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Earth Engine Python example of getting image properties as a Pandas table and charting a histogram with Altair
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/jdbcode/7bf0ce9a2a552aaa26684de74c9b1166/scratchpad.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import ee\n", | |
| "import eerepr\n", | |
| "import pandas as pd\n", | |
| "import altair as alt\n", | |
| "\n", | |
| "ee.Authenticate()\n", | |
| "ee.Initialize()\n", | |
| "\n", | |
| "aoi = ee.Geometry.Point([-118.34565132812784, 46.065407133501125])\n", | |
| "\n", | |
| "imageCol = ee.ImageCollection('LANDSAT/LC09/C02/T1_TOA').filterBounds(aoi)\n", | |
| "\n", | |
| "featureCol = ee.FeatureCollection(imageCol).select('CLOUD_COVER')\n", | |
| "\n", | |
| "df = ee.data.computeFeatures({\n", | |
| " 'expression': featureCol,\n", | |
| " 'fileFormat': 'PANDAS_DATAFRAME'\n", | |
| "})\n", | |
| "\n", | |
| "alt.Chart(df).mark_bar().encode(\n", | |
| " alt.X(\"CLOUD_COVER:Q\", bin=True),\n", | |
| " y='count()',\n", | |
| ")" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 363 | |
| }, | |
| "id": "i_jqaXoWiU1r", | |
| "outputId": "eca157a9-9834-45b5-c3e1-d43845351cba" | |
| }, | |
| "execution_count": 17, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| "<div id=\"altair-viz-aa2117bdbc824609a347bdfb6e2727b3\"></div>\n", | |
| "<script type=\"text/javascript\">\n", | |
| " var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n", | |
| " (function(spec, embedOpt){\n", | |
| " let outputDiv = document.currentScript.previousElementSibling;\n", | |
| " if (outputDiv.id !== \"altair-viz-aa2117bdbc824609a347bdfb6e2727b3\") {\n", | |
| " outputDiv = document.getElementById(\"altair-viz-aa2117bdbc824609a347bdfb6e2727b3\");\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@4.17.0?noext\",\n", | |
| " \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n", | |
| " };\n", | |
| "\n", | |
| " function maybeLoadScript(lib, version) {\n", | |
| " var key = `${lib.replace(\"-\", \"\")}_version`;\n", | |
| " return (VEGA_DEBUG[key] == version) ?\n", | |
| " Promise.resolve(paths[lib]) :\n", | |
| " new Promise(function(resolve, reject) {\n", | |
| " var s = document.createElement('script');\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " s.async = true;\n", | |
| " s.onload = () => {\n", | |
| " VEGA_DEBUG[key] = version;\n", | |
| " return resolve(paths[lib]);\n", | |
| " };\n", | |
| " s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n", | |
| " s.src = paths[lib];\n", | |
| " });\n", | |
| " }\n", | |
| "\n", | |
| " function showError(err) {\n", | |
| " outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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 {\n", | |
| " maybeLoadScript(\"vega\", \"5\")\n", | |
| " .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n", | |
| " .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n", | |
| " .catch(showError)\n", | |
| " .then(() => displayChart(vegaEmbed));\n", | |
| " }\n", | |
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| "</script>" | |
| ], | |
| "text/plain": [ | |
| "alt.Chart(...)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 17 | |
| } | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "name": "scratchpad", | |
| "provenance": [], | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "name": "python3" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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