{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Single Track Demo\n", "\n", "Process a single ATL03 granule using SlideRule's ATL06-SR algorithm and compare the results to the existing ATL06 data product.\n", "\n", "### What is demonstrated\n", "\n", "* The `icesat2.atl06` API is used to perform a SlideRule processing request of a single ATL03 granule\n", "* The `icesat2.h5` API is used to read existing ATL06 datasets\n", "* The `matplotlib` package is used to plot the elevation profile of all three tracks in the granule (with the first track overlaid with the expected profile)\n", "* The `geopandas` package is used to produce a plot representing the geolocation of the gridded elevations produced by SlideRule.\n", "\n", "### Points of interest\n", "\n", "Most use cases for SlideRule use the higher level `icesat2.atl06p` API which works on a region of interest; but this notebook shows some of the capabilities of SlideRule for working on individual granules." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import re\n", "import posixpath\n", "import shapely.geometry\n", "import geopandas as gpd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "from sliderule import icesat2, io" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Configure Session #\n", "icesat2.init(\"icesat2sliderule.org\", True)\n", "asset = 'nsidc-s3'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Find ATL03 Granules" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# find granules for a spatial and temporal query\n", "box_lon = [-105, -105, -100, -100, -105]\n", "box_lat = [-75, -77.5, -77.5, -75, -75]\n", "poly = io.to_region(box_lon, box_lat)\n", "resources = icesat2.cmr(short_name='ATL03', polygon=poly, time_start='2018-10-19',\n", " time_end='2018-10-20', asset=asset) \n", "granule = resources[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Execute SlideRule Algorithm" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:sliderule.sliderule:atl06 processing initiated on ATL03_20181019224323_03250112_004_01.h5 ...\n", "INFO:sliderule.sliderule:processing of ATL03_20181019224323_03250112_004_01.h5 complete (930162/10883/0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Reference Ground Tracks: 325 to 325\n", "Cycle: 1 to 1\n", "Retrieved 51914 points from SlideRule\n", "CPU times: user 5.66 s, sys: 218 ms, total: 5.88 s\n", "Wall time: 1min 41s\n" ] } ], "source": [ "%%time\n", "# regular expression operator for extracting information from files\n", "rx = re.compile(r'(ATL\\d{2})(-\\d{2})?_(\\d{4})(\\d{2})(\\d{2})(\\d{2})'\n", " r'(\\d{2})(\\d{2})_(\\d{4})(\\d{2})(\\d{2})_(\\d{3})_(\\d{2})(.*?).h5$')\n", "# extract parameters from ICESat-2 granule\n", "PRD,HEM,YY,MM,DD,HH,MN,SS,TRK,CYCL,GRN,RL,VRS,AUX=rx.findall(granule).pop()\n", "\n", "# Build ATL06 Request\n", "parms = {\n", " \"poly\":poly,\n", " \"cnf\": 4,\n", " \"ats\": 20.0,\n", " \"cnt\": 10,\n", " \"len\": 40.0,\n", " \"res\": 20.0,\n", " \"maxi\": 1\n", "}\n", "\n", "# Request ATL06 Data\n", "gdf = icesat2.atl06(parms, granule, asset=asset)\n", "\n", "# Return DataFrame\n", "print(\"Reference Ground Tracks: {} to {}\".format(min(gdf[\"rgt\"]), max(gdf[\"rgt\"])))\n", "print(\"Cycle: {} to {}\".format(min(gdf[\"cycle\"]), max(gdf[\"cycle\"])))\n", "print(\"Retrieved {} points from SlideRule\".format(len(gdf[\"h_mean\"])))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def s3_retrieve(granule, **kwargs):\n", " # set default keyword arguments\n", " kwargs.setdefault('lon_key','longitude')\n", " kwargs.setdefault('lat_key','latitude')\n", " kwargs.setdefault('index_key','time')\n", " kwargs.setdefault('polygon',None)\n", " # regular expression operator for extracting information from files\n", " rx = re.compile(r'(ATL\\d{2})(-\\d{2})?_(\\d{4})(\\d{2})(\\d{2})(\\d{2})'\n", " r'(\\d{2})(\\d{2})_(\\d{4})(\\d{2})(\\d{2})_(\\d{3})_(\\d{2})(.*?).h5$')\n", " # extract parameters from ICESat-2 granule\n", " PRD,HEM,YY,MM,DD,HH,MN,SS,TRK,CYCL,GRN,RL,VRS,AUX=rx.findall(granule).pop()\n", " # variables of interest\n", " if (PRD == 'ATL06'):\n", " segment_group = \"land_ice_segments\"\n", " segment_key = 'segment_id'\n", " vnames = ['segment_id','delta_time','latitude','longitude',\n", " 'h_li','h_li_sigma','atl06_quality_summary',\n", " 'fit_statistics/dh_fit_dx','fit_statistics/dh_fit_dy',\n", " 'fit_statistics/dh_fit_dx_sigma','fit_statistics/n_fit_photons',\n", " 'fit_statistics/h_expected_rms','fit_statistics/h_robust_sprd',\n", " 'fit_statistics/w_surface_window_final','fit_statistics/h_mean']\n", " elif (PRD == 'ATL08'):\n", " segment_group = \"land_segments\"\n", " segment_key = 'segment_id_beg'\n", " vnames = ['segment_id_beg','segment_id_end','delta_time',\n", " 'latitude','longitude','brightness_flag','layer_flag',\n", " 'msw_flag','night_flag','terrain_flg','urban_flag',\n", " 'segment_landcover','segment_snowcover','segment_watermask',\n", " 'terrain/h_te_best_fit','terrain/h_te_uncertainty',\n", " 'terrain/terrain_slope','terrain/n_te_photons',\n", " 'canopy/h_canopy','canopy/h_canopy_uncertainty',\n", " 'canopy/canopy_flag','canopy/n_ca_photons']\n", " # for each valid beam within the HDF5 file\n", " frames = []\n", " gt = dict(gt1l=10,gt1r=20,gt2l=30,gt2r=40,gt3l=50,gt3r=60)\n", " atlas_sdp_epoch = np.datetime64('2018-01-01T00:00:00')\n", " kwds = dict(startrow=0,numrows=-1)\n", " for gtx in ['gt1l','gt1r','gt2l','gt2r','gt3l','gt3r']:\n", " geodatasets = [dict(dataset=f'{gtx}/{segment_group}/{v}',**kwds) for v in vnames]\n", " try:\n", " # get datasets from s3\n", " hidatasets = icesat2.h5p(geodatasets, granule, asset)\n", " # copy to new \"flattened\" dictionary\n", " data = {posixpath.basename(key):var for key,var in hidatasets.items()}\n", " # Generate Time Column\n", " delta_time = (data['delta_time']*1e9).astype('timedelta64[ns]')\n", " data['time'] = gpd.pd.to_datetime(atlas_sdp_epoch + delta_time)\n", " except:\n", " pass\n", " else:\n", " # copy filename parameters\n", " data['rgt'] = [int(TRK)]*len(data['delta_time'])\n", " data['cycle'] = [int(CYCL)]*len(data['delta_time'])\n", " data['gt'] = [gt[gtx]]*len(data['delta_time'])\n", " # pandas dataframe from compiled dictionary\n", " frames.append(gpd.pd.DataFrame.from_dict(data))\n", " # concatenate pandas dataframe\n", " try:\n", " df = gpd.pd.concat(frames)\n", " except:\n", " return icesat2.__emptyframe()\n", " # convert to a GeoDataFrame\n", " lon_key,lat_key = (kwargs['lon_key'],kwargs['lat_key'])\n", " geometry = gpd.points_from_xy(df[lon_key], df[lat_key])\n", " gdf = gpd.GeoDataFrame(df.drop(columns=[lon_key,lat_key]),\n", " geometry=geometry,crs='EPSG:4326')\n", " # intersect with geometry in projected reference system\n", " if kwargs['polygon'] is not None:\n", " gdf = gpd.overlay(gdf.to_crs(kwargs['polygon'].crs),\n", " kwargs['polygon'], how='intersection')\n", " # sort values for reproducible output despite async processing\n", " gdf.set_index(kwargs['index_key'], inplace=True)\n", " gdf.sort_index(inplace=True)\n", " # remove duplicate points\n", " gdf = gdf[~gdf.index.duplicated()]\n", " # convert back to original coordinate reference system\n", " return gdf.to_crs('EPSG:4326')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# get standard ATL06 products\n", "atl06_granule = f'ATL06_{YY}{MM}{DD}{HH}{MN}{SS}_{TRK}{CYCL}{GRN}_{RL}_{VRS}{AUX}.h5'\n", "region_gs = gpd.GeoSeries(shapely.geometry.Polygon(np.c_[box_lon,box_lat]), crs='EPSG:4326')\n", "region_gdf = gpd.GeoDataFrame(geometry=region_gs).to_crs('EPSG:3857')\n", "atl06 = s3_retrieve(atl06_granule, polygon=region_gdf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare Sliderule and ASAS Results" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create Elevation Plot\n", "fig,ax = plt.subplots(num=1, ncols=6, sharey=True, figsize=(12, 6))\n", "locator = mdates.AutoDateLocator(minticks=3, maxticks=7)\n", "formatter = mdates.ConciseDateFormatter(locator)\n", "# Plot Elevations for each track\n", "tracks = dict(gt1l=10,gt1r=20,gt2l=30,gt2r=40,gt3l=50,gt3r=60)\n", "for s,gt in enumerate(tracks.keys()):\n", " sr = gdf[gdf[\"gt\"] == tracks[gt]]\n", " asas = atl06[(atl06[\"gt\"] == tracks[gt]) &\n", " (atl06[\"h_mean\"] < 1e38) &\n", " (atl06[\"delta_time\"] >= sr[\"delta_time\"][0]) &\n", " (atl06[\"delta_time\"] <= sr[\"delta_time\"][-1])]\n", " ax[s].set_title(gt)\n", " ax[s].plot(sr.index.values, sr[\"h_mean\"].values, zorder=1,\n", " linewidth=1.0, color='mediumseagreen', label='SlideRule')\n", " ax[s].plot(asas.index.values, asas[\"h_mean\"].values, zorder=0,\n", " linewidth=1.0, color='darkorchid', label='ASAS')\n", " ax[s].xaxis.set_major_locator(locator)\n", " ax[s].xaxis.set_major_formatter(formatter)\n", "# add labels and legends\n", "ax[0].set_ylabel('Height Above WGS84 Ellipsoid')\n", "lgd = ax[0].legend(loc=3,frameon=False)\n", "lgd.get_frame().set_alpha(1.0)\n", "for line in lgd.get_lines():\n", " line.set_linewidth(6)\n", "# Show Plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Map Plot" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create PlateCarree Plot\n", "fig,ax1 = plt.subplots(num=None, figsize=(12, 6))\n", "################################\n", "# add global plot\n", "################################\n", "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n", "world.plot(ax=ax1, color='0.8', edgecolor='black')\n", "gdf.plot(ax=ax1, marker='o', color='red', markersize=2.5, zorder=3)\n", "ax1.set_title(\"SlideRule Global Reference\")\n", "\n", "# Plot locations of each track\n", "tracks = dict(gt1l=10,gt1r=20,gt2l=30,gt2r=40,gt3l=50,gt3r=60)\n", "for s,gt in enumerate(tracks.keys()):\n", " sr = gdf[gdf[\"gt\"] == tracks[gt]]\n", " sr.plot(ax=ax1, marker='o', color='red', markersize=2.5, zorder=3)\n", "\n", "# Plot Bounding Box\n", "ax1.plot(box_lon, box_lat, linewidth=1.5, color='blue', zorder=2)\n", "\n", "# x and y limits, axis = equal\n", "ax1.set_xlim(-180,180)\n", "ax1.set_ylim(-90,90)\n", "ax1.set_aspect('equal', adjustable='box')\n", "# show plot\n", "plt.show()" ] } ], "metadata": { "interpreter": { "hash": "d7f94b8b1e41b02170d45ac71ce2d6b011e7cd56207b4c480f5292088bcfab93" }, "kernelspec": { "display_name": "Python 3", "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" } }, "nbformat": 4, "nbformat_minor": 4 }