scene you're interested in – by searching the USGS Earth Explorer site, or via James Bridle's [Landsat Tumblr](http://laaaaaaandsat.tumblr.com/) – you can extract the path and row and construct an AWS S3 prefix that lets you find all the objects associated with that scene using boto3."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you don't have AWS credentials set in your environment, you can set them in the block below. If you, delete the block. Be careful to remove your credentials from the notebook before sharing it with anyone else."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"env: AWS_ACCESS_KEY_ID=AWS_SECRET_ACCESS_KEY=\n"
]
}
],
"source": [
"%env AWS_ACCESS_KEY_ID= AWS_SECRET_ACCESS_KEY="
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the script below we will use the AWS boto3 module to examine the structure of the Landsat Public Dataset. `LC08_L1TP_139045_20170304_20170316_01_T1` is a Landsat scene ID with a standard pattern."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
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"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B1.TIF 50091654\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B1.TIF.ovr 6454401\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B10.TIF 48758134\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B10.TIF.ovr 7379918\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B10_wrk.IMD 11597\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B11.TIF 46753150\n",
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"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B11_wrk.IMD 11597\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B1_wrk.IMD 11597\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B2.TIF 51415509\n",
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"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B3.TIF 55266974\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B3.TIF.ovr 7207728\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B3_wrk.IMD 11597\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B4.TIF 59330924\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B4.TIF.ovr 7682022\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B4_wrk.IMD 11597\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B5.TIF 63037553\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B5.TIF.ovr 8033890\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B5_wrk.IMD 11597\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B6.TIF 65134525\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B6.TIF.ovr 8283172\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B6_wrk.IMD 11597\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B7.TIF 64089521\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B7.TIF.ovr 8161327\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B7_wrk.IMD 11597\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B8.TIF 229147981\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B8.TIF.ovr 28702520\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B8_wrk.IMD 11597\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B9.TIF 38573789\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B9.TIF.ovr 3510656\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B9_wrk.IMD 11597\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_BQA.TIF 1921058\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_BQA.TIF.ovr 367874\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_BQA_wrk.IMD 11597\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_MTL.json 10565\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_MTL.txt 8695\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_thumb_large.jpg 148845\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_thumb_small.jpg 8090\n",
"landsat-pds c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/index.html 5391\n"
]
}
],
"source": [
"import re\n",
"\n",
"scene = 'LC08_L1TP_139045_20170304_20170316_01_T1'\n",
"path, row = re.match(r'LC08_L1TP_(\\d{3})(\\d{3})', scene).groups()\n",
"prefix = f'c1/L8/{path}/{row}/{scene}'\n",
"\n",
"import boto3\n",
"\n",
"for objsum in boto3.resource('s3').Bucket('landsat-pds').objects.filter(Prefix=prefix):\n",
" print(objsum.bucket_name, objsum.key, objsum.size)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## There's a web browser in GDAL\n",
"\n",
"Each of the .TIF files in the landsat-pds bucket is a georeferenced raster dataset formatted as a [cloud optimized GeoTIFF](https://trac.osgeo.org/gdal/wiki/CloudOptimizedGeoTIFF). A GeoTIFF is a TIFF with extra tags specifying spatial reference systems and coordinates and can be accompanied by reduced-resolution .ovr files as well as other auxiliary files.\n",
"\n",
"There is a browser in the latest version of GDAL that can navigate these TIFFs and auxiliary files like a web browser navigates linked HTML documents. HTTP and the GeoTIFF format replace specialized geospatial raster services like [WCS](http://www.opengeospatial.org/standards/wcs) in the workflow presented in this notebook.\n",
"\n",
"By using GDAL's browser, Rasterio can open and query cloud-optimized GeoTIFFs *without* prior download.\n",
"\n",
"## Quick overviews of GeoTIFFs\n",
"\n",
"Rasterio affords us quickly-generated overviews of Landsat PDS GeoTIFFs. In the script below we will open a GeoTIFF stored on S3 (and identified by an AWS CLI style 's3://' URI), read a 10:1 overview of its data as a Numpy ndarray, and display the array. Note that we use no temporary file to do so.\n",
"\n",
"The S3 object with the name ending in `B4.TIF` corresponds to the red band of the Landsat imager."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
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0y+yxb81FbXMMOxLAWnuMwA5GZxACRdlg6iHQRe33Efl+xrsdB4lKehcsJgpe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wx9bQ9+Ks5hAgZnqPF9Y+BcC3oiug4s720EmRd9aK4/IvpMq2YTicZXA0Kxwel4hmtQS8YsCBMy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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112558278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import rasterio\n",
"\n",
"with rasterio.open(f's3://landsat-pds/{prefix}/{scene}_B4.TIF') as src:\n",
" arr = src.read(out_shape=(src.height//10, src.width//10))\n",
"\n",
"%matplotlib inline\n",
"\n",
"from matplotlib import pyplot as plt\n",
"\n",
"plt.imshow(arr[0])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## A look backstage\n",
"\n",
"Not only is there a web browser in a Rasterio dataset object, it's a sophisticated web brower that uses HTTP range requests to download the least number of bytes required to execute `src.read()` with the given parameters. With a little extra configuration we can see exactly how few bytes.\n",
"\n",
"We will read and display a 10:1 overview as we did for band 4. The S3 object in the listing above with the name ending in `B5.TIF` corresponds to the near-infrared (NIR) band of the Landsat imager.\n",
"\n",
"The little extra configuration needed is to use a rasterio environment with `CPL_CURL_VERBOSE=True` as the context for opening and reading a Landsat PDS GeoTIFF."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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JMnW5b5roythXk1WBJqDsqz3RB39JTmuVGgT45DeMYXaDnT7stNyxohQbL8Ae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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1114043c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with rasterio.Env(CPL_CURL_VERBOSE=True):\n",
" with rasterio.open(f's3://landsat-pds/{prefix}/{scene}_B5.TIF') as src:\n",
" arr = src.read(out_shape=(src.height//10, src.width//10))\n",
"\n",
"plt.imshow(arr[0])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Within a `rasterio.Env` context with `CPL_CURL_VERBOSE=True`, the GDAL functions called by `rasterio.open()` and `src.read()` will print HTTP request and response details as you would see if you used `curl -v`.\n",
"\n",
"A dissected transcript follows. In the transcript, we can see that 5 HTTP requests are made to display the 10:1 overview image of band 5.\n",
"\n",
"First we see the request GDAL makes for only the first 16384 (2^14) bytes of the 63 MB B5.TIF GeoTIFF file.\n",
"Please note: I've removed sensitive headers from the transcript. Yours will be different.\n",
"\n",
"```\n",
"* Couldn't find host landsat-pds.s3.amazonaws.com in the .netrc file; using defaults\n",
"* Connection 1 seems to be dead!\n",
"* Closing connection 1\n",
"* Trying 52.218.160.34...\n",
"* TCP_NODELAY set\n",
"* Connected to landsat-pds.s3.amazonaws.com (52.218.160.34) port 443 (#2)\n",
"* SSL re-using session ID\n",
"* TLS 1.2 connection using TLS_ECDHE_RSA_WITH_AES_128_GCM_SHA256\n",
"* Server certificate: *.s3.amazonaws.com\n",
"* Server certificate: DigiCert Baltimore CA-2 G2\n",
"* Server certificate: Baltimore CyberTrust Root\n",
"> GET /c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B5.TIF HTTP/1.1\n",
"Host: landsat-pds.s3.amazonaws.com\n",
"Range: bytes=0-16383\n",
"Accept: */*\n",
"\n",
"< HTTP/1.1 206 Partial Content\n",
"< Date: Thu, 07 Dec 2017 17:02:07 GMT\n",
"< Last-Modified: Sat, 29 Apr 2017 11:24:24 GMT\n",
"< ETag: \"8dfaba5cd40136c31959b411038760ab\"\n",
"< Accept-Ranges: bytes\n",
"< Content-Range: bytes 0-16383/63037553\n",
"< Content-Type: image/tiff\n",
"< Content-Length: 16384\n",
"< Server: AmazonS3\n",
"<\n",
"* Connection #2 to host landsat-pds.s3.amazonaws.com left intact\n",
"```\n",
"\n",
"At this point you could get the `profile` attribute of the dataset object we've named `src` and GDAL wouldn't need to download any more bytes to provide the dataset metadata. Thanks to the the TIFF format's consolidation of metadata in the head of the file and [HTTP range requests](https://tools.ietf.org/html/rfc7233), we only need to read 0.03% of the file to know its dimensions, data type, spatial extent, and coordinate reference system.\n",
"\n",
"Calling `src.read()` triggers 3 more HTTP requests by GDAL. The third is for the first 16384 (2^14) bytes of the 8 MB .ovr file that GDAL discovered when it fetched the directory listing. In our case, the array returned by ``src.read()`` will come entirely from the .ovr file. For a reference on GeoTIFF overviews, see http://www.gdal.org/frmt_gtiff.html.\n",
"\n",
"```\n",
"* Couldn't find host landsat-pds.s3.amazonaws.com in the .netrc file; using defaults\n",
"* Found bundle for host landsat-pds.s3.amazonaws.com: 0x109a5a9a0 [can pipeline]\n",
"* Re-using existing connection! (#2) with host landsat-pds.s3.amazonaws.com\n",
"* Connected to landsat-pds.s3.amazonaws.com (52.218.160.34) port 443 (#2)\n",
"> GET /c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B5.TIF.ovr HTTP/1.1\n",
"Host: landsat-pds.s3.amazonaws.com\n",
"Range: bytes=0-16383\n",
"Accept: */*\n",
"\n",
"< HTTP/1.1 206 Partial Content\n",
"< Date: Thu, 07 Dec 2017 17:02:07 GMT\n",
"< Last-Modified: Sat, 29 Apr 2017 11:23:56 GMT\n",
"< ETag: \"d6777167ccd6141537b5e9d71abdcfeb\"\n",
"< Accept-Ranges: bytes\n",
"< Content-Range: bytes 0-16383/8033890\n",
"< Content-Type: application/octet-stream\n",
"< Content-Length: 16384\n",
"< Server: AmazonS3\n",
"<\n",
"* Connection #2 to host landsat-pds.s3.amazonaws.com left intact\n",
"```\n",
"\n",
"The fourth and fifth requests are for overview imagery stored near the tail of the .ovr file, as you can see in the request and response `Content-Range` headers.\n",
"\n",
"```\n",
"* Couldn't find host landsat-pds.s3.amazonaws.com in the .netrc file; using defaults\n",
"* Found bundle for host landsat-pds.s3.amazonaws.com: 0x109a5a9a0 [can pipeline]\n",
"* Re-using existing connection! (#2) with host landsat-pds.s3.amazonaws.com\n",
"* Connected to landsat-pds.s3.amazonaws.com (52.218.160.34) port 443 (#2)\n",
"> GET /c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B5.TIF.ovr HTTP/1.1\n",
"Host: landsat-pds.s3.amazonaws.com\n",
"Range: bytes=7110656-7438335\n",
"Accept: */*\n",
"\n",
"< HTTP/1.1 206 Partial Content\n",
"< Date: Thu, 07 Dec 2017 17:02:07 GMT\n",
"< Last-Modified: Sat, 29 Apr 2017 11:23:56 GMT\n",
"< ETag: \"d6777167ccd6141537b5e9d71abdcfeb\"\n",
"< Accept-Ranges: bytes\n",
"< Content-Range: bytes 7110656-7438335/8033890\n",
"< Content-Type: application/octet-stream\n",
"< Content-Length: 327680\n",
"< Server: AmazonS3\n",
"<\n",
"* Connection #2 to host landsat-pds.s3.amazonaws.com left intact\n",
"* Couldn't find host landsat-pds.s3.amazonaws.com in the .netrc file; using defaults\n",
"* Found bundle for host landsat-pds.s3.amazonaws.com: 0x109a5a9a0 [can pipeline]\n",
"* Re-using existing connection! (#2) with host landsat-pds.s3.amazonaws.com\n",
"* Connected to landsat-pds.s3.amazonaws.com (52.218.160.34) port 443 (#2)\n",
"> GET /c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B5.TIF.ovr HTTP/1.1\n",
"Host: landsat-pds.s3.amazonaws.com\n",
"Range: bytes=7438336-8033889\n",
"Accept: */*\n",
"\n",
"< HTTP/1.1 206 Partial Content\n",
"< Date: Thu, 07 Dec 2017 17:02:07 GMT\n",
"< Last-Modified: Sat, 29 Apr 2017 11:23:56 GMT\n",
"< ETag: \"d6777167ccd6141537b5e9d71abdcfeb\"\n",
"< Accept-Ranges: bytes\n",
"< Content-Range: bytes 7438336-8033889/8033890\n",
"< Content-Type: application/octet-stream\n",
"< Content-Length: 595554\n",
"< Server: AmazonS3\n",
"<\n",
"* Connection #2 to host landsat-pds.s3.amazonaws.com left intact\n",
"```\n",
"\n",
"We got a 10:1 overview of one band of one Landsat scene and downloaded only 1/9th of its .ovr file – which is itself only about 1/8th of the target file."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Quick subsets of GeoTIFFs\n",
"\n",
"Having seen how GeoTIFF overviews work in the cloud, let's look at access to full resolution subsets of imagery.\n",
"\n",
"Here we'll read imagery from a random block of the GeoTIFF. Please note that blocks near the south and east edges of the GeoTIFF may be smaller than 512 x 512 pixels."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(5, 7) Window(col_off=3584, row_off=2560, width=512, height=512)\n"
]
},
{
"data": {
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2uNCDQ7CRIJ0nhZXnHWwASIgfRbjEYDKD7CD9nQEmBv2ZDZ2VVG2AlJa9JKdrNQeHK+Ss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wduQzcs2LszJ7+laSKrunM3kvjM3pXVte3WzrOQN+Nzol6BKzWxV/H+9cFN4XmlkPzub7zHooyY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\n2hMG4Qp9Z0VzVPCLZ4eiOvzGjGq3pvfdmJ1khb21ItANia3o7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HfOl58ciddhZumHa34+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LVrU0mipyYAlB1LOKx/j8htP2Qm8VsF4YFHngSYSrC1PGb7Uw/xwoob/+I8k3nMz529wfOr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\ndGE4jdM4jffE/wPkNpoJbKoNbAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109fd4f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import random\n",
"\n",
"with rasterio.Env(CPL_CURL_VERBOSE=True):\n",
" with rasterio.open(f's3://landsat-pds/{prefix}/{scene}_B5.TIF') as src:\n",
" ij, window = random.choice(list(src.block_windows()))\n",
" print(ij, window)\n",
" arr = src.read(window=window)\n",
"\n",
"plt.imshow(arr[0])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Backstage again\n",
"\n",
"Here is the transcript.\n",
"\n",
"```\n",
"* Hostname landsat-pds.s3.amazonaws.com was found in DNS cache\n",
"* Trying 52.218.208.122...\n",
"* TCP_NODELAY set\n",
"* Connected to landsat-pds.s3.amazonaws.com (52.218.208.122) port 443 (#5)\n",
"* SSL re-using session ID\n",
"* TLS 1.2 connection using TLS_ECDHE_RSA_WITH_AES_128_GCM_SHA256\n",
"* Server certificate: *.s3.amazonaws.com\n",
"* Server certificate: DigiCert Baltimore CA-2 G2\n",
"* Server certificate: Baltimore CyberTrust Root\n",
"> GET /c1/L8/139/045/LC08_L1TP_139045_20170304_20170316_01_T1/LC08_L1TP_139045_20170304_20170316_01_T1_B5.TIF HTTP/1.1\n",
"Host: landsat-pds.s3.amazonaws.com\n",
"Range: bytes=44646400-44957695\n",
"Accept: */*\n",
"\n",
"< HTTP/1.1 206 Partial Content\n",
"< Date: Thu, 07 Dec 2017 18:17:20 GMT\n",
"< Last-Modified: Sat, 29 Apr 2017 11:24:24 GMT\n",
"< ETag: \"8dfaba5cd40136c31959b411038760ab\"\n",
"< Accept-Ranges: bytes\n",
"< Content-Range: bytes 44646400-44957695/63037553\n",
"< Content-Type: image/tiff\n",
"< Content-Length: 311296\n",
"< Server: AmazonS3\n",
"<\n",
"* Connection #5 to host landsat-pds.s3.amazonaws.com left intact\n",
"```\n",
"\n",
"We've downloaded only 311 KB (every block of the GeoTIFF is DEFLATE compressed) of a 63 MB file to get that piece of data.\n",
"\n",
"GDAL's GeoTIFF browser caches the data in the fetched byte ranges, so you may not see any curl transcripts from subsequent requests. Finer control of caching will be a feature of GDAL 2.3 and future version of Rasterio."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Lazy warping: WarpedVRT\n",
"\n",
"The Landsat PDS data is georeferenced using the [Universal Transverse Mercator (UTM) system](https://en.wikipedia.org/wiki/Universal_Transverse_Mercator_coordinate_system). To use it in another system such as Web Mercator (also known as 'epsg:3857', as in Google Maps, Mapbox, etc.) it must be reprojected or *warped*.\n",
"\n",
"Rasterio has an abstraction for reprojection that also does not require prior download of the GeoTIFF file and, as with the previously discussed patterns, fetches the least number of bytes required to fill the reading window.\n",
"\n",
"In the script below we fetch imagery from the B5.TIF (georeferenced to UTM Zone 45) that intersects with the zoom level 11 Web Mercator tile at the center of the GeoTIFF. We will use functions from the mercantile module to get the bounds of the that tile."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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VwGgdoEwUSwUr83QCjQeCv9I47R802INRT9ZHPauDBoyett1JZlgJsVIF3niU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\nxp4+E8eSlcFkyPOSZCDZbNpqZVaBQqItg+Ler2v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4A4ESiWlPnKLDQWLySEuS2AczqXLG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7rV6NbIorBRuzAd6Vvk/oZLVA+NlPlrwQVuCgHjHP9Nx7W//YS3/6MjVGsE0ANs1hXDYaCuRgl1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\npKivRqavg6ukx9BPIr4KmJGjX+SoPBDWGj3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ESJaShBZ6An4aLc7YuzISPY0oriLkAtFH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\nAI5+5QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112d1ea58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import mercantile\n",
"\n",
"from rasterio.vrt import WarpedVRT\n",
"\n",
"with rasterio.open(f's3://landsat-pds/{prefix}/{scene}_B5.TIF') as src:\n",
"\n",
" lng, lat = src.lnglat()\n",
" tile = mercantile.tile(lng, lat, 11)\n",
" merc_bounds = mercantile.xy_bounds(tile)\n",
"\n",
" with WarpedVRT(src, dst_crs='epsg:3857') as vrt:\n",
"\n",
" window = vrt.window(*merc_bounds)\n",
" arr_transform = vrt.window_transform(window)\n",
" arr = vrt.read(window=window)\n",
"\n",
"plt.imshow(arr[0])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Formatted files in RAM: MemoryFile\n",
"\n",
"Raster data processing often involves temporary files. For example, in making a set of Web Mercator tiles from a differently projected raster dataset we may use a temporary GeoTIFF dataset to hold the result of a warp operation and then transform this into a JPEG, PNG, or WebP for use on the web.\n",
"\n",
"Python has a `NamedTemporaryFile` class in its `tempfile` module that is well suited for this task. It has a visible name in the filesystem, which GDAL requires, and is automatically cleaned up when no longer used. Its usage a raster-processing program is something like we see in the script below."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from tempfile import NamedTemporaryFile\n",
"\n",
"count, height, width = arr.shape\n",
"dtype = arr.dtype\n",
"\n",
"with NamedTemporaryFile() as temp:\n",
" with rasterio.open(temp.name, 'w', driver='GTiff', dtype=dtype,\n",
" count=count, height=height, width=width,\n",
" transform=arr_transform) as dst:\n",
" dst.write(arr)\n",
"\n",
" temp_bytes = temp.read()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see an indicator that we have a TIFF file in `temp` if we print the first few bytes."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"b'II*\\x00\\x08\\x00\\x00\\x00\\r\\x00\\x00\\x01\\x03\\x00\\x01\\x00\\x00\\x00\\\\\\x02'\n"
]
}
],
"source": [
"print(temp_bytes[:20])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let’s say you want to write a program like this that will run on a computer with a very limited filesystem or no filesystem at all. Python has an in-memory binary file-like class, `io.BytesIO`, but, unlike `NamedTemporaryFile`, instances of `BytesIO` lack the name GDAL needs to access data. To solve this problem, Rasterio provides a new class, `io.MemoryFile`, a drop-in replacement for Python’s `NamedTemporaryFile` which keeps its bytes in a virtual file in an in-memory filesystem that GDAL can access, not on disk.\n",
"\n",
"The usage of `MemoryFile` is modeled after Python’s `zipfile.ZipFile` class. `MemoryFile.open` returns a dataset object, just as `rasterio.open` does."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"b'II*\\x00\\x08\\x00\\x00\\x00\\r\\x00\\x00\\x01\\x03\\x00\\x01\\x00\\x00\\x00\\\\\\x02'\n"
]
}
],
"source": [
"from rasterio.io import MemoryFile\n",
"\n",
"with MemoryFile() as temp:\n",
" with temp.open(driver='GTiff', dtype=dtype,\n",
" count=count, height=height, width=width,\n",
" transform=arr_transform) as dst:\n",
" dst.write(arr)\n",
" png_bytes = temp.read()\n",
"\n",
"print(temp_bytes[:20])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A `MemoryFile` can also be used to access datasets contained in a stream of bytes."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'driver': 'GTiff', 'dtype': 'uint16', 'nodata': None, 'width': 604, 'height': 604, 'count': 1, 'crs': None, 'transform': Affine(32.374971311808814, 0.0, 9666532.345057327,\n",
" 0.0, -32.374971311808814, 2485120.663606849), 'tiled': False, 'interleave': 'band'}\n"
]
}
],
"source": [
"with MemoryFile(temp_bytes) as temp:\n",
" with temp.open() as src:\n",
" print(src.profile)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below is an example of downloading an entire Landsat PDS GeoTIFF to a stream of bytes and then opening the stream of bytes."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'driver': 'GTiff', 'dtype': 'uint16', 'nodata': None, 'width': 7611, 'height': 7771, 'count': 1, 'crs': CRS({'init': 'epsg:32645'}), 'transform': Affine(30.0, 0.0, 382185.0,\n",
" 0.0, -30.0, 2512515.0), 'blockxsize': 512, 'blockysize': 512, 'tiled': True, 'compress': 'deflate', 'interleave': 'band'}\n"
]
}
],
"source": [
"from io import BytesIO\n",
"\n",
"f's3://landsat-pds/{prefix}/{scene}_B4.TIF'\n",
"\n",
"s3 = boto3.resource('s3')\n",
"bucket = s3.Bucket('landsat-pds')\n",
"obj = bucket.Object(f'{prefix}/{scene}_B4.TIF')\n",
"\n",
"with BytesIO() as temp:\n",
" obj.download_fileobj(temp)\n",
" \n",
" temp.seek(0)\n",
" with MemoryFile(temp) as memfile:\n",
" with memfile.open() as src:\n",
" print(src.profile)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Zip files in memory\n",
"\n",
"Rasterio can read datasets within zipped streams of bytes. Zipfiles are commonly used in the GIS domain to package legacy multi-file formats like shapefiles (a shapefile is actually an ensemble of .shp, .dbf, .shx, .prj, and other files) or virtual raster files (VRT) and the rasters they reference.\n",
"\n",
"Below we'll fetch a VRT and JPEG pair from the Rasterio GitHub repo and package them in an in-memory zip file to simulate a zip file such as one that a server might accept as an upload."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"import io\n",
"import zipfile\n",
"\n",
"import requests\n",
"\n",
"temp = io.BytesIO()\n",
"\n",
"with zipfile.ZipFile(temp, 'w') as pkg:\n",
" res = requests.get('https://raw.githubusercontent.com/mapbox/rasterio/master/tests/data/389225main_sw_1965_1024.jpg')\n",
" pkg.writestr('389225main_sw_1965_1024.jpg', res.content)\n",
" res = requests.get('https://raw.githubusercontent.com/mapbox/rasterio/master/tests/data/white-gemini-iv.vrt')\n",
" pkg.writestr('white-gemini-iv.vrt', res.content)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We then read the zipped VRT file. You must rewind the `BytesIO` file because its current position has been left at its end."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/sean/envs/rio-blog-post/lib/python3.6/site-packages/rasterio/io.py:157: NotGeoreferencedWarning: Dataset has no geotransform set. Default transform will be applied (Affine.identity())\n",
" return DatasetReader(vsi_path, driver=driver, **kwargs)\n"
]
},
{
"data": {
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YghSLQpQjfDh4KCzQwfEL4ZO/+Y8WLnKQAuMaeoMOQkiC1SRJIMZQ5gUWReMg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8Ug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\nO8u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aTZRXsLy8DLhFqq1Ca4vnBQz6Ti2/2+mPBSyajTrSczS77e3tMfY7ghWSLCfJijEk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2teKefZu6+3k8b749lud7+ZwBQhuCusnn2CpNFmZWUFNFfNLqTRPZ8ftF0OxYp59waiKzhy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\nwYTzFO6z0PASMofwHcP385+F5Uf8/VE0KhESnsn6uvi+Q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"text/plain": [
"<matplotlib.figure.Figure at 0x112da9160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from rasterio.io import ZipMemoryFile\n",
"\n",
"temp.seek(0)\n",
"with ZipMemoryFile(temp) as zipmemfile:\n",
" with zipmemfile.open('white-gemini-iv.vrt') as src:\n",
" rgb = src.read()\n",
"\n",
"import numpy\n",
"\n",
"plt.imshow(numpy.rollaxis(rgb, 0, 3))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using code like that above, you can build web services that accept zipped shapefiles or zipped VRT and rasters and process them without extracting them to your filesystem."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conclusion\n",
"\n",
"Rasterio turns 5 GDAL features into solid, idiomatic Python patterns suited for building applications that run in the cloud.\n",
"\n",
"1. Quick overviews of GeoTIFFs in the cloud\n",
"2. Quick subsets of GeoTIFFs in the cloud\n",
"3. Lazy warping of GeoTIFFs in the cloud\n",
"4. Formatted files in RAM\n",
"5. Datasets in zipped streams"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Acknowledgements\n",
"\n",
"GDAL's [virtual file systems](http://www.gdal.org/gdal_virtual_file_systems.html), upon which Rasterio's `MemoryFile` and `ZipMemoryFile` are based, and virtually warped dataset feature, used by `WarpedVRT`, were written by Frank Warmerdam.\n",
"\n",
"Even Rouault is the author of GDAL's curl-based HTTP virtual filesystem and the GeoTIFF \"browser\" that powers cloud-optimized GeoTIFFs in Rasterio. Mapbox is proud to be a sponsor of early work on GDAL's browser.\n",
"\n",
"Rasterio's binary wheels are made possible by the tools and wisdom of the Python wheel-builders community: https://mail.python.org/mailman/listinfo/wheel-builders. Matthew Brett's [delocate](https://github.com/matthew-brett/delocate) has been particularly useful.\n",
"\n",
"Rasterio is written by programmers at companies and organizations such as Mapbox, the Conservation Biology Institute, Planet, the U.S. Geological Survey, Continuum Analytics, and DigitalGlobe. See https://github.com/mapbox/rasterio/graphs/contributors for the complete list of contributors."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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@chelm chelm commented Dec 18, 2017

Great write up @sgillies - especially cool is the lazy warping

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@Seagor Seagor commented Dec 19, 2017

+1

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@MBalazs90 MBalazs90 commented Jan 27, 2018

+1

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@lbustelo lbustelo commented Mar 7, 2018

I'm trying to run rasterio in my notebook setup and keep getting when I import the module. Any pointers? I'm running my notebooks inside a container built based on the official jupyter docker stacks. I basically installing the python-numpy gdal-bin libgdal-dev on top of that image.

---------------------------------------------------------------------------
ImportError                               Traceback (most recent call last)
<ipython-input-1-34708b297916> in <module>()
----> 1 import rasterio

/opt/conda/lib/python3.5/site-packages/rasterio/__init__.py in <module>()
     13 import warnings
     14 
---> 15 from rasterio._base import (
     16     eval_window, window_shape, window_index, gdal_version)
     17 from rasterio.dtypes import (

ImportError: /usr/lib/libgdal.so.1: undefined symbol: sqlite3_column_table_name
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@lbustelo lbustelo commented Mar 7, 2018

Never mind the above... I had and old version of GDAL. After that, I pulled the --pre version of rasterio and was able to get going.

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@renelikestacos renelikestacos commented Jul 6, 2018

by some reason i am getting error on from rasterio.vrt import WarpedVRT it shows me an import error.
ImportError: No module named 'rasterio.vrt'
I checked stackoverflow but couldn't find a solution by now. Anyone has the same issue?

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@jyu-theartofml jyu-theartofml commented Nov 5, 2018

Thanks for sharing this wonderful write up. I noticed that AWS_access_key is required, does that mean the landsat data is requester-pay?

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@Dehde Dehde commented Jan 18, 2019

First of all, thanks for the great introduction!
2 Questions:
1.What about GeoTIFFs that are striped instead of tiled? Is it still possible to access a subcrop efficiently?
2. Unfortunately the "with rasterio.Env(CPL_CURL_VERBOSE=True)" changes nothing in the output for me. I'm working on windows with rasterio.version = 1.0.8. Any ideas how I could achieve the verbose output? Been stuck on that for a bit..

Maybe interesting for other windows users: I got an SSL error when trying to access the landsat images. I got rid of it by exposing my SSL certificate with:
import os
os.environ["CURL_CA_BUNDLE"] = r"C:\path\to\curl-ca-bundle.crt"

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@jameshgrn jameshgrn commented Mar 16, 2020

This is fantastic. I have been attempting to figure out how to manipulate LANDSAT and Sentinel data from AWS without downloading wholesale and without using packages like eo-learn and GEE (too hard to customize for my liking). Had seen these features in rasterio but never knew how they worked. This is a well-done write up, cheers.

jg

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