{ "cells": [ { "cell_type": "markdown", "id": "aggressive-sapphire", "metadata": {}, "source": [ "# Using SFRmaker with NHDPlus High Resolution\n", "This notebook demostrates how to use `sfrmaker` to build an SFR package with an NHDPlus HR file geodatabase (or set of file geodatabases) obtained from the USGS National Map download client. " ] }, { "cell_type": "code", "execution_count": 1, "id": "residential-astrology", "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "from shapely.geometry import box\n", "from flopy.discretization import StructuredGrid\n", "import geopandas as gpd\n", "import sfrmaker\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "2609c29e-f097-45c1-a2f8-ba80cdb9114b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.8.0.post22.dev0+gacbd390'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sfrmaker.__version__" ] }, { "cell_type": "markdown", "id": "backed-graduate", "metadata": {}, "source": [ "In this demo, two HUC-4 file geodatabases (HUC0202 and HUC0204; each clipped to a reduced size) are used to make a single SFR network. NHDPlusHR networks for HUC-4 drainage basins are avaialble from the national map downloader as file geodatabases: https://apps.nationalmap.gov/downloader/#/" ] }, { "cell_type": "markdown", "id": "pharmaceutical-barbados", "metadata": {}, "source": [ "## 1. Preview NHDPlusHR geodatabases" ] }, { "cell_type": "code", "execution_count": 3, "id": "convertible-castle", "metadata": {}, "outputs": [], "source": [ "NHDPlusHR_paths = ['../neversink_rondout/NHDPLUS_HR_1.gdb', '../neversink_rondout/NHDPLUS_HR_2.gdb']\n", "\n", "# first NHDPlus HR file geodatabase -- derrived from a section of HUC_0202 for this demo\n", "gdb1 = gpd.read_file(NHDPlusHR_paths[0], driver='OpenFileGDB', layer='NHDFlowline')\n", "\n", "# seccond NHDPlus HR file geodatabase -- derrived from a section of HUC_0204 for this demo\n", "gdb2 = gpd.read_file(NHDPlusHR_paths[1], driver='OpenFileGDB', layer='NHDFlowline')" ] }, { "cell_type": "markdown", "id": "d491c057-bcab-4a4e-b723-e8eb953b0c07", "metadata": {}, "source": [ "### Plot the raw NHD HR lines from the two geodatabases" ] }, { "cell_type": "code", "execution_count": 4, "id": "green-digest", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6,8))\n", "gdb1.plot(ax=ax, color='red', label='NHDPLUS_HR_1.gdb')\n", "gdb2.plot(ax=ax, color='blue', label='NHDPLUS_HR_2.gdb')\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "excessive-arrow", "metadata": {}, "source": [ "#### Note: NHDPlusHR fileGDBs have EPSG:4269 CRS" ] }, { "cell_type": "code", "execution_count": 5, "id": "public-hampshire", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epsg:4269\n" ] } ], "source": [ "assert gdb1.crs == gdb2.crs\n", "nhdhr_epsg = gdb1.crs\n", "print(nhdhr_epsg)" ] }, { "cell_type": "markdown", "id": "jewish-richmond", "metadata": {}, "source": [ "## 2. Filter network using shapefile boundary\n", "The network can be filterd using a shapefile of the model domain" ] }, { "cell_type": "code", "execution_count": 6, "id": "muslim-neighbor", "metadata": {}, "outputs": [], "source": [ "boundary_file = '../neversink_rondout/Model_Extent.shp'\n", "\n", "model_boundary = gpd.read_file(boundary_file)" ] }, { "cell_type": "code", "execution_count": 7, "id": "satellite-letter", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,10))\n", "gdb1.plot(ax=ax, color='red', label='NHDPLUS_HR_1.gdb')\n", "gdb2.plot(ax=ax, color='blue', label='NHDPLUS_HR_2.gdb')\n", "model_boundary.plot(ax=ax, facecolor='lightgray', edgecolor='black', label='Model Boundary') \n", "\n", "# plot boundary box that will be used for filtering\n", "bbox_geometry = [box(x1, y1, x2, y2) for x1,y1,x2,y2 in model_boundary.bounds.values]\n", "bbox = gpd.GeoDataFrame(geometry=bbox_geometry, crs=model_boundary.crs)\n", "bbox.plot(ax=ax, facecolor='None', edgecolor='green', linestyle='--', label='Boundary bounding box')\n", "\n", "LegendElement = [\n", " mpatches.mlines.Line2D([], [], color='red', label='NHDPLUS_HR_1.gdb'),\n", " mpatches.mlines.Line2D([], [], color='blue', label='NHDPLUS_HR_2.gdb'),\n", " mpatches.Patch(facecolor='lightgray', edgecolor='black', label='Model Boundary'),\n", " mpatches.Patch(facecolor='None', edgecolor='green', \n", " linestyle='--', label='Model boundary\\nbounding box'),\n", "]\n", "\n", "ax.legend(handles=LegendElement, loc='best')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "assured-stationery", "metadata": {}, "source": [ "## 3. Option to remove reaches with unwated FCodes\n", "NHDPlusHR flowlines include feature codes (FCodes) that describe reach attributes. In certain cases, a user may not wish to include certain types of features present in the NHDPlusHR geodatabase in the SFR network. A complete list of FCodes is show below:" ] }, { "cell_type": "markdown", "id": "fatty-delta", "metadata": {}, "source": [ "![title](../_static/fcodes.png)" ] }, { "cell_type": "markdown", "id": "raised-import", "metadata": {}, "source": [ "**Look at FCodes in `gdb2`**" ] }, { "cell_type": "code", "execution_count": 8, "id": "concrete-basket", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[46006, 55800, 46003, 33600, 33400, 42803, 46000]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdb2.FCode.unique().astype(int).tolist()" ] }, { "cell_type": "markdown", "id": "rational-amazon", "metadata": {}, "source": [ "**We can remove any segments that have FCodes we don't want to include in the final SFR network** \n", "In this case, we want to exclude any lines classified as aqueduct pipelines." ] }, { "cell_type": "code", "execution_count": 9, "id": "heard-visiting", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Permanent_FDateResolutionGNIS_IDGNIS_NameLengthKMReachCodeFlowDirWBArea_PerFTypeFCodeMainPathInNetworkVisibilityShape_LengNHDPlusIDVPUIDEnabledShape_Lengthgeometry
781492693532013-11-10T00:00:00+00:002.05.519868020401040005151.0428.042803.00.01.00.00.0639541.000020e+1302041.00.04889MULTILINESTRING Z ((-74.62398 41.83019 0.00000...
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" ], "text/plain": [ " Permanent_ FDate Resolution GNIS_ID GNIS_Name \\\n", "78 149269353 2013-11-10T00:00:00+00:00 2.0 \n", "\n", " LengthKM ReachCode FlowDir WBArea_Per FType FCode MainPath \\\n", "78 5.519868 02040104000515 1.0 428.0 42803.0 0.0 \n", "\n", " InNetwork Visibility Shape_Leng NHDPlusID VPUID Enabled \\\n", "78 1.0 0.0 0.063954 1.000020e+13 0204 1.0 \n", "\n", " Shape_Length geometry \n", "78 0.04889 MULTILINESTRING Z ((-74.62398 41.83019 0.00000... " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "drop_fcodes = [\n", " 42803 # Aqueduct pipeline\n", "]\n", "\n", "gdb2.loc[gdb2.FCode.isin(drop_fcodes)]" ] }, { "cell_type": "code", "execution_count": 10, "id": "statistical-merchandise", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6,8))\n", "gdb2.plot(ax=ax, color='black', zorder=0, label='Lines to keep')\n", "gdb2.loc[gdb2.FCode.isin(drop_fcodes)].plot(ax=ax, color='red', zorder=1, label='Line to remove\\n(Pipeline)')\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "002f0d23-00c1-451d-add3-ce8a07f52670", "metadata": {}, "source": [ "## 4. Make an `sfrmaker.lines` instance using `from_nhdplus_hr`" ] }, { "cell_type": "code", "execution_count": 11, "id": "improved-pioneer", "metadata": { "tags": [ "{", "\"tags\":", "[", "\"hide-output\"", "]", "}" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading NHDPlus HR hydrography data...\n", "reading ../neversink_rondout/NHDPLUS_HR_1.gdb...\n", "filtering flowlines...\n", "\n", "Getting routing information from NHDPlus HR Plusflow table...\n", "finished in 0.00s\n", "\n", "finished in 0.25s\n", "\n", "reading ../neversink_rondout/NHDPLUS_HR_2.gdb...\n", "filtering flowlines...\n", "\n", "Getting routing information from NHDPlus HR Plusflow table...\n", "finished in 0.00s\n", "\n", "finished in 0.25s\n", "\n", "\n", "load finished in 0.51s\n", "\n" ] } ], "source": [ "lines = sfrmaker.Lines.from_nhdplus_hr(NHDPlusHR_paths,\n", " bbox_filter=boundary_file,\n", " drop_fcodes=drop_fcodes,\n", " crs=4269\n", " )" ] }, { "cell_type": "markdown", "id": "39777ce1-4578-4de0-a40b-7e83da57eb2b", "metadata": {}, "source": [ "**Check out the `lines` DataFrame**" ] }, { "cell_type": "code", "execution_count": 12, "id": "82da7622-41e3-434b-98c0-e0c0d2d8695b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lines.df.head()" ] }, { "cell_type": "markdown", "id": "25d87acd-f88e-4f1c-99ad-e45bf8acc8bd", "metadata": {}, "source": [ "### visualize the SFR network\n", "The extent is limited to lines that intersect the bounding box of the supplied model boundary shapefile. Note: the aqueduct pipeline (highlighted above) in the north central part of the network was also removed." ] }, { "cell_type": "code", "execution_count": 13, "id": "ebed7662-7add-4482-8a4a-95ebca77b179", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,8))\n", "lines.df.plot(ax=ax)\n", "model_boundary.plot(ax=ax, facecolor='lightgray', edgecolor='black', label='Model Boundary') \n", "\n", "bbox.plot(ax=ax, facecolor='None', edgecolor='green', linestyle='--', label='Boundary bounding box')\n", "\n", "LegendElement = [\n", " mpatches.mlines.Line2D([], [], color='#1f77b4', label='sfrmaker lines'),\n", " mpatches.Patch(facecolor='lightgray', edgecolor='black', label='Model Boundary'),\n", " mpatches.Patch(facecolor='None', edgecolor='green', \n", " linestyle='--', label='Model boundary\\nbounding box'),\n", "]\n", "\n", "ax.legend(handles=LegendElement, loc='best')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "24bbafae-fa7d-4990-9bf1-cb2005c3a818", "metadata": {}, "source": [ "## 5. Create a streamflow routing dataset and write an SFR package input file for MODDLOW" ] }, { "cell_type": "markdown", "id": "fa6d6f08-182f-4cdc-998d-b400301a0360", "metadata": {}, "source": [ "**This requires an `sfrmaker.lines` instance (created in step 4) and a `sfrmaker.grid` instance** \n", "we can start by building a synthetic Flopy strucutred grid" ] }, { "cell_type": "code", "execution_count": 14, "id": "c04bf2ee-4d19-4791-81ce-41ec252bb0f6", "metadata": {}, "outputs": [], "source": [ "flopy_structuredgrid = StructuredGrid(delc=np.full(160,100.), \n", " delr=np.full(220,100.),\n", " crs=5070,\n", " xoff=1742953.0226834335,\n", " yoff=2279064.250857591,\n", " lenuni='meters'\n", " )" ] }, { "cell_type": "markdown", "id": "07936031-2bc3-4a6e-92ba-c177548ed1d4", "metadata": {}, "source": [ "...then pass it to sfrmaker, to create an sfrmaker model grid. The active area can be defined as the model boundary shapefile." ] }, { "cell_type": "code", "execution_count": 15, "id": "fb268d1c-0fa5-4a85-ba4c-7abe4f372f16", "metadata": { "tags": [ "{", "\"tags\":", "[", "\"hide-output\"", "]", "}" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "reading ../neversink_rondout/Model_Extent.shp...\n", "--> building dataframe... (may take a while for large shapefiles)\n", "setting isfr values...\n", "Intersecting 1 features...\n", "1\n", "finished in 0.16s\n" ] } ], "source": [ "grid = sfrmaker.StructuredGrid.from_modelgrid(flopy_structuredgrid, \n", " active_area=boundary_file)" ] }, { "cell_type": "markdown", "id": "b2ec9c02-0672-4b4a-8371-8089ef17d0a2", "metadata": {}, "source": [ "**Note: The model grid is in a different CRS (EPSG: 5070) from the NHD_HR dataset (EPSG: 4269). sfrmaker reprojects the sfr lines to the modelgrid during the `to_sfr` method.**" ] }, { "cell_type": "code", "execution_count": 16, "id": "6ba6fdeb-d552-4ce2-8754-391a35b8a853", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "SFRmaker version 0.8.0.post22.dev0+gacbd390\n", "\n", "Creating sfr dataset...\n", "Model grid information\n", "structured grid\n", "nnodes: 35,200\n", "nlay: 1\n", "nrow: 160\n", "ncol: 220\n", "model length units: undefined\n", "crs: EPSG:5070\n", "bounds: 1742953.02, 2279064.25, 1764953.02, 2295064.25\n", "active area defined by: ../neversink_rondout/Model_Extent.shp\n", "\n", "None\n", "Warning: No length units specified in CRS for input LineStrings or length units not recognizeddefaulting to meters.\n", "\n", "reprojecting hydrography from\n", "EPSG:4269\n", "to\n", "EPSG:5070\n", "\n", "\n", "Culling hydrography to active area...\n", "simplification tolerance: 2000.00\n", "starting lines: 384\n", "remaining lines: 359\n", "finished in 0.05s\n", "\n", "\n", "Intersecting 359 flowlines with 35,200 grid cells...\n", "\n", "Building spatial index...\n", "finished in 4.13s\n", "\n", "Intersecting 359 features...\n", "359\n", "finished in 0.20s\n", "\n", "Setting up reach data... (may take a few minutes for large grids)\n", "finished in 0.45s\n", "\n", "Computing widths...\n", "\n", "Dropping 117 reaches with length < 5.00 undefined...\n", "\n", "Repairing routing connections...\n", "enforcing best segment numbering...\n", "\n", "Setting up segment data...\n", "Model grid information\n", "structured grid\n", "nnodes: 35,200\n", "nlay: 1\n", "nrow: 160\n", "ncol: 220\n", "model length units: undefined\n", "crs: EPSG:5070\n", "bounds: 1742953.02, 2279064.25, 1764953.02, 2295064.25\n", "active area defined by: ../neversink_rondout/Model_Extent.shp\n", "\n", "\n", "Time to create sfr dataset: 5.50s\n", "\n" ] } ], "source": [ "sfrdata = lines.to_sfr(grid=grid)" ] }, { "cell_type": "markdown", "id": "7c7f3af2-6a47-4c40-b291-b4a1798553ba", "metadata": {}, "source": [ "### write the sfr data set to a MODFLOW SFR file\n", "Now, we can write the sfr data set to a MODFLOW SFR file. Normally, one likely would pass a Flopy model instance to `lines.to_sfr`. Here, no model instance is passed -- the package is written independent of a model for illustrative purposes. " ] }, { "cell_type": "code", "execution_count": 17, "id": "5eaefa2f-6584-461f-8753-c3b8385319fc", "metadata": {}, "outputs": [], "source": [ "%%capture\n", "sfrdata.write_package(filename='../neversink_rondout/nhd_hr_demo.sfr', version='mf6')" ] }, { "cell_type": "code", "execution_count": 18, "id": "30df561c-4029-43a2-b75e-4189a18f00f8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "writing shps/nhd_hr_demo_sfr_cells.shp... Done\n", "writing shps/nhd_hr_demo_sfr_outlets.shp... Done\n", "writing shps/nhd_hr_demo_sfr_lines.shp... Done\n", "writing shps/nhd_hr_demo_sfr_routing.shp... Done\n", "No period data to export!\n", "No observations to export!\n", "No non-zero values of flow to export!\n" ] } ], "source": [ "sfrdata.write_shapefiles('shps/nhd_hr_demo')" ] }, { "cell_type": "markdown", "id": "7f3daec6-ffb2-4954-a416-a82dbb8b66b7", "metadata": {}, "source": [ "### Finally, we can review our completed SFR network\n", "below, we plot sfr routing and outlets" ] }, { "cell_type": "code", "execution_count": 19, "id": "3240de14-235f-47fb-a338-8b907ff14183", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "routing = gpd.read_file('shps/nhd_hr_demo_sfr_routing.shp')\n", "outlets = gpd.read_file('shps/nhd_hr_demo_sfr_outlets.shp')\n", "model_boundary_5070 = model_boundary.to_crs(crs=5070)\n", "\n", "fig, ax = plt.subplots(figsize=(10,8))\n", "routing.plot(ax=ax, zorder=1)\n", "outlets.plot(ax=ax, c='red', zorder=2, label='outlets')\n", "model_boundary_5070.plot(ax=ax, facecolor='None', \n", " edgecolor='gray',\n", " zorder=0\n", " ) \n", "\n", "LegendElement = [\n", " mpatches.mlines.Line2D([], [], color='red', linewidth=0., marker='o', label='sfr outlet'),\n", " mpatches.mlines.Line2D([], [], color='#1f77b4', label='sfr routing'),\n", " mpatches.Patch(facecolor='None', edgecolor='gray', label='Model Boundary\\n(active area)')\n", "]\n", "\n", "ax.legend(handles=LegendElement, loc='best')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "ccc10adb-29d2-462d-860a-629bbeab9907", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Tags", "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": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 5 }