{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Save geocoded HDF5 file into text file" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Go to directory: /Users/yunjunz/data/archives/Galapagos/AlcedoSenDT128/mintpy\n" ] } ], "source": [ "# read / save displacement data from time-series file\n", "%matplotlib inline\n", "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mintpy.utils import readfile, utils as ut\n", "plt.rcParams.update({'font.size': 12})\n", "\n", "work_dir = os.path.expanduser('~/data/archives/Galapagos/AlcedoSenDT128/mintpy')\n", "os.chdir(work_dir)\n", "print('Go to directory:', work_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Input HDF5 files" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# geocoded file paths [for input dataset in radar coordinates]\n", "ts_file = 'geo/geo_timeseries_ECMWF_ramp_demErr.h5'; date1, date2 = '20160101', '20171022'\n", "vel_file = 'geo/geo_velocity.h5'\n", "mask_file = 'geo/geo_maskTempCoh.h5'\n", "geom_file = 'geo/geo_geometryRadar.h5'\n", "\n", "# geocoded file paths [for input dataset in geo coordinates]\n", "# ts_file = 'timeseries_ECMWF_ramp_demErr.h5'; date12 = '20160101_20171022'\n", "# vel_file = 'velocity.h5'\n", "# mask_file = 'maskTempCoh.h5'\n", "# geom_file = 'inputs/geometryGeo.h5'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/bg/9j3hscxn7t53s3c078rlck7c0000gq/T/ipykernel_32575/528405277.py:22: RuntimeWarning: invalid value encountered in sin\n", " ve = np.sin(inc_angle) * np.sin(az_angle) * -1\n", "/var/folders/bg/9j3hscxn7t53s3c078rlck7c0000gq/T/ipykernel_32575/528405277.py:23: RuntimeWarning: invalid value encountered in sin\n", " vn = np.sin(inc_angle) * np.cos(az_angle)\n", "/var/folders/bg/9j3hscxn7t53s3c078rlck7c0000gq/T/ipykernel_32575/528405277.py:23: RuntimeWarning: invalid value encountered in cos\n", " vn = np.sin(inc_angle) * np.cos(az_angle)\n", "/var/folders/bg/9j3hscxn7t53s3c078rlck7c0000gq/T/ipykernel_32575/528405277.py:24: RuntimeWarning: invalid value encountered in cos\n", " vu = np.cos(inc_angle)\n" ] } ], "source": [ "# read displacement data between two dates in meters from time series file\n", "dis, atr = readfile.read(ts_file, datasetName=date2)\n", "dis -= readfile.read(ts_file, datasetName=date1)[0]\n", "# OR read displacement data in meters per year from velocity file\n", "# dis, atr = readfile.read(vel_file)\n", "\n", "# read geometry data: latitude, longitude, incidence angle and azimuth angle\n", "lat, lon = ut.get_lat_lon(atr)\n", "inc_angle = readfile.read(geom_file, datasetName='incidenceAngle')[0] * np.pi / 180.\n", "az_angle = readfile.read(geom_file, datasetName='azimuthAngle')[0] * np.pi / 180.\n", "\n", "# mask out invalid / unreliable pixels\n", "mask = readfile.read(mask_file)[0]\n", "mask *= ~np.isnan(inc_angle)\n", "dis[mask == 0] = np.nan\n", "lat[mask == 0] = np.nan\n", "lon[mask == 0] = np.nan\n", "inc_angle[mask == 0] = np.nan\n", "az_angle[mask == 0] = np.nan\n", "\n", "# calculate the unit vector for InSAR displacement [positive for motion toward from satellite]\n", "ve = np.sin(inc_angle) * np.sin(az_angle) * -1\n", "vn = np.sin(inc_angle) * np.cos(az_angle)\n", "vu = np.cos(inc_angle)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(nrows=1, ncols=6, figsize=[18, 4], sharey=True)\n", "titles = ['Latitude', 'Longitude', 'Displacement', 'V_east', 'V_north', 'V_up']\n", "for ax, data, title in zip(axs, [lat, lon, dis, ve, vn, vu], titles):\n", " im = ax.imshow(data, interpolation='nearest')\n", " fig.colorbar(im, ax=ax, location='bottom')\n", " ax.set_title(title)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Write to text file" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "writing to text file: /Users/yunjunz/data/archives/Galapagos/AlcedoSenDT128/mintpy/dis_20160101_20171022.txt\n", "finished writing.\n" ] } ], "source": [ "out_file = os.path.abspath(f'dis_{date1}_{date2}.txt')\n", "header = 'number of points: {}\\n'.format(np.sum(mask))\n", "header += 'reference pixel in in (lat, lon): ({}, {})\\n'.format(atr['REF_LAT'], atr['REF_LON'])\n", "header += 'latitude longitude displacement[m] Vz Vn Ve'\n", "data = np.hstack((\n", " lat[mask].reshape(-1, 1),\n", " lon[mask].reshape(-1, 1),\n", " dis[mask].reshape(-1, 1),\n", " ve[mask].reshape(-1, 1),\n", " vn[mask].reshape(-1, 1),\n", " vu[mask].reshape(-1, 1),\n", "))\n", "print('writing to text file: {}'.format(out_file))\n", "np.savetxt(out_file, data, fmt='%10.6f', delimiter='\\t', header=header)\n", "print('finished writing.')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# number of points: 147610\n", "# reference pixel in in (lat, lon): (-0.3100264, -91.22004)\n", "# latitude longitude displacement[m] Vz Vn Ve\n", " -0.213234\t-91.263847\t 0.041109\t 0.560912\t -0.118835\t 0.819302\n", " -0.213234\t-91.263168\t 0.041109\t 0.560912\t -0.118835\t 0.819302\n", " -0.213234\t-91.262497\t 0.041109\t 0.560912\t -0.118835\t 0.819302\n", " -0.213234\t-91.261818\t 0.041183\t 0.560912\t -0.118835\t 0.819302\n", " -0.213234\t-91.261147\t 0.040227\t 0.560851\t -0.118821\t 0.819346\n", " -0.213234\t-91.260468\t 0.039409\t 0.560787\t -0.118808\t 0.819392\n", " -0.213234\t-91.259796\t 0.039049\t 0.560725\t -0.118794\t 0.819436\n", " -0.213234\t-91.259117\t 0.038237\t 0.560663\t -0.118781\t 0.819480\n", " -0.213234\t-91.258446\t 0.037736\t 0.560599\t -0.118767\t 0.819526\n", " -0.213234\t-91.257767\t 0.036330\t 0.560526\t -0.118751\t 0.819578\n", " -0.213234\t-91.257095\t 0.035553\t 0.560458\t -0.118737\t 0.819627\n", " -0.213234\t-91.256416\t 0.034447\t 0.560325\t -0.118708\t 0.819722\n", "\n" ] } ], "source": [ "# The saved text file is shown as below:\n", "with open(out_file, 'r') as f:\n", " head = ''.join([next(f) for x in range(15)])\n", "print(head)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 4 }