{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Dfs2 - Various types\n", "\n", "This notebook examines various Dfs2 types: \n", "\n", "* Horizontal\n", " - UTM (utm_not_rotated_neurope_temp.dfs2)\n", " - Long/Lat (europe_wind_long_lat.dfs2)\n", " - Long/Lat global (global_long_lat_pacific_view_temperature_delta.dfs2)\n", " - Local coordinates (M3WFM_sponge_local_coordinates.dfs2)\n", "* Rotated \n", " - UTM (BW_Ronne_Layout1998_rotated.dfs2) \n", "* Vertical (hd_vertical_slice.dfs2)\n", "* Spectral\n", " - Linear f-axis (dir_wave_analysis_spectra.dfs2)\n", " - Logarithmic f-axis (pt_spectra.dfs2)\n", "\n", "For each of these types, it's possible to :\n", "\n", "* plot\n", "* isel \n", "* sel (point, line or area)\n", "* read and write without changing header (origo and rotation)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import mikeio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Horizontal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Horizontal, UTM (projected)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Temperature\n", "dims: (time:2, y:104, x:119)\n", "time: 2022-03-01 00:00:00 - 2022-03-01 12:00:00 (2 records)\n", "geometry: Grid2D (ny=104, nx=119)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = \"../tests/testdata/utm_not_rotated_neurope_temp.dfs2\"\n", "dfs = mikeio.open(fn)\n", "da = dfs.read()[0]\n", "da" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "x: [-2.778e+05, -2.611e+05, ..., 1.689e+06] (nx=119, dx=1.667e+04)\n", "y: [5.667e+06, 5.684e+06, ..., 7.384e+06] (ny=104, dy=1.667e+04)\n", "projection: UTM-32" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.geometry" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Horizontal, geographic (long/lat)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Wind x-comp (10m)\n", "dims: (time:1, y:101, x:221)\n", "time: 2012-01-01 00:00:00 (time-invariant)\n", "geometry: Grid2D (ny=101, nx=221)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = \"../tests/testdata/europe_wind_long_lat.dfs2\"\n", "da = mikeio.read(fn)[1]\n", "da" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "x: [-15, -14.75, ..., 40] (nx=221, dx=0.25)\n", "y: [30, 30.25, ..., 55] (ny=101, dy=0.25)\n", "projection: LONG/LAT" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.geometry" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Horizontal, geographic with global coverage" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: air_temperature_anomaly\n", "dims: (time:12, y:73, x:96)\n", "time: 2089-01-16 00:00:00 - 2089-12-16 00:00:00 (12 non-equidistant records)\n", "geometry: Grid2D (ny=73, nx=96)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = \"../tests/testdata/global_long_lat_pacific_view_temperature_delta.dfs2\"\n", "da = mikeio.read(fn)[0]\n", "da" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "x: [0, 3.75, ..., 356.2] (nx=96, dx=3.75)\n", "y: [-90, -87.5, ..., 90] (ny=73, dy=2.5)\n", "projection: LONG/LAT" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.geometry" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.plot();" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.sel(area=[110,-50,160,-10]).plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local coordinates" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: z (m)\n", "dims: (time:1, y:62, x:362)\n", "time: 1990-01-01 12:00:00 (time-invariant)\n", "geometry: Grid2D (ny=62, nx=362)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = \"../tests/testdata/M3WFM_sponge_local_coordinates.dfs2\"\n", "da = mikeio.read(fn)[0]\n", "da" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.plot();" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.sel(y=3).plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rotated" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Bathymetry\n", "dims: (time:1, y:172, x:263)\n", "time: 1990-01-01 12:00:00 (time-invariant)\n", "geometry: Grid2D (ny=172, nx=263)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = \"../tests/testdata/BW_Ronne_Layout1998_rotated.dfs2\"\n", "da = mikeio.read(fn)[0]\n", "da" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "x: [0, 5, ..., 1310] (nx=263, dx=5)\n", "y: [0, 5, ..., 855] (ny=172, dy=5)\n", "origin: (4.797e+05, 6.105e+06), orientation: -22.239\n", "projection: PROJCS[\"UTM-33\",GEOGCS[\"Unused\",DATUM[\"UTM Projections\",SPHEROID[\"WGS 1984\",6378137,298.257223563]],PRIMEM[\"Greenwich\",0],UNIT[\"Degree\",0.0174532925199433]],PROJECTION[\"Transverse_Mercator\"],PARAMETER[\"False_Easting\",500000],PARAMETER[\"False_Northing\",0],PARAMETER[\"Central_Meridian\",15],PARAMETER[\"Scale_Factor\",0.9996],PARAMETER[\"Latitude_Of_Origin\",0],UNIT[\"Meter\",1]]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.geometry" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Vertical" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: U velocity\n", "dims: (time:13, y:76, x:41)\n", "time: 2022-04-23 00:00:00 - 2022-04-23 12:00:00 (13 records)\n", "geometry: Grid2D (ny=76, nx=41)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = \"../tests/testdata/hd_vertical_slice.dfs2\"\n", "da = mikeio.read(fn)[0]\n", "da" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "x: [0, 0.0193, ..., 0.7722] (nx=41, dx=0.0193)\n", "y: [0, 1, ..., 75] (ny=76, dy=1)\n", "projection: NON-UTM" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.geometry" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.plot();" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.isel(y=slice(45,None)).plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spectral" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Linear f-axis " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Directional spectrum [1]\n", "dims: (time:1, y:37, x:128)\n", "time: 1970-01-01 00:00:00 (time-invariant)\n", "geometry: Grid2D (ny=37, nx=128)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = \"../tests/testdata/dir_wave_analysis_spectra.dfs2\"\n", "dfs = mikeio.open(fn) #, type=\"spectral\")\n", "da = dfs.read()[0]\n", "da" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "x: [0.003906, 0.007812, ..., 0.5] (nx=128, dx=0.003906)\n", "y: [0, 10, ..., 360] (ny=37, dy=10)\n", "projection: NON-UTM" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.geometry" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.geometry.is_spectral = True\n", "da.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Logarithmic f-axis" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Point 1: Energy density\n", "dims: (time:31, y:16, x:25)\n", "time: 2017-10-27 00:00:00 - 2017-10-27 05:00:00 (31 records)\n", "geometry: Grid2D (ny=16, nx=25)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = \"../tests/testdata/pt_spectra.dfs2\"\n", "dfs = mikeio.open(fn, type=\"spectral\")\n", "da = dfs.read()[0]\n", "da" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.geometry.is_spectral" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.055 , 0.0605 , 0.06655 , 0.073205 , 0.08052551,\n", " 0.08857806, 0.09743587, 0.10717946, 0.1178974 , 0.12968715,\n", " 0.14265587, 0.15692146, 0.1726136 , 0.18987497, 0.20886247,\n", " 0.22974872, 0.2527236 , 0.27799597, 0.30579557, 0.33637513,\n", " 0.37001266, 0.40701393, 0.44771533, 0.49248688, 0.54173558])" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.geometry.x # logarithmic frequency axis" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " (spectral)\n", "x: [0.055, 0.0605, ..., 0.5417] (nx=25, dx=1.1)\n", "y: [0, 22.5, ..., 337.5] (ny=16, dy=22.5)\n", "projection: LONG/LAT" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.geometry" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.plot();" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89" }, "kernelspec": { "display_name": "Python 3.8.10 ('base')", "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": "3.8.10" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }