{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 04 Clipping Vector and Raster Data\n", "\n", "Loaded datasets may be cropped or clipped if the spatial extent of data is far beyond what is needed for the tasks at hand. The clipping can be done by either providing a rectengular extent or by providing a Shapely polygon. The clipping can be applied to Point, MultiPoint, LineString, MultiLineString, Polygon and MultiPolygon data. \n", "\n", "The vector data is loaded with GeoPandas and the raster data is loaded with rasterio and then clipped with the built-in GemGIS functions. \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": "2021-03-17T11:01:11.664556Z", "start_time": "2021-03-17T11:01:09.546851Z" } }, "outputs": [], "source": [ "import gemgis as gg\n", "\n", "file_path ='data/04_clipping_data/'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-03-17T11:01:11.773854Z", "start_time": "2021-03-17T11:01:11.758827Z" } }, "outputs": [], "source": [ "gg.download_gemgis_data.download_tutorial_data(filename=\"04_clipping_data.zip\", dirpath=file_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clipping Vector Data by extent" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idgeometry
0NonePOINT (281.52576 902.08681)
1NonePOINT (925.86670 618.57679)
2NonePOINT (718.13118 342.79887)
3NonePOINT (331.01114 255.68397)
4NonePOINT (300.08278 600.53525)
\n", "
" ], "text/plain": [ " id geometry\n", "0 None POINT (281.52576 902.08681)\n", "1 None POINT (925.86670 618.57679)\n", "2 None POINT (718.13118 342.79887)\n", "3 None POINT (331.01114 255.68397)\n", "4 None POINT (300.08278 600.53525)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "\n", "gdf = gpd.read_file(file_path + 'randompoints.shp')\n", "\n", "gdf.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the Data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gdf.plot(aspect='equal')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting the extent to which the data will be clipped" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "bbox = [0,972, 0, 1069]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Clipping the data\n", "\n", "The data is clipped with the built-in function ``clip_by_bbox()``." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geometryXY
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" ], "text/plain": [ " geometry X Y\n", "0 POINT (344.32400 73.45078) 344.32 73.45\n", "1 POINT (529.46815 95.88742) 529.47 95.89\n", "2 POINT (432.04380 246.92094) 432.04 246.92\n", "3 POINT (331.01114 255.68397) 331.01 255.68\n", "4 POINT (718.13118 342.79887) 718.13 342.80" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf_clipped = gg.vector.clip_by_bbox(gdf=gdf, \n", " bbox=bbox)\n", "\n", "gdf_clipped.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Checking the number of data points\n", "\n", "When printing the lengths of the GeoDataFrames, it can that the number of points was reduced to half. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "50\n", "25\n" ] } ], "source": [ "print(len(gdf))\n", "print(len(gdf_clipped))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the data\n", "\n", "By plotting the data, it can be seen that the number of points have been reduced. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-250.0, 1400.0)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2)\n", "\n", "gdf.plot(ax=ax1, aspect='equal')\n", "ax1.grid()\n", "ax1.set_xlim(-500, 1300)\n", "ax1.set_ylim(-250, 1400)\n", "\n", "\n", "gdf_clipped.plot(ax=ax2, aspect='equal')\n", "ax2.grid()\n", "ax2.set_xlim(-500, 1300)\n", "ax2.set_ylim(-250, 1400)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Additional Arguments\n", "\n", "Additional arguments can be passed to the function to reset the index and to drop columns. These arguments are true by default. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geometryXY
0POINT (344.32400 73.45078)344.3273.45
1POINT (529.46815 95.88742)529.4795.89
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" ], "text/plain": [ " geometry X Y\n", "0 POINT (344.32400 73.45078) 344.32 73.45\n", "1 POINT (529.46815 95.88742) 529.47 95.89\n", "2 POINT (432.04380 246.92094) 432.04 246.92\n", "3 POINT (331.01114 255.68397) 331.01 255.68\n", "4 POINT (718.13118 342.79887) 718.13 342.80" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf_clipped = gg.vector.clip_by_bbox(gdf=gdf, \n", " bbox=bbox,\n", " reset_index=True,\n", " drop_index=True,\n", " drop_id=True, \n", " drop_points=True, \n", " drop_level0=True,\n", " drop_level1=True)\n", "\n", "gdf_clipped.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clipping Vector Data by a polygon" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idgeometry
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" ], "text/plain": [ " id geometry\n", "0 None POINT (281.52576 902.08681)\n", "1 None POINT (925.86670 618.57679)\n", "2 None POINT (718.13118 342.79887)\n", "3 None POINT (331.01114 255.68397)\n", "4 None POINT (300.08278 600.53525)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import gemgis as gg\n", "\n", "gdf = gpd.read_file(file_path + 'randompoints.shp')\n", "\n", "gdf.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the Data" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gdf.plot(aspect='equal')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting the polygon to which the data will be clipped" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-12-28T09:48:45.084934Z", "start_time": "2020-12-28T09:48:45.075350Z" } }, "outputs": [ { "data": { "text/plain": [ "'POLYGON ((0 0, 972 0, 972 1069, 0 1069, 0 0))'" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from shapely.geometry import Polygon\n", "\n", "polygon = Polygon([(0,0),(972, 0), (972,1069), (0, 1069)])\n", "\n", "polygon.wkt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Clipping the data\n", "\n", "The data is clipped with the built-in function ``clip_by_polygon()``." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geometry
0POINT (344.32400 73.45078)
1POINT (529.46815 95.88742)
2POINT (432.04380 246.92094)
3POINT (331.01114 255.68397)
4POINT (718.13118 342.79887)
\n", "
" ], "text/plain": [ " geometry\n", "0 POINT (344.32400 73.45078)\n", "1 POINT (529.46815 95.88742)\n", "2 POINT (432.04380 246.92094)\n", "3 POINT (331.01114 255.68397)\n", "4 POINT (718.13118 342.79887)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf_clipped = gg.vector.clip_by_polygon(gdf=gdf, \n", " polygon=polygon)\n", "\n", "gdf_clipped.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Checking the number of data points\n", "\n", "When printing the lengths of the GeoDataFrames, it can that the number of points was reduced to half. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "50\n", "25\n" ] } ], "source": [ "print(len(gdf))\n", "print(len(gdf_clipped))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the data\n", "\n", "By plotting the data, it can be seen that the number of points have been reduced. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-250.0, 1400.0)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2)\n", "\n", "gdf.plot(ax=ax1, aspect='equal')\n", "ax1.grid()\n", "ax1.set_xlim(-500, 1300)\n", "ax1.set_ylim(-250, 1400)\n", "\n", "\n", "gdf_clipped.plot(ax=ax2, aspect='equal')\n", "ax2.grid()\n", "ax2.set_xlim(-500, 1300)\n", "ax2.set_ylim(-250, 1400)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Additional Arguments\n", "\n", "Additional arguments can be passed to the function to reset the index and to drop columns. These arguments are true by default. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " geometry\n", "0 POINT (344.32400 73.45078)\n", "1 POINT (529.46815 95.88742)\n", "2 POINT (432.04380 246.92094)\n", "3 POINT (331.01114 255.68397)\n", "4 POINT (718.13118 342.79887)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf_clipped = gg.vector.clip_by_polygon(gdf=gdf, \n", " polygon=polygon,\n", " reset_index=True,\n", " drop_index=True,\n", " drop_id=True, \n", " drop_points=True, \n", " drop_level0=True,\n", " drop_level1=True)\n", "\n", "gdf_clipped.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clipping Raster Data by extent" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2020-12-29T18:57:41.259711Z", "start_time": "2020-12-29T18:57:40.992127Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[[482.82904, 485.51953, 488.159 , ..., 618.8612 , 620.4424 ,\n", " 622.05786],\n", " [481.6521 , 484.32193, 486.93958, ..., 618.8579 , 620.44556,\n", " 622.06714],\n", " [480.52563, 483.18893, 485.80444, ..., 618.8688 , 620.4622 ,\n", " 622.08923],\n", " ...,\n", " [325.49225, 327.21985, 328.94498, ..., 353.6889 , 360.03125,\n", " 366.3984 ],\n", " [325.0538 , 326.78473, 328.51276, ..., 351.80603, 357.84106,\n", " 363.96167],\n", " [324.61444, 326.34845, 328.0794 , ..., 350.09247, 355.87598,\n", " 361.78635]]], dtype=float32)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import rasterio\n", "import gemgis as gg\n", "\n", "raster = rasterio.open(file_path + 'raster.tif')\n", "\n", "raster.read()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the input raster" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(raster.read(1), cmap='gist_earth', extent= [0,972,0,1069])\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting the extent to which the data will be clipped" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "bbox = [250,750,250,750]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Clipping the raster \n", "\n", "The data is clipped with the built-in function ``clip_by_bbox()``." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "raster_clipped = gg.raster.clip_by_bbox(raster=raster, \n", " bbox=bbox)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the result" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 1069.0)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2)\n", "\n", "ax1.imshow(raster.read(1), cmap='gist_earth', extent= [0,972,0,1069], vmin=250, vmax=750)\n", "ax1.grid()\n", "ax1.set_xlim(0,972)\n", "ax1.set_ylim(0,1069)\n", "\n", "\n", "ax2.imshow(raster_clipped, cmap='gist_earth', extent= [250,750,250,750], vmin=250, vmax=750)\n", "ax2.grid()\n", "ax2.set_xlim(0, 972)\n", "ax2.set_ylim(0, 1069)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Additional Arguments\n", "\n", "Additional arguments can be passed to directly save the clipped raster to disc. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "raster_clipped = gg.raster.clip_by_bbox(raster=raster, \n", " bbox=bbox,\n", " raster_extent=None,\n", " save_clipped_raster=False,\n", " path='raster_clipped.tif')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clipping Raster Data by polygon" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import rasterio\n", "import gemgis as gg\n", "\n", "raster = rasterio.open(file_path + 'raster.tif')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the input raster" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(raster.read(1), cmap='gist_earth', extent= [0,972,0,1069])\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting the extent to which the data will be clipped" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from shapely.geometry import Polygon\n", "\n", "polygon = Polygon([(250,250),(750,250), (750,750), (250, 750)])\n", "\n", "polygon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Clipping the raster \n", "\n", "The data is clipped with the built-in function ``clip_by_bbox()``." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "raster_clipped = gg.raster.clip_by_polygon(raster=raster, \n", " polygon=polygon)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the result" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 1069.0)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2)\n", "\n", "ax1.imshow(raster.read(1), cmap='gist_earth', extent= [0,972,0,1069], vmin=250, vmax=750)\n", "ax1.grid()\n", "ax1.set_xlim(0,972)\n", "ax1.set_ylim(0,1069)\n", "\n", "\n", "ax2.imshow(raster_clipped, cmap='gist_earth', extent= [250,750,250,750], vmin=250, vmax=750)\n", "ax2.grid()\n", "ax2.set_xlim(0, 972)\n", "ax2.set_ylim(0, 1069)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Additional Arguments\n", "\n", "Additional arguments can be passed to directly save the clipped raster to disc. " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "raster_clipped = gg.raster.clip_by_polygon(raster=raster, \n", " polygon=polygon,\n", " raster_extent=None,\n", " save_clipped_raster=False,\n", " path='raster_clipped.tif')" ] } ], "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 }