{ "cells": [ { "cell_type": "markdown", "id": "f6f70c14", "metadata": {}, "source": [ "# Raster–Vector Operations\n", "\n", "> **Note** — All operations shown here work identically on `WolfArrayModel` / `vectorModel` / `zoneModel` (no GUI dependency).\n", "> See the [Model/GUI architecture](architecture_model_gui.ipynb) tutorial for details.\n", "\n", "`WolfArray` provides a rich set of methods that combine raster data with vector geometries (polygons, polylines):\n", "\n", "- Masking cells inside / outside polygons\n", "- Extracting values inside a polygon or under a polyline\n", "- Interpolating Z-values from vector vertices onto the raster grid\n", "- Cropping to a bounding box" ] }, { "cell_type": "code", "execution_count": 1, "id": "9609d83f", "metadata": {}, "outputs": [], "source": [ "from wolfhece.wolf_array import WolfArray, header_wolf\n", "from wolfhece.PyVertexvectors import vector, zone, wolfvertex\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "5b9f184e", "metadata": {}, "source": [ "## Setup: a DEM-like Raster and a Polygon" ] }, { "cell_type": "code", "execution_count": 2, "id": "fa6412ce", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'DEM + ROI polygon')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h = header_wolf()\n", "h.shape = (100, 100)\n", "h.set_resolution(1., 1.)\n", "h.set_origin(0., 0.)\n", "\n", "dem = WolfArray(srcheader=h)\n", "# Synthetic terrain: a saddle surface\n", "x = np.linspace(-1, 1, 100)\n", "y = np.linspace(-1, 1, 100)\n", "X, Y = np.meshgrid(x, y, indexing='ij') # F-order indexing\n", "dem.array[:, :] = 100. + 20. * X**2 - 15. * Y**2\n", "\n", "# A polygon defining a region of interest\n", "roi = vector(name='ROI')\n", "roi.add_vertices_from_array(np.array([\n", " [20, 30], [70, 25], [80, 60], [50, 80], [15, 65]\n", "]))\n", "roi.closed = True\n", "roi.find_minmax()\n", "\n", "fig, ax = dem.plot_matplotlib()\n", "roi.plot_matplotlib(ax)\n", "ax.set_title('DEM + ROI polygon')" ] }, { "cell_type": "markdown", "id": "4791a1fc", "metadata": {}, "source": [ "## Masking Outside a Polygon\n", "\n", "`mask_outsidepoly()` masks all cells whose center falls outside the given polygon. This is the typical \"clip to boundary\" operation." ] }, { "cell_type": "code", "execution_count": 3, "id": "e9ab6650", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Valid cells after clip: 2595 / 10000\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clipped = WolfArray(mold=dem) # copy\n", "clipped.mask_outsidepoly(roi)\n", "clipped.plot_matplotlib()\n", "print(f\"Valid cells after clip: {clipped.count()} / {dem.count()}\")" ] }, { "cell_type": "markdown", "id": "ba6fa043", "metadata": {}, "source": [ "## Masking Inside a Polygon\n", "\n", "`mask_insidepoly()` does the opposite — it removes cells *inside* the polygon." ] }, { "cell_type": "code", "execution_count": 4, "id": "b4a418fe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Valid cells with hole: 7395\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hole = WolfArray(mold=dem)\n", "hole.mask_insidepoly(roi)\n", "hole.plot_matplotlib()\n", "print(f\"Valid cells with hole: {hole.count()}\")" ] }, { "cell_type": "markdown", "id": "b66c1724", "metadata": {}, "source": [ "## Extracting Values Inside a Polygon\n", "\n", "`get_values_insidepoly()` returns the array values (and optionally their coordinates) that fall inside the polygon." ] }, { "cell_type": "code", "execution_count": 5, "id": "d42ffd35", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of cells inside polygon: 2595\n", "Elevation range: 94.67 – 108.98\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Count')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vals, xy = dem.get_values_insidepoly(roi, getxy=True)\n", "print(f\"Number of cells inside polygon: {len(vals)}\")\n", "print(f\"Elevation range: {vals.min():.2f} – {vals.max():.2f}\")\n", "\n", "# Show histogram\n", "fig, ax = plt.subplots()\n", "ax.hist(vals, bins=30)\n", "ax.set_xlabel('Elevation')\n", "ax.set_ylabel('Count')" ] }, { "cell_type": "markdown", "id": "833ffd2f", "metadata": {}, "source": [ "## Extracting Values along a Polyline\n", "\n", "`get_values_underpoly()` returns values along a polyline (profile extraction)." ] }, { "cell_type": "code", "execution_count": 6, "id": "f27348d2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cells under profile: 81\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "profile_line = vector(name='profile')\n", "profile_line.add_vertices_from_array(np.array([[10, 50], [90, 50]]))\n", "profile_line.find_minmax()\n", "\n", "vals_under = dem.get_values_underpoly(profile_line, getxy=True)\n", "print(f\"Cells under profile: {len(vals_under[0])}\")\n", "\n", "xy = np.array(vals_under[1]) # convert list to numpy array\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(xy[:, 0], vals_under[0]) # x-coordinate vs elevation\n", "ax.set_xlabel('X')\n", "ax.set_ylabel('Elevation')\n", "ax.set_title('Profile at Y=50')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d14dc736", "metadata": {}, "source": [ "## Interpolating on a Polygon\n", "\n", "`interpolate_on_polygon()` fills raster cells inside a polygon by interpolating from vertex Z-values using SciPy `griddata` (linear, nearest, or cubic)." ] }, { "cell_type": "code", "execution_count": 7, "id": "26043b29", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a polygon with Z-values at vertices\n", "interp_poly = vector(name='interp_region')\n", "interp_poly.add_vertices_from_array(np.array([\n", " [20, 20, 80],\n", " [60, 20, 90],\n", " [80, 50, 120],\n", " [50, 80, 110],\n", " [20, 60, 85]\n", "]))\n", "interp_poly.closed = True\n", "interp_poly.find_minmax()\n", "\n", "flat = WolfArray(srcheader=h)\n", "flat.array[:, :] = 0.\n", "flat.nullvalue = 0.\n", "flat.interpolate_on_polygon(interp_poly, method='linear')\n", "flat.plot_matplotlib()" ] }, { "cell_type": "markdown", "id": "5efeb1fd", "metadata": {}, "source": [ "## Cropping to a Bounding Box\n", "\n", "`crop_array()` returns a new `WolfArray` trimmed to the given bounding box `[[xmin, xmax], [ymin, ymax]]`." ] }, { "cell_type": "code", "execution_count": 8, "id": "81b0674f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape : 40 x 40 \n", "Resolution : 1.0 x 1.0 \n", "Spatial extent : \n", " - Origin : (30.0 ; 20.0) \n", " - End : (70.0 ; 60.0) \n", " - Width x Height : 40.0 x 40.0 \n", " - Translation : (0.0 ; 0.0)\n", "Null value : 0.0\n", "\n", "\n" ] }, { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cropped = dem.crop_array([[30, 70], [20, 60]])\n", "print(cropped)\n", "cropped.plot_matplotlib()" ] }, { "cell_type": "markdown", "id": "03e1872d", "metadata": {}, "source": [ "## Zonal Statistics\n", "\n", "Combine `statistics(inside_polygon=...)` with a list of polygons for zonal statistics." ] }, { "cell_type": "code", "execution_count": 9, "id": "4b8796a3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NW: mean=101.55, std=6.01, min=88.12, max=115.98\n", "NE: mean=101.55, std=6.01, min=88.12, max=115.98\n", "SW: mean=101.55, std=6.01, min=88.12, max=115.98\n", "SE: mean=101.55, std=6.01, min=88.12, max=115.98\n" ] } ], "source": [ "from shapely.geometry import box\n", "\n", "zones_list = [\n", " ('NW', box(5, 55, 45, 95)),\n", " ('NE', box(55, 55, 95, 95)),\n", " ('SW', box(5, 5, 45, 45)),\n", " ('SE', box(55, 5, 95, 45)),\n", "]\n", "\n", "for name, poly in zones_list:\n", " s = dem.statistics(inside_polygon=poly)\n", " print(f\"{name}: mean={s['Mean']:.2f}, std={s['Std']:.2f}, \"\n", " f\"min={s['Min']:.2f}, max={s['Max']:.2f}\")" ] } ], "metadata": { "kernelspec": { "display_name": "python311", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }