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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"# How to get image basic properties and descriptive statistics" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import ee\n", | ||
"import geemap" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"## Create an interactive map" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"Map = geemap.Map()\n", | ||
"Map" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"## Add images to the map" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"centroid = ee.Geometry.Point([-122.4439, 37.7538])\n", | ||
"\n", | ||
"landsat = ee.ImageCollection('LANDSAT/LC08/C01/T1_SR') \\\n", | ||
" .filterBounds(centroid) \\\n", | ||
" .first()\n", | ||
"\n", | ||
"landsat_vis = {\n", | ||
" 'min': 0,\n", | ||
" 'max': 3000,\n", | ||
" 'bands': ['B5', 'B4', 'B3']\n", | ||
"}\n", | ||
"\n", | ||
"Map.centerObject(centroid, 8)\n", | ||
"Map.addLayer(landsat, landsat_vis, \"Landsat-8\")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"naip = ee.ImageCollection('USDA/NAIP/DOQQ') \\\n", | ||
" .filterBounds(centroid) \\\n", | ||
" .first()\n", | ||
"\n", | ||
"naip_vis = {\n", | ||
" 'bands': ['N', 'R', 'G']\n", | ||
"}\n", | ||
"\n", | ||
"Map.addLayer(naip, naip_vis, 'NAIP')" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"## Get image property names" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"landsat.propertyNames().getInfo()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"landsat.get('CLOUD_COVER').getInfo()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# The number of milliseconds since 1970-01-01T00:00:00Z.\n", | ||
"landsat.get('system:time_start').getInfo()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"ee.Date(landsat.get('system:time_start')).format('YYYY-MM-dd').getInfo()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"## Get image properties all at once" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"landsat_props = geemap.image_props(landsat)\n", | ||
"landsat_props.getInfo()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"landsat_props.get('IMAGE_DATE').getInfo()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"naip_props = geemap.image_props(naip)\n", | ||
"naip_props.getInfo()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"naip_props.get('NOMINAL_SCALE').getInfo()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"## Get image descriptive statistics\n", | ||
"\n", | ||
"Including minimum, maximum, mean, standard deviation, and sum." | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"landsat_stats = geemap.image_stats(landsat, scale=90)\n", | ||
"landsat_stats.getInfo()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"naip_stats = geemap.image_stats(naip, scale=10)\n", | ||
"naip_stats.getInfo()" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"hide_input": false, | ||
"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": "3.8.2" | ||
}, | ||
"toc": { | ||
"base_numbering": 1, | ||
"nav_menu": {}, | ||
"number_sections": true, | ||
"sideBar": true, | ||
"skip_h1_title": true, | ||
"title_cell": "Table of Contents", | ||
"title_sidebar": "Table of Contents", | ||
"toc_cell": false, | ||
"toc_position": { | ||
"height": "calc(100% - 180px)", | ||
"left": "10px", | ||
"top": "150px", | ||
"width": "384px" | ||
}, | ||
"toc_section_display": true, | ||
"toc_window_display": false | ||
}, | ||
"varInspector": { | ||
"cols": { | ||
"lenName": 16, | ||
"lenType": 16, | ||
"lenVar": 40 | ||
}, | ||
"kernels_config": { | ||
"python": { | ||
"delete_cmd_postfix": "", | ||
"delete_cmd_prefix": "del ", | ||
"library": "var_list.py", | ||
"varRefreshCmd": "print(var_dic_list())" | ||
}, | ||
"r": { | ||
"delete_cmd_postfix": ") ", | ||
"delete_cmd_prefix": "rm(", | ||
"library": "var_list.r", | ||
"varRefreshCmd": "cat(var_dic_list()) " | ||
} | ||
}, | ||
"types_to_exclude": [ | ||
"module", | ||
"function", | ||
"builtin_function_or_method", | ||
"instance", | ||
"_Feature" | ||
], | ||
"window_display": false | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 4 | ||
} |
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