{ "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": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "im = plt.imshow(raster.read(1), cmap='gist_earth',extent = [0, 972, 0, 1069])\n", "plt.grid()\n", "plt.colorbar(im)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling from Array\n", "\n", "The function ``gg.raster.sample_from_array(..)`` will be used to sample a single point or given lists/arrays of coordinates from an array.\n", "\n", "Sampling from one given point. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-12-30T10:29:15.140280Z", "start_time": "2020-12-30T10:29:15.127276Z" } }, "outputs": [ { "data": { "text/plain": [ "562.0227" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = gg.raster.sample_from_array(array = raster.read(1),\n", " extent = [0, 972, 0, 1069],\n", " point_x = 500,\n", " point_y = 500)\n", "\n", "sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sampling from given lists of x and y coordinates." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-12-30T10:29:15.156284Z", "start_time": "2020-12-30T10:29:15.143281Z" } }, "outputs": [ { "data": { "text/plain": [ "array([378.79877, 435.21704, 505.29126, 541.74146, 562.0227 ],\n", " dtype=float32)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "point_x = [100, 200, 300, 400 ,500]\n", "point_y = [100, 200, 300, 400 ,500]\n", "\n", "sample = gg.raster.sample_from_array(array = raster.read(1),\n", " extent = [0, 972, 0, 1069],\n", " point_x = point_x,\n", " point_y = point_y)\n", "\n", "sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sampling from given arrays of x and y coordinates." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-12-30T10:29:15.172287Z", "start_time": "2020-12-30T10:29:15.159284Z" } }, "outputs": [ { "data": { "text/plain": [ "array([378.79877, 435.21704, 505.29126, 541.74146, 562.0227 ],\n", " dtype=float32)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "point_x = np.array([100, 200, 300, 400 ,500.])\n", "point_y = np.array([100, 200, 300, 400 ,500.])\n", "\n", "sample = gg.raster.sample_from_array(array = raster.read(1),\n", " extent = [0, 972, 0, 1069],\n", " point_x = point_x,\n", " point_y = point_y)\n", "\n", "sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling from Raster\n", "\n", "The function ``gg.raster.sample_from_raster(..)`` will be used to sample a single point or given lists/arrays of coordinates from raster.\n", "\n", "Sampling from one given point." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-12-30T10:29:15.188290Z", "start_time": "2020-12-30T10:29:15.179291Z" } }, "outputs": [ { "data": { "text/plain": [ "561.646728515625" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = gg.raster.sample_from_rasterio(raster = raster,\n", " point_x = 500,\n", " point_y = 500)\n", "\n", "sample" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-11-28T08:58:05.340335Z", "start_time": "2020-11-28T08:58:05.331351Z" } }, "source": [ "Sampling from given lists of x and y coordinates." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-12-30T10:29:15.204294Z", "start_time": "2020-12-30T10:29:15.192291Z" } }, "outputs": [ { "data": { "text/plain": [ "[376.72430419921875,\n", " 435.217041015625,\n", " 505.291259765625,\n", " 540.6767578125,\n", " 561.646728515625]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "point_x = [100, 200, 300, 400 ,500]\n", "point_y = [100, 200, 300, 400 ,500]\n", "\n", "sample = gg.raster.sample_from_rasterio(raster = raster,\n", " point_x = point_x,\n", " point_y = point_y)\n", "\n", "sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sampling from given arrays of x and y coordinates." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-12-30T10:29:15.220298Z", "start_time": "2020-12-30T10:29:15.207297Z" } }, "outputs": [ { "data": { "text/plain": [ "[376.72430419921875,\n", " 435.217041015625,\n", " 505.291259765625,\n", " 540.6767578125,\n", " 561.646728515625]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "point_x = np.array([100, 200, 300, 400 ,500.])\n", "point_y = np.array([100, 200, 300, 400 ,500.])\n", "\n", "sample = gg.raster.sample_from_rasterio(raster = raster,\n", " point_x = point_x,\n", " point_y = point_y)\n", "\n", "sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sample Randomly from Raster\n", "\n", "The function ``gg.raster.sample_randomly(..)`` will be used to sample one or multiple points from an array or a raster.\n", "\n", "Sample one point randomly from raster." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-12-30T10:29:15.236301Z", "start_time": "2020-12-30T10:29:15.223299Z" } }, "outputs": [ { "data": { "text/plain": [ "(559.26953125, [315.92081696676496, 479.1266134083539])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = gg.raster.sample_randomly(raster=raster,\n", " n=1)\n", "\n", "sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sample multiple points randomly from raster." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-12-30T10:29:15.252306Z", "start_time": "2020-12-30T10:29:15.239305Z" } }, "outputs": [ { "data": { "text/plain": [ "([349.976806640625,\n", " 593.2823486328125,\n", " 469.182861328125,\n", " 517.493896484375,\n", " 457.33819580078125],\n", " [array([656.19476672, 428.41935331, 398.478624 , 419.74758082,\n", " 117.59572753]),\n", " array([148.35611075, 563.45782055, 165.23874243, 307.06250898,\n", " 453.00801777])])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = gg.raster.sample_randomly(raster=raster,\n", " n=5)\n", "\n", "sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sample Randomly from Array\n", "Sample one point randomly from array." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-12-30T10:29:15.268309Z", "start_time": "2020-12-30T10:29:15.256306Z" } }, "outputs": [ { "data": { "text/plain": [ "(410.9246826171875, [231.80451313385362, 47.36589009664959])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = gg.raster.sample_randomly(raster=raster.read(1),\n", " n=1,\n", " extent=[0, 972, 0, 1069])\n", "\n", "sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sample multiple points randomly from array." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-12-30T10:29:15.284317Z", "start_time": "2020-12-30T10:29:15.271312Z" } }, "outputs": [ { "data": { "text/plain": [ "([292.591064453125,\n", " 608.958740234375,\n", " 604.081298828125,\n", " 482.37969970703125,\n", " 617.5330810546875],\n", " [array([758.6160817 , 617.25201554, 479.26358106, 60.94460541,\n", " 489.87045745]),\n", " array([128.41568426, 788.7398796 , 644.85742373, 799.84713491,\n", " 692.40925628])])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = gg.raster.sample_randomly(raster=raster.read(1),\n", " n=5,\n", " extent=[0, 972, 0, 1069])\n", "\n", "sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the points on the raster" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-12-30T10:29:15.634759Z", "start_time": "2020-12-30T10:29:15.287317Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "im = plt.imshow(raster.read(1), cmap='gist_earth',extent = [0, 972, 0, 1069])\n", "plt.scatter(sample[1][0], sample[1][1], color='red')\n", "plt.grid()\n", "plt.colorbar(im)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling slope and aspect values\n", "\n", "In a same way, slope and aspect values can be sampled from a raster when using ``calculate_slope(..)`` and ``calculate_hillshades(..)``." ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.0" }, "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 }