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tylere/satellite-platform-acquisition-time-comparison.ipynb

Created September 10, 2021 17:19
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Satellite platform acquisition time comparison.ipynb
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satellite-platform-acquisition-time-comparison.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Satellite platform acquisition time comparison.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyPusYaRDn+iUbVCh4moUiAf",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/tylere/6069908f90fbba4ceaa4767b19b0bdf3/satellite-platform-acquisition-time-comparison.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kILAFHSsqQsT"
},
"source": [
" > Copyright 2021 Google LLC.\n",
" > SPDX-License-Identifier: Apache-2.0"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "X7dhgCuYtOG1"
},
"source": [
"# Overview\n",
"\n",
"This notebook demonstrates using Earth Engine to analyze the variation in daily acquisition times for several optical sensors (Landsat 5,7,8 & Sentinel-2A, -2B).\n",
"\n",
"This analysis was inspired by the following paper:\n",
"> Qiu, S., Zhu, Z., Shang, R. and Crawford, C.J., 2021. Can Landsat 7 preserve its science capability with a drifting orbit?. Science of Remote Sensing, p.100026. https://doi.org/10.1016/j.srs.2021.100026"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dBurYl_Qu7iW"
},
"source": [
"# Setup Connection to Earth Engine"
]
},
{
"cell_type": "code",
"metadata": {
"id": "HkAdeIDeWMlE"
},
"source": [
"import ee\n",
"ee.Authenticate()\n",
"ee.Initialize()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "CmfGbVazvBEs"
},
"source": [
"# Imports"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Q0nMtBSf2nKi"
},
"source": [
"import altair as alt\n",
"import pandas as pd"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "qU3U4zvuvEd_"
},
"source": [
"# Analysis"
]
},
{
"cell_type": "code",
"metadata": {
"id": "lb1w9Y4JWKks"
},
"source": [
"def get_features_with_timing(base_collection, label, location_filter):\n",
"\n",
" def addSceneCenterTime(platform):\n",
" def createFunction(img):\n",
" return ee.Image(img).set({'platform': platform})\n",
" return createFunction\n",
"\n",
" col = (base_collection.filter(location_filter))\n",
"\n",
" return col.map(addSceneCenterTime(label))\n",
"\n",
"l5 = ee.FeatureCollection(\n",
" get_features_with_timing(\n",
" ee.ImageCollection(\"LANDSAT/LT05/C01/T1\"),\n",
" 'Landsat 5',\n",
" ee.Filter.And(ee.Filter.eq('WRS_PATH', 177),\n",
" ee.Filter.eq('WRS_ROW', 45))\n",
" )\n",
")\n",
"\n",
"l7 = ee.FeatureCollection(\n",
" get_features_with_timing(\n",
" ee.ImageCollection(\"LANDSAT/LE07/C01/T1\"),\n",
" 'Landsat 7',\n",
" ee.Filter.And(\n",
" ee.Filter.eq('WRS_PATH', 177),\n",
" ee.Filter.eq('WRS_ROW', 45)\n",
" )\n",
" )\n",
")\n",
"l8 = ee.FeatureCollection(\n",
" get_features_with_timing(\n",
" ee.ImageCollection(\"LANDSAT/LC08/C01/T1\"),\n",
" 'Landsat 8',\n",
" ee.Filter.And(\n",
" ee.Filter.eq('WRS_PATH', 177),\n",
" ee.Filter.eq('WRS_ROW', 45)\n",
" )\n",
" )\n",
")\n",
"\n",
"s2a = ee.FeatureCollection(\n",
" get_features_with_timing(\n",
" ee.ImageCollection(\"COPERNICUS/S2_SR\"),\n",
" 'Sentinel-2A',\n",
" ee.Filter.And(\n",
" ee.Filter.bounds(ee.Geometry.Point(28.1534, 22.0519)),\n",
" ee.Filter.eq('SPACECRAFT_NAME', 'Sentinel-2A'),\n",
" )\n",
" )\n",
")\n",
"s2b = ee.FeatureCollection(\n",
" get_features_with_timing(\n",
" ee.ImageCollection(\"COPERNICUS/S2_SR\"),\n",
" 'Sentinel-2B',\n",
" ee.Filter.And(\n",
" ee.Filter.bounds(ee.Geometry.Point(28.1534, 22.0519)),\n",
" ee.Filter.eq('SPACECRAFT_NAME', 'Sentinel-2B'),\n",
" )\n",
" )\n",
")\n",
"\n",
"# Merge the per-platform feature collections together.\n",
"features = (l5.merge(l7)\n",
" .merge(l8)\n",
" .merge(s2a)\n",
" .merge(s2b)\n",
" .getInfo()['features'])"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "72s0uD25xJ0S"
},
"source": [
"## Create the chart"
]
},
{
"cell_type": "code",
"metadata": {
"id": "N787wK6zBMZB"
},
"source": [
"# Extract feature attributes into a 2-D list.\n",
"data = [(\n",
" f['id'],\n",
" f['properties']['system:time_start'],\n",
" f['properties']['platform']\n",
" ) for f in features]\n",
"\n",
"# Convert to a Pandas dataframe.\n",
"df = pd.DataFrame(data, columns=['scene_id', 'acquisition_time', 'platform'])\n",
"df['acquisition_time'] = pd.to_datetime(df['acquisition_time'], unit='ms')"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 480
},
"id": "_rUTjda0XCZa",
"outputId": "aef142f8-2568-4476-fef7-4b7e465f1dfd"
},
"source": [
"alt.Chart(df).mark_circle(color='red').encode(\n",
" x=alt.Y('yearmonthdate(acquisition_time)',\n",
" title='Date'),\n",
" y=alt.Y('hoursminutesseconds(acquisition_time):T',\n",
" title='Time of Day [UTC]'),\n",
" color=alt.Color('platform', scale=alt.Scale(\n",
" domain=['Landsat 5', 'Landsat 7', 'Landsat 8', 'Sentinel-2A', 'Sentinel-2B'],\n",
" range=['green', 'red', 'blue', 'black', 'grey']\n",
" )),\n",
" tooltip=['scene_id', 'acquisition_time', 'platform']\n",
").properties(\n",
" height=400, width=600, title='Acquisition Time Changes by Platform'\n",
").interactive()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"alt.Chart(...)"
],
"text/html": [
"\n",
"<div id=\"altair-viz-8b744f842d234dd8972bafd646032fd9\"></div>\n",
"<script type=\"text/javascript\">\n",
" (function(spec, embedOpt){\n",
" let outputDiv = document.currentScript.previousElementSibling;\n",
" if (outputDiv.id !== \"altair-viz-8b744f842d234dd8972bafd646032fd9\") {\n",
" outputDiv = document.getElementById(\"altair-viz-8b744f842d234dd8972bafd646032fd9\");\n",
" }\n",
" const paths = {\n",
" \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
" \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
" \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
" \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
" };\n",
"\n",
" function loadScript(lib) {\n",
" return new Promise(function(resolve, reject) {\n",
" var s = document.createElement('script');\n",
" s.src = paths[lib];\n",
" s.async = true;\n",
" s.onload = () => resolve(paths[lib]);\n",
" s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" });\n",
" }\n",
"\n",
" function showError(err) {\n",
" outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
" throw err;\n",
" }\n",
"\n",
" function displayChart(vegaEmbed) {\n",
" vegaEmbed(outputDiv, spec, embedOpt)\n",
" .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
" }\n",
"\n",
" if(typeof define === \"function\" && define.amd) {\n",
" requirejs.config({paths});\n",
" require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
" } else if (typeof vegaEmbed === \"function\") {\n",
" displayChart(vegaEmbed);\n",
" } else {\n",
" loadScript(\"vega\")\n",
" .then(() => loadScript(\"vega-lite\"))\n",
" .then(() => loadScript(\"vega-embed\"))\n",
" .catch(showError)\n",
" .then(() => displayChart(vegaEmbed));\n",
" }\n",
" })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-0fbe950bb850f2a3bb8a55d2c85946a2\"}, \"mark\": {\"type\": \"circle\", \"color\": \"red\"}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"platform\", \"scale\": {\"domain\": [\"Landsat 5\", \"Landsat 7\", \"Landsat 8\", \"Sentinel-2A\", \"Sentinel-2B\"], \"range\": [\"green\", \"red\", \"blue\", \"black\", \"grey\"]}}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"scene_id\"}, {\"type\": \"temporal\", \"field\": \"acquisition_time\"}, {\"type\": \"nominal\", \"field\": \"platform\"}], \"x\": {\"type\": \"temporal\", \"field\": \"acquisition_time\", \"timeUnit\": \"yearmonthdate\", \"title\": \"Date\"}, \"y\": {\"type\": \"temporal\", \"field\": \"acquisition_time\", \"timeUnit\": \"hoursminutesseconds\", \"title\": \"Time of Day [UTC]\"}}, \"height\": 400, \"selection\": {\"selector001\": {\"type\": \"interval\", \"bind\": \"scales\", \"encodings\": [\"x\", \"y\"]}}, \"title\": \"Acquisition Time Changes by Platform\", \"width\": 600, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-0fbe950bb850f2a3bb8a55d2c85946a2\": [{\"scene_id\": \"LANDSAT/LT05/C01/T1/LT05_177045_19840826\", \"acquisition_time\": \"1984-08-26T08:02:27.333000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": \"LANDSAT/LT05/C01/T1/LT05_177045_19840911\", \"acquisition_time\": \"1984-09-11T08:02:31.779000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": \"LANDSAT/LT05/C01/T1/LT05_177045_19841114\", \"acquisition_time\": \"1984-11-14T08:02:17.427000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": \"LANDSAT/LT05/C01/T1/LT05_177045_19850117\", \"acquisition_time\": \"1985-01-17T08:02:46.777000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": \"LANDSAT/LT05/C01/T1/LT05_177045_19850423\", \"acquisition_time\": \"1985-04-23T08:02:40.880000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": 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\"acquisition_time\": \"1989-06-21T08:00:13.261000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": \"LANDSAT/LT05/C01/T1/LT05_177045_19890824\", \"acquisition_time\": \"1989-08-24T07:58:56.968000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": \"LANDSAT/LT05/C01/T1/LT05_177045_19890909\", \"acquisition_time\": \"1989-09-09T07:58:33.024000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": \"LANDSAT/LT05/C01/T1/LT05_177045_19890925\", \"acquisition_time\": \"1989-09-25T07:58:09.866000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": \"LANDSAT/LT05/C01/T1/LT05_177045_19891230\", \"acquisition_time\": \"1989-12-30T07:55:25.906000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": \"LANDSAT/LT05/C01/T1/LT05_177045_19900115\", \"acquisition_time\": \"1990-01-15T07:54:54.663000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": \"LANDSAT/LT05/C01/T1/LT05_177045_19900405\", \"acquisition_time\": \"1990-04-05T07:52:28.622000\", \"platform\": \"Landsat 5\"}, {\"scene_id\": 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"</script>"
]
},
"metadata": {},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "m4AfYNQnxRcM"
},
"source": [
""
],
"execution_count": 5,
"outputs": []
}
]
}
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