Commit 3a3204ca authored by Daniel Scheffler's avatar Daniel Scheffler

Revised example notebook.

parent 0a08addc
Pipeline #3103 passed with stages
in 1 minute and 24 seconds
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## create a GeoArray instance from a file on disk"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:17:10.941179Z",
"start_time": "2018-08-10T10:17:10.934056Z"
}
},
"outputs": [],
"source": [
"from geoarray import GeoArray\n",
"\n",
"gA = GeoArray('/path/to/your/image_file.bsq')"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:11:24.329582Z",
"start_time": "2018-08-10T10:11:24.326615Z"
}
},
"source": [
"## OR create a GeoArray instance from a numpy array"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:13:26.632025Z",
"start_time": "2018-08-10T10:13:26.612694Z"
}
},
"outputs": [],
"source": [
"from geoarray import GeoArray\n",
"import numpy as np\n",
"\n",
"testarray = np.random.randint(1,10, (250, 250, 8))\n",
"\n",
"gA = GeoArray(testarray,\n",
" geotransform=[640605.0, 30.0, -0.0, 5754285.0, -0.0, -30.0], \n",
" projection='PROJCS[\"WGS 84 / UTM zone 32N\",GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AUTHORITY[\"EPSG\",\"4326\"]],PROJECTION[\"Transverse_Mercator\"],PARAMETER[\"latitude_of_origin\",0],PARAMETER[\"central_meridian\",9],PARAMETER[\"scale_factor\",0.9996],PARAMETER[\"false_easting\",500000],PARAMETER[\"false_northing\",0],UNIT[\"metre\",1,AUTHORITY[\"EPSG\",\"9001\"]],AXIS[\"Easting\",EAST],AXIS[\"Northing\",NORTH],AUTHORITY[\"EPSG\",\"32632\"]]')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## get some relevant metadata directly from the attributes of the GeoArray instance"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:03:22.432039Z",
"start_time": "2018-08-10T10:03:22.422883Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(250, 250, 8)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gA.shape"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:03:33.947927Z",
"start_time": "2018-08-10T10:03:33.942985Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[640605.0, 30.0, -0.0, 5754285.0, -0.0, -30.0]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gA.geotransform"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:03:40.737738Z",
"start_time": "2018-08-10T10:03:40.733027Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'PROJCS[\"WGS 84 / UTM zone 32N\",GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AUTHORITY[\"EPSG\",\"4326\"]],PROJECTION[\"Transverse_Mercator\"],PARAMETER[\"latitude_of_origin\",0],PARAMETER[\"central_meridian\",9],PARAMETER[\"scale_factor\",0.9996],PARAMETER[\"false_easting\",500000],PARAMETER[\"false_northing\",0],UNIT[\"metre\",1,AUTHORITY[\"EPSG\",\"9001\"]],AXIS[\"Easting\",EAST],AXIS[\"Northing\",NORTH],AUTHORITY[\"EPSG\",\"32632\"]]'"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gA.projection"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:04:03.918736Z",
"start_time": "2018-08-10T10:04:03.911490Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Metadata: \n",
"\n",
"{'band_names': ['Band 1',\n",
" 'Band 2',\n",
" 'Band 3',\n",
" 'Band 4',\n",
" 'Band 5',\n",
" 'Band 6',\n",
" 'Band 7',\n",
" 'Band 8'],\n",
" 'description': '/home/gfz-fe/scheffler/temp/Landsat-8__OLI_TIRS__LC81940242014072LGN00_L2B__250x250.bsq',\n",
" 'map_info': 'UTM, 1, 1, 640605, 5754285, 30, 30, 32, North,WGS-84'}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gA.metadata"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:04:36.332514Z",
"start_time": "2018-08-10T10:04:36.325930Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"((640605.0, 5754285.0),\n",
" (648105.0, 5754285.0),\n",
" (648105.0, 5746785.0),\n",
" (640605.0, 5746785.0))"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gA.box.boxMapXY"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## index the GeoArray instance just like a numpy array"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:05:06.837665Z",
"start_time": "2018-08-10T10:05:06.828257Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([[1465, 1473, 1501, 1485, 1494, 1496, 1480, 1494, 1459, 1440],\n",
" [1421, 1448, 1469, 1467, 1476, 1470, 1495, 1515, 1487, 1474],\n",
" [1402, 1408, 1399, 1397, 1417, 1420, 1439, 1439, 1443, 1464],\n",
" [1419, 1407, 1394, 1398, 1421, 1406, 1392, 1402, 1430, 1435],\n",
" [1415, 1409, 1405, 1414, 1415, 1403, 1395, 1413, 1426, 1424],\n",
" [1414, 1411, 1412, 1410, 1416, 1411, 1409, 1416, 1416, 1425],\n",
" [1415, 1426, 1433, 1433, 1430, 1424, 1413, 1419, 1429, 1438],\n",
" [1434, 1445, 1450, 1437, 1439, 1436, 1427, 1417, 1437, 1454],\n",
" [1441, 1437, 1442, 1435, 1425, 1439, 1436, 1417, 1433, 1431],\n",
" [1418, 1435, 1437, 1439, 1437, 1433, 1427, 1413, 1415, 1405]], dtype=int16)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gA[:10, :10, 0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## visualize the data"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:09:40.349349Z",
"start_time": "2018-08-10T10:09:40.158977Z"
}
},
"outputs": [
{
"data": {
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s7Kyw5zQohM4qdGQMyc9SicdkMonNzU0AwJUrVwQG+3w++P1+BINB2WQ8hGazGYFAAJVK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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# non-interactively:\n",
"gA.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# interactively (adds a slider for the band to be visualized)\n",
"gA.show(interactive=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Output can not be rendered here."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:08:01.389743Z",
"start_time": "2018-08-10T10:08:00.814689Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"STD: 103.690543564\n",
"MEAN: 1301.152864\n",
"2 % percentile: 1186.0\n",
"98 % percentile: 1585.0\n"
]
}
],
"source": [
"gA.show_histogram(band=0)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:14:05.171565Z",
"start_time": "2018-08-10T10:14:04.855425Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe 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],
"text/plain": [
"<folium.folium.Map at 0x7f1bfa6cdd68>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gA.show_footprint()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## use some geo functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### subsetting"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:18:16.689734Z",
"start_time": "2018-08-10T10:18:16.550905Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(50, 50, 2)\n"
]
},
{
"data": {
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tk5hUWykIKIvO1AqCqnO3ie1gHYevWY3Tzp07M3vJkiXFPjt27Mhs7r+6Z81rahPXwfhN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\nrkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gA_subset = gA.get_subset(xslice=slice(0,50), yslice=slice(0,50), zslice=slice(0,2)) # return a subset GeoArray instance of the upper left corner (first 2 bands)\n",
"\n",
"print(gA_subset.shape)\n",
"gA_subset.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### get a geographic position"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:19:28.106374Z",
"start_time": "2018-08-10T10:19:28.099999Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(640605.0, 648105.0, 5746785.0, 5754285.0)"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gA.box.boundsMap"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:24:28.846081Z",
"start_time": "2018-08-10T10:24:28.717804Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(67, 34, 8)\n"
]
},
{
"data": {
"image/png": 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ZAo0hJlOgMbxrOeBeD2BDLOof9PZ6nYkJdmx1zDHeZKfHmfoP9SwftKX5Tl2G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\n+P8P6ssmyRj1WAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# define target bounds\n",
"xmin=641000.0\n",
"ymin=5750000.0\n",
"xmax=642000.0\n",
"ymax=5752000\n",
"\n",
"nparr, gt, prj = gA.get_mapPos(mapBounds=(xmin, ymin, xmax, ymax), mapBounds_prj=gA.projection)\n",
"\n",
"gA_map_subset = GeoArray(nparr, geotransform=gt, projection=prj)\n",
"print(gA_map_subset.shape)\n",
"gA_map_subset.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### warp the GeoArray"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:25:52.210025Z",
"start_time": "2018-08-10T10:25:52.205113Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"32632"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gA_map_subset.epsg # EPSG code so far"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:27:50.252163Z",
"start_time": "2018-08-10T10:27:50.127376Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warping progress |==================================================| 100.0% Complete => 0:00:00\n"
]
}
],
"source": [
"gA_map_subset.reproject_to_new_grid(tgt_prj=32631, # EPSG code of target projection (also takes WKT strings, etc.)\n",
" tgt_xygrid=[[0,30], [30, 0]] # characteristics of target pixel grid (defines pixel origin and pixel size)\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"ExecuteTime": {
"end_time": "2018-08-10T10:28:07.590699Z",
"start_time": "2018-08-10T10:28:07.453234Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Automatically detected nodata value for GeoArray 'IN_MEM': 0.0\n"
]
},
{
"data": {
"image/png": 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