{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 06 Sampling from Rasters\n",
"\n",
"It may be important for some tasks to sample values of a raster at a certain point, e.g. an orientation measurement. The functionality to sample from an array or rasterio object directly or random sampling has been implemented in GemGIS and will be introduced here. \n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Set File Paths and download Tutorial Data\n",
"\n",
"If you downloaded the latest `GemGIS` version from the Github repository, append the path so that the package can be imported successfully. Otherwise, it is recommended to install `GemGIS` via `pip install gemgis` and import `GemGIS` using `import gemgis as gg`. In addition, the file path to the folder where the data is being stored is set. The tutorial data is downloaded using Pooch (https://www.fatiando.org/pooch/latest/index.html) and stored in the specified folder. Use `pip install pooch` if Pooch is not installed on your system yet."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2021-03-17T11:03:29.286682Z",
"start_time": "2021-03-17T11:03:27.204558Z"
}
},
"outputs": [],
"source": [
"import gemgis as gg\n",
"\n",
"file_path ='data/06_sampling_from_rasters/'"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2021-03-17T11:03:29.364812Z",
"start_time": "2021-03-17T11:03:29.335174Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Downloading file '06_sampling_from_rasters.zip' from 'https://rwth-aachen.sciebo.de/s/AfXRsZywYDbUF34/download?path=%2F06_sampling_from_rasters.zip' to 'C:\\Users\\ale93371\\Documents\\gemgis\\docs\\getting_started\\tutorial\\data\\06_sampling_from_rasters'.\n"
]
}
],
"source": [
"gg.download_gemgis_data.download_tutorial_data(filename=\"06_sampling_from_rasters.zip\", dirpath=file_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading the raster"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-12-30T10:29:14.742689Z",
"start_time": "2020-12-30T10:29:09.841420Z"
}
},
"outputs": [],
"source": [
"import rasterio\n",
"import numpy as np\n",
"\n",
"raster = rasterio.open(file_path + 'raster.tif')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting the raster"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-12-30T10:29:15.124275Z",
"start_time": "2020-12-30T10:29:14.746694Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
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