From 1a4b54e5a0ad1434e3f5c04eac87bcfb242c5049 Mon Sep 17 00:00:00 2001 From: Sumant Jha Date: Fri, 7 Apr 2023 17:31:42 -0700 Subject: [PATCH 01/77] Added ATL08 access and explore instruction. Need to figure out why it started giving error at the end all of a sudden. --- docs/source/tutorials.rst | 16 + .../ATL08/IceSat_ATL08_Tutorials.ipynb | 630 ++++++++++++++++++ 2 files changed, 646 insertions(+) create mode 100644 docs/source/tutorials.rst create mode 100644 docs/source/tutorials/ATL08/IceSat_ATL08_Tutorials.ipynb diff --git a/docs/source/tutorials.rst b/docs/source/tutorials.rst new file mode 100644 index 00000000..0c28506a --- /dev/null +++ b/docs/source/tutorials.rst @@ -0,0 +1,16 @@ +Tutorials +======================================= + +.. toctree:: + :maxdepth: 2 + :caption: Tutorials: + + + tutorials/HLS/HLS_search.ipynb + tutorials/GEDI/GEDI02_B_tutorial.ipynb + tutorials/GEDI/SearchGEDI.ipynb + tutorials/GEDI/GEDI_L3_tutorial.ipynb + tutorials/GEDI/GEDI_L4A_Example.ipynb + tutorials/ATL03/IceSat_ATL03_Tutorials.ipynb + tutorials/ATL08/IceSat_ATL08_Tutorials.ipynb + tutorials/NISAR/Nisar_access_explore.ipynb diff --git a/docs/source/tutorials/ATL08/IceSat_ATL08_Tutorials.ipynb b/docs/source/tutorials/ATL08/IceSat_ATL08_Tutorials.ipynb new file mode 100644 index 00000000..38df7ce3 --- /dev/null +++ b/docs/source/tutorials/ATL08/IceSat_ATL08_Tutorials.ipynb @@ -0,0 +1,630 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "48ed252d", + "metadata": {}, + "source": [ + "# ATLAS/ICESat-2 L3A Land and Vegetation Height, Version 5 (ATL08)\n", + "\n", + "### This data set (ATL08) contains along-track heights above the WGS84 ellipsoid (ITRF2014 reference frame) for the ground and canopy surfaces. The canopy and ground surfaces are processed in fixed 100 m data segments, which typically contain more than 100 signal photons. The data were acquired by the Advanced Topographic Laser Altimeter System (ATLAS) instrument on board the Ice, Cloud and land Elevation Satellite-2 (ICESat-2) observatory.\n", + " Parameter(s): CANOPY HEIGHT TERRAIN ELEVATION\n", + " Platform(s):\n", + " ICESat-2\n", + " Sensor(s):\n", + " ATLAS\n", + " Data Format(s):\n", + " HDF5\n", + " Temporal Coverage:\n", + " 14 October 2018 to present\n", + " Temporal Resolution:\n", + " 91 day\n", + " Spatial Resolution:\n", + " Varies\n", + " Spatial Reference System(s):\n", + " WGS 84 EPSG:4326\n", + " Spatial Coverage:\n", + " N: 90 S: -90 E: 180 W: -180\n", + " \n", + " (source: https://nsidc.org/data/atl08/versions/5)\n", + " Author: Sumant Jha\n", + " Date: 04/07/2023" + ] + }, + { + "cell_type": "markdown", + "id": "08512e07", + "metadata": {}, + "source": [ + "### There are two examples shown below which will demostrate how to access ATL08 data.The first example shows how we can download it to local from NASA CMR and the second example shows how we can use the AWS href link to work on the data without downloading to local. " + ] + }, + { + "cell_type": "markdown", + "id": "3979a021", + "metadata": {}, + "source": [ + "## Example 1: Download data to local" + ] + }, + { + "cell_type": "markdown", + "id": "b569634a", + "metadata": {}, + "source": [ + "### Import relevant packages. The following example uses: maap-py,h5py, and h5glance.\n", + "\n", + "If you do not have these packages, use:\n", + "\n", + "!pip install maap-py h5py h5glance requests rioxarray rasterio" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "8e1e6f21", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import h5py\n", + "from maap.maap import MAAP\n", + "from h5glance import H5Glance\n", + "import requests\n", + "import rioxarray\n", + "import rasterio as rio\n", + "from rasterio.session import AWSSession" + ] + }, + { + "cell_type": "markdown", + "id": "b2f4ee0f", + "metadata": {}, + "source": [ + "Now that we have imported relevant packages, lets put them to use. We are going to use NASA host which is NASA's Common Metadata Repository (NASA-CMR) to search for and download ICESat data. \n", + "ICESat's ATL08 data's concept id can be found on https://search.earthdata.nasa.gov/search and looking for 'ATL08' in the search bar. When you check the metadata associated with your search result, you can get the concept_id associated with below tutorial. In this case, the concept_id is C2153574670-NSIDC_CPRD. \n", + "\n", + "For this example, we are going to use granule id of ATL08_20211114213015_08161305_005_01. This will be in HDF5 format. \n", + "\n", + "With all this information in hand, we are ready to make a query to cmr.earthdata.nasa.gov using maap-py. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "498206fb", + "metadata": {}, + "outputs": [], + "source": [ + "maap = MAAP(maap_host='api.ops.maap-project.org')\n", + "\n", + "nasa_host = \"cmr.earthdata.nasa.gov\"\n", + "results = maap.searchGranule(cmr_host=nasa_host,\n", + " concept_id=\"C2153574670-NSIDC_CPRD\", \n", + " readable_granule_name=\"ATL08_20211114213015_08161305_005_01.h5\", \n", + " limit=100)" + ] + }, + { + "cell_type": "markdown", + "id": "0289c08e", + "metadata": {}, + "source": [ + "Let's see how this turned out. Did we get a result?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "62298914", + "metadata": {}, + "outputs": [], + "source": [ + "results[0]" + ] + }, + { + "cell_type": "markdown", + "id": "15b78152", + "metadata": {}, + "source": [ + "Okay, we did get our result and we learnt a lot about it from available metadata. Let's download the HDF file and check the available keys and structure of it, using H5py and H5glance. " + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "a22f3c54", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'s3://nsidc-cumulus-prod-protected/ATLAS/ATL08/005/2021/11/14/ATL08_20211114213015_08161305_005_01.h5'" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results[0]['Granule']['OnlineAccessURLs']['OnlineAccessURL'][1]['URL']" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "9dc7e048", + "metadata": {}, + "outputs": [], + "source": [ + "data_file = results[0]" + ] + }, + { + "cell_type": "markdown", + "id": "095cb59d", + "metadata": {}, + "source": [ + "Establish a temporary directory to store the data file and display the path and filename. " + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "493a1e0f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/projects/tmp/ATL08_20211114213015_08161305_005_01.h5'" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataDir = '/projects/tmp'\n", + "if not os.path.exists(dataDir): os.mkdir(dataDir)\n", + "data = data_file.getData(dataDir)\n", + "data" + ] + }, + { + "cell_type": "markdown", + "id": "fc351251", + "metadata": {}, + "source": [ + "Open the H5 file and list the keys" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "d461e8e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['METADATA',\n", + " 'ancillary_data',\n", + " 'ds_geosegments',\n", + " 'ds_metrics',\n", + " 'ds_surf_type',\n", + " 'gt1l',\n", + " 'gt1r',\n", + " 'gt2l',\n", + " 'gt2r',\n", + " 'gt3l',\n", + " 'gt3r',\n", + " 'orbit_info',\n", + " 'quality_assessment']" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "atl08_file = h5py.File(data,'r')\n", + "list(atl08_file.keys())" + ] + }, + { + "cell_type": "markdown", + "id": "b79e0acd", + "metadata": {}, + "source": [ + "Use H5glance module to interactively check all available variables and field that can be used for further analysis and visualizations." + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "99cffcc2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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                                                                          • h_te_mode [📋]: 1050 entries, dtype: float32
                                                                          • h_te_rh25 [📋]: 1050 entries, dtype: float32
                                                                          • h_te_skew [📋]: 1050 entries, dtype: float32
                                                                          • h_te_std [📋]: 1050 entries, dtype: float32
                                                                          • h_te_uncertainty [📋]: 1050 entries, dtype: float32
                                                                          • n_te_photons [📋]: 1050 entries, dtype: int32
                                                                          • photon_rate_te [📋]: 1050 entries, dtype: float32
                                                                          • subset_te_flag [📋]: 1050 × 5 entries, dtype: int8
                                                                          • terrain_slope [📋]: 1050 entries, dtype: float32
                                                                        • asr [📋]: 1050 entries, dtype: float32
                                                                        • atlas_pa [📋]: 1050 entries, dtype: float32
                                                                        • beam_azimuth [📋]: 1050 entries, dtype: float32
                                                                        • beam_coelev [📋]: 1050 entries, dtype: float32
                                                                        • brightness_flag [📋]: 1050 entries, dtype: int8
                                                                        • cloud_flag_atm [📋]: 1050 entries, dtype: int8
                                                                        • cloud_fold_flag [📋]: 1050 entries, dtype: int8
                                                                        • delta_time [📋]: 1050 entries, dtype: float64
                                                                        • delta_time_beg [📋]: 1050 entries, dtype: float64
                                                                        • delta_time_end [📋]: 1050 entries, dtype: float64
                                                                        • dem_flag [📋]: 1050 entries, dtype: int8
                                                                        • dem_h [📋]: 1050 entries, dtype: float32
                                                                        • dem_removal_flag [📋]: 1050 entries, dtype: int8
                                                                        • h_dif_ref [📋]: 1050 entries, dtype: float32
                                                                        • last_seg_extend [📋]: 1050 entries, dtype: float32
                                                                        • latitude [📋]: 1050 entries, dtype: float32
                                                                        • latitude_20m [📋]: 1050 × 5 entries, dtype: float32
                                                                        • layer_flag [📋]: 1050 entries, dtype: int8
                                                                        • longitude [📋]: 1050 entries, dtype: float32
                                                                        • longitude_20m [📋]: 1050 × 5 entries, dtype: float32
                                                                        • msw_flag [📋]: 1050 entries, dtype: int8
                                                                        • n_seg_ph [📋]: 1050 entries, dtype: int32
                                                                        • night_flag [📋]: 1050 entries, dtype: int32
                                                                        • ph_ndx_beg [📋]: 1050 entries, dtype: int64
                                                                        • ph_removal_flag [📋]: 1050 entries, dtype: int8
                                                                        • psf_flag [📋]: 1050 entries, dtype: int8
                                                                        • rgt [📋]: 1050 entries, dtype: int16
                                                                        • sat_flag [📋]: 1050 entries, dtype: int8
                                                                        • segment_id_beg [📋]: 1050 entries, dtype: int32
                                                                        • segment_id_end [📋]: 1050 entries, dtype: int32
                                                                        • segment_landcover [📋]: 1050 entries, dtype: int16
                                                                        • segment_snowcover [📋]: 1050 entries, dtype: int8
                                                                        • segment_watermask [📋]: 1050 entries, dtype: int32
                                                                        • sigma_across [📋]: 1050 entries, dtype: float32
                                                                        • sigma_along [📋]: 1050 entries, dtype: float32
                                                                        • sigma_atlas_land [📋]: 1050 entries, dtype: float32
                                                                        • sigma_h [📋]: 1050 entries, dtype: float32
                                                                        • sigma_topo [📋]: 1050 entries, dtype: float32
                                                                        • snr [📋]: 1050 entries, dtype: float32
                                                                        • solar_azimuth [📋]: 1050 entries, dtype: float32
                                                                        • solar_elevation [📋]: 1050 entries, dtype: float32
                                                                        • surf_type [📋]: 1050 × 5 entries, dtype: int8
                                                                        • terrain_flg [📋]: 1050 entries, dtype: int32
                                                                        • urban_flag [📋]: 1050 entries, dtype: int32
                                                                        • classed_pc_flag [📋]: 595122 entries, dtype: int8
                                                                        • classed_pc_indx [📋]: 595122 entries, dtype: int32
                                                                        • d_flag [📋]: 595122 entries, dtype: int8
                                                                        • delta_time [📋]: 595122 entries, dtype: float64
                                                                        • ph_h [📋]: 595122 entries, dtype: float32
                                                                        • ph_segment_id [📋]: 595122 entries, dtype: int32
                                                                          • canopy_h_metrics [📋]: 2170 × 18 entries, dtype: float32
                                                                          • canopy_h_metrics_abs [📋]: 2170 × 18 entries, dtype: float32
                                                                          • canopy_openness [📋]: 2170 entries, dtype: float32
                                                                          • canopy_rh_conf [📋]: 2170 entries, dtype: int8
                                                                          • centroid_height [📋]: 2170 entries, dtype: float32
                                                                          • h_canopy [📋]: 2170 entries, dtype: float32
                                                                          • h_canopy_20m [📋]: 2170 × 5 entries, dtype: float32
                                                                          • h_canopy_abs [📋]: 2170 entries, dtype: float32
                                                                          • h_canopy_quad [📋]: 2170 entries, dtype: float32
                                                                          • h_canopy_uncertainty [📋]: 2170 entries, dtype: float32
                                                                          • h_dif_canopy [📋]: 2170 entries, dtype: float32
                                                                          • h_max_canopy [📋]: 2170 entries, dtype: float32
                                                                          • h_max_canopy_abs [📋]: 2170 entries, dtype: float32
                                                                          • h_mean_canopy [📋]: 2170 entries, dtype: float32
                                                                          • h_mean_canopy_abs [📋]: 2170 entries, dtype: float32
                                                                          • h_median_canopy [📋]: 2170 entries, dtype: float32
                                                                          • h_median_canopy_abs [📋]: 2170 entries, dtype: float32
                                                                          • h_min_canopy [📋]: 2170 entries, dtype: float32
                                                                          • h_min_canopy_abs [📋]: 2170 entries, dtype: float32
                                                                          • n_ca_photons [📋]: 2170 entries, dtype: int32
                                                                          • n_toc_photons [📋]: 2170 entries, dtype: int32
                                                                          • photon_rate_can [📋]: 2170 entries, dtype: float32
                                                                          • segment_cover [📋]: 2170 entries, dtype: int16
                                                                          • subset_can_flag [📋]: 2170 × 5 entries, dtype: int8
                                                                          • toc_roughness [📋]: 2170 entries, dtype: float32
                                                                          • h_te_best_fit [📋]: 2170 entries, dtype: float32
                                                                          • h_te_best_fit_20m [📋]: 2170 × 5 entries, dtype: float32
                                                                          • h_te_interp [📋]: 2170 entries, dtype: float32
                                                                          • h_te_max [📋]: 2170 entries, dtype: float32
                                                                          • h_te_mean [📋]: 2170 entries, dtype: float32
                                                                          • h_te_median [📋]: 2170 entries, dtype: float32
                                                                          • h_te_min [📋]: 2170 entries, dtype: float32
                                                                          • h_te_mode [📋]: 2170 entries, dtype: float32
                                                                          • h_te_rh25 [📋]: 2170 entries, dtype: float32
                                                                          • h_te_skew [📋]: 2170 entries, dtype: float32
                                                                          • h_te_std [📋]: 2170 entries, dtype: float32
                                                                          • h_te_uncertainty [📋]: 2170 entries, dtype: float32
                                                                          • n_te_photons [📋]: 2170 entries, dtype: int32
                                                                          • photon_rate_te [📋]: 2170 entries, dtype: float32
                                                                          • subset_te_flag [📋]: 2170 × 5 entries, dtype: int8
                                                                          • terrain_slope [📋]: 2170 entries, dtype: float32
                                                                        • asr [📋]: 2170 entries, dtype: float32
                                                                        • atlas_pa [📋]: 2170 entries, dtype: float32
                                                                        • beam_azimuth [📋]: 2170 entries, dtype: float32
                                                                        • beam_coelev [📋]: 2170 entries, dtype: float32
                                                                        • brightness_flag [📋]: 2170 entries, dtype: int8
                                                                        • cloud_flag_atm [📋]: 2170 entries, dtype: int8
                                                                        • cloud_fold_flag [📋]: 2170 entries, dtype: int8
                                                                        • delta_time [📋]: 2170 entries, dtype: float64
                                                                        • delta_time_beg [📋]: 2170 entries, dtype: float64
                                                                        • delta_time_end [📋]: 2170 entries, dtype: float64
                                                                        • dem_flag [📋]: 2170 entries, dtype: int8
                                                                        • dem_h [📋]: 2170 entries, dtype: float32
                                                                        • dem_removal_flag [📋]: 2170 entries, dtype: int8
                                                                        • h_dif_ref [📋]: 2170 entries, dtype: float32
                                                                        • last_seg_extend [📋]: 2170 entries, dtype: float32
                                                                        • latitude [📋]: 2170 entries, dtype: float32
                                                                        • latitude_20m [📋]: 2170 × 5 entries, dtype: float32
                                                                        • layer_flag [📋]: 2170 entries, dtype: int8
                                                                        • longitude [📋]: 2170 entries, dtype: float32
                                                                        • longitude_20m [📋]: 2170 × 5 entries, dtype: float32
                                                                        • msw_flag [📋]: 2170 entries, dtype: int8
                                                                        • n_seg_ph [📋]: 2170 entries, dtype: int32
                                                                        • night_flag [📋]: 2170 entries, dtype: int32
                                                                        • ph_ndx_beg [📋]: 2170 entries, dtype: int64
                                                                        • ph_removal_flag [📋]: 2170 entries, dtype: int8
                                                                        • psf_flag [📋]: 2170 entries, dtype: int8
                                                                        • rgt [📋]: 2170 entries, dtype: int16
                                                                        • sat_flag [📋]: 2170 entries, dtype: int8
                                                                        • segment_id_beg [📋]: 2170 entries, dtype: int32
                                                                        • segment_id_end [📋]: 2170 entries, dtype: int32
                                                                        • segment_landcover [📋]: 2170 entries, dtype: int16
                                                                        • segment_snowcover [📋]: 2170 entries, dtype: int8
                                                                        • segment_watermask [📋]: 2170 entries, dtype: int32
                                                                        • sigma_across [📋]: 2170 entries, dtype: float32
                                                                        • sigma_along [📋]: 2170 entries, dtype: float32
                                                                        • sigma_atlas_land [📋]: 2170 entries, dtype: float32
                                                                        • sigma_h [📋]: 2170 entries, dtype: float32
                                                                        • sigma_topo [📋]: 2170 entries, dtype: float32
                                                                        • snr [📋]: 2170 entries, dtype: float32
                                                                        • solar_azimuth [📋]: 2170 entries, dtype: float32
                                                                        • solar_elevation [📋]: 2170 entries, dtype: float32
                                                                        • surf_type [📋]: 2170 × 5 entries, dtype: int8
                                                                        • terrain_flg [📋]: 2170 entries, dtype: int32
                                                                        • urban_flag [📋]: 2170 entries, dtype: int32
                                                                        • classed_pc_flag [📋]: 169281 entries, dtype: int8
                                                                        • classed_pc_indx [📋]: 169281 entries, dtype: int32
                                                                        • d_flag [📋]: 169281 entries, dtype: int8
                                                                        • delta_time [📋]: 169281 entries, dtype: float64
                                                                        • ph_h [📋]: 169281 entries, dtype: float32
                                                                        • ph_segment_id [📋]: 169281 entries, dtype: int32
                                                                          • canopy_h_metrics [📋]: 1007 × 18 entries, dtype: float32
                                                                          • canopy_h_metrics_abs [📋]: 1007 × 18 entries, dtype: float32
                                                                          • canopy_openness [📋]: 1007 entries, dtype: float32
                                                                          • canopy_rh_conf [📋]: 1007 entries, dtype: int8
                                                                          • centroid_height [📋]: 1007 entries, dtype: float32
                                                                          • h_canopy [📋]: 1007 entries, dtype: float32
                                                                          • h_canopy_20m [📋]: 1007 × 5 entries, dtype: float32
                                                                          • h_canopy_abs [📋]: 1007 entries, dtype: float32
                                                                          • h_canopy_quad [📋]: 1007 entries, dtype: float32
                                                                          • h_canopy_uncertainty [📋]: 1007 entries, dtype: float32
                                                                          • h_dif_canopy [📋]: 1007 entries, dtype: float32
                                                                          • h_max_canopy [📋]: 1007 entries, dtype: float32
                                                                          • h_max_canopy_abs [📋]: 1007 entries, dtype: float32
                                                                          • h_mean_canopy [📋]: 1007 entries, dtype: float32
                                                                          • h_mean_canopy_abs [📋]: 1007 entries, dtype: float32
                                                                          • h_median_canopy [📋]: 1007 entries, dtype: float32
                                                                          • h_median_canopy_abs [📋]: 1007 entries, dtype: float32
                                                                          • h_min_canopy [📋]: 1007 entries, dtype: float32
                                                                          • h_min_canopy_abs [📋]: 1007 entries, dtype: float32
                                                                          • n_ca_photons [📋]: 1007 entries, dtype: int32
                                                                          • n_toc_photons [📋]: 1007 entries, dtype: int32
                                                                          • photon_rate_can [📋]: 1007 entries, dtype: float32
                                                                          • segment_cover [📋]: 1007 entries, dtype: int16
                                                                          • subset_can_flag [📋]: 1007 × 5 entries, dtype: int8
                                                                          • toc_roughness [📋]: 1007 entries, dtype: float32
                                                                          • h_te_best_fit [📋]: 1007 entries, dtype: float32
                                                                          • h_te_best_fit_20m [📋]: 1007 × 5 entries, dtype: float32
                                                                          • h_te_interp [📋]: 1007 entries, dtype: float32
                                                                          • h_te_max [📋]: 1007 entries, dtype: float32
                                                                          • h_te_mean [📋]: 1007 entries, dtype: float32
                                                                          • h_te_median [📋]: 1007 entries, dtype: float32
                                                                          • h_te_min [📋]: 1007 entries, dtype: float32
                                                                          • h_te_mode [📋]: 1007 entries, dtype: float32
                                                                          • h_te_rh25 [📋]: 1007 entries, dtype: float32
                                                                          • h_te_skew [📋]: 1007 entries, dtype: float32
                                                                          • h_te_std [📋]: 1007 entries, dtype: float32
                                                                          • h_te_uncertainty [📋]: 1007 entries, dtype: float32
                                                                          • n_te_photons [📋]: 1007 entries, dtype: int32
                                                                          • photon_rate_te [📋]: 1007 entries, dtype: float32
                                                                          • subset_te_flag [📋]: 1007 × 5 entries, dtype: int8
                                                                          • terrain_slope [📋]: 1007 entries, dtype: float32
                                                                        • asr [📋]: 1007 entries, dtype: float32
                                                                        • atlas_pa [📋]: 1007 entries, dtype: float32
                                                                        • beam_azimuth [📋]: 1007 entries, dtype: float32
                                                                        • beam_coelev [📋]: 1007 entries, dtype: float32
                                                                        • brightness_flag [📋]: 1007 entries, dtype: int8
                                                                        • cloud_flag_atm [📋]: 1007 entries, dtype: int8
                                                                        • cloud_fold_flag [📋]: 1007 entries, dtype: int8
                                                                        • delta_time [📋]: 1007 entries, dtype: float64
                                                                        • delta_time_beg [📋]: 1007 entries, dtype: float64
                                                                        • delta_time_end [📋]: 1007 entries, dtype: float64
                                                                        • dem_flag [📋]: 1007 entries, dtype: int8
                                                                        • dem_h [📋]: 1007 entries, dtype: float32
                                                                        • dem_removal_flag [📋]: 1007 entries, dtype: int8
                                                                        • h_dif_ref [📋]: 1007 entries, dtype: float32
                                                                        • last_seg_extend [📋]: 1007 entries, dtype: float32
                                                                        • latitude [📋]: 1007 entries, dtype: float32
                                                                        • latitude_20m [📋]: 1007 × 5 entries, dtype: float32
                                                                        • layer_flag [📋]: 1007 entries, dtype: int8
                                                                        • longitude [📋]: 1007 entries, dtype: float32
                                                                        • longitude_20m [📋]: 1007 × 5 entries, dtype: float32
                                                                        • msw_flag [📋]: 1007 entries, dtype: int8
                                                                        • n_seg_ph [📋]: 1007 entries, dtype: int32
                                                                        • night_flag [📋]: 1007 entries, dtype: int32
                                                                        • ph_ndx_beg [📋]: 1007 entries, dtype: int64
                                                                        • ph_removal_flag [📋]: 1007 entries, dtype: int8
                                                                        • psf_flag [📋]: 1007 entries, dtype: int8
                                                                        • rgt [📋]: 1007 entries, dtype: int16
                                                                        • sat_flag [📋]: 1007 entries, dtype: int8
                                                                        • segment_id_beg [📋]: 1007 entries, dtype: int32
                                                                        • segment_id_end [📋]: 1007 entries, dtype: int32
                                                                        • segment_landcover [📋]: 1007 entries, dtype: int16
                                                                        • segment_snowcover [📋]: 1007 entries, dtype: int8
                                                                        • segment_watermask [📋]: 1007 entries, dtype: int32
                                                                        • sigma_across [📋]: 1007 entries, dtype: float32
                                                                        • sigma_along [📋]: 1007 entries, dtype: float32
                                                                        • sigma_atlas_land [📋]: 1007 entries, dtype: float32
                                                                        • sigma_h [📋]: 1007 entries, dtype: float32
                                                                        • sigma_topo [📋]: 1007 entries, dtype: float32
                                                                        • snr [📋]: 1007 entries, dtype: float32
                                                                        • solar_azimuth [📋]: 1007 entries, dtype: float32
                                                                        • solar_elevation [📋]: 1007 entries, dtype: float32
                                                                        • surf_type [📋]: 1007 × 5 entries, dtype: int8
                                                                        • terrain_flg [📋]: 1007 entries, dtype: int32
                                                                        • urban_flag [📋]: 1007 entries, dtype: int32
                                                                        • classed_pc_flag [📋]: 600268 entries, dtype: int8
                                                                        • classed_pc_indx [📋]: 600268 entries, dtype: int32
                                                                        • d_flag [📋]: 600268 entries, dtype: int8
                                                                        • delta_time [📋]: 600268 entries, dtype: float64
                                                                        • ph_h [📋]: 600268 entries, dtype: float32
                                                                        • ph_segment_id [📋]: 600268 entries, dtype: int32
                                                                          • canopy_h_metrics [📋]: 1803 × 18 entries, dtype: float32
                                                                          • canopy_h_metrics_abs [📋]: 1803 × 18 entries, dtype: float32
                                                                          • canopy_openness [📋]: 1803 entries, dtype: float32
                                                                          • canopy_rh_conf [📋]: 1803 entries, dtype: int8
                                                                          • centroid_height [📋]: 1803 entries, dtype: float32
                                                                          • h_canopy [📋]: 1803 entries, dtype: float32
                                                                          • h_canopy_20m [📋]: 1803 × 5 entries, dtype: float32
                                                                          • h_canopy_abs [📋]: 1803 entries, dtype: float32
                                                                          • h_canopy_quad [📋]: 1803 entries, dtype: float32
                                                                          • h_canopy_uncertainty [📋]: 1803 entries, dtype: float32
                                                                          • h_dif_canopy [📋]: 1803 entries, dtype: float32
                                                                          • h_max_canopy [📋]: 1803 entries, dtype: float32
                                                                          • h_max_canopy_abs [📋]: 1803 entries, dtype: float32
                                                                          • h_mean_canopy [📋]: 1803 entries, dtype: float32
                                                                          • h_mean_canopy_abs [📋]: 1803 entries, dtype: float32
                                                                          • h_median_canopy [📋]: 1803 entries, dtype: float32
                                                                          • h_median_canopy_abs [📋]: 1803 entries, dtype: float32
                                                                          • h_min_canopy [📋]: 1803 entries, dtype: float32
                                                                          • h_min_canopy_abs [📋]: 1803 entries, dtype: float32
                                                                          • n_ca_photons [📋]: 1803 entries, dtype: int32
                                                                          • n_toc_photons [📋]: 1803 entries, dtype: int32
                                                                          • photon_rate_can [📋]: 1803 entries, dtype: float32
                                                                          • segment_cover [📋]: 1803 entries, dtype: int16
                                                                          • subset_can_flag [📋]: 1803 × 5 entries, dtype: int8
                                                                          • toc_roughness [📋]: 1803 entries, dtype: float32
                                                                          • h_te_best_fit [📋]: 1803 entries, dtype: float32
                                                                          • h_te_best_fit_20m [📋]: 1803 × 5 entries, dtype: float32
                                                                          • h_te_interp [📋]: 1803 entries, dtype: float32
                                                                          • h_te_max [📋]: 1803 entries, dtype: float32
                                                                          • h_te_mean [📋]: 1803 entries, dtype: float32
                                                                          • h_te_median [📋]: 1803 entries, dtype: float32
                                                                          • h_te_min [📋]: 1803 entries, dtype: float32
                                                                          • h_te_mode [📋]: 1803 entries, dtype: float32
                                                                          • h_te_rh25 [📋]: 1803 entries, dtype: float32
                                                                          • h_te_skew [📋]: 1803 entries, dtype: float32
                                                                          • h_te_std [📋]: 1803 entries, dtype: float32
                                                                          • h_te_uncertainty [📋]: 1803 entries, dtype: float32
                                                                          • n_te_photons [📋]: 1803 entries, dtype: int32
                                                                          • photon_rate_te [📋]: 1803 entries, dtype: float32
                                                                          • subset_te_flag [📋]: 1803 × 5 entries, dtype: int8
                                                                          • terrain_slope [📋]: 1803 entries, dtype: float32
                                                                        • asr [📋]: 1803 entries, dtype: float32
                                                                        • atlas_pa [📋]: 1803 entries, dtype: float32
                                                                        • beam_azimuth [📋]: 1803 entries, dtype: float32
                                                                        • beam_coelev [📋]: 1803 entries, dtype: float32
                                                                        • brightness_flag [📋]: 1803 entries, dtype: int8
                                                                        • cloud_flag_atm [📋]: 1803 entries, dtype: int8
                                                                        • cloud_fold_flag [📋]: 1803 entries, dtype: int8
                                                                        • delta_time [📋]: 1803 entries, dtype: float64
                                                                        • delta_time_beg [📋]: 1803 entries, dtype: float64
                                                                        • delta_time_end [📋]: 1803 entries, dtype: float64
                                                                        • dem_flag [📋]: 1803 entries, dtype: int8
                                                                        • dem_h [📋]: 1803 entries, dtype: float32
                                                                        • dem_removal_flag [📋]: 1803 entries, dtype: int8
                                                                        • h_dif_ref [📋]: 1803 entries, dtype: float32
                                                                        • last_seg_extend [📋]: 1803 entries, dtype: float32
                                                                        • latitude [📋]: 1803 entries, dtype: float32
                                                                        • latitude_20m [📋]: 1803 × 5 entries, dtype: float32
                                                                        • layer_flag [📋]: 1803 entries, dtype: int8
                                                                        • longitude [📋]: 1803 entries, dtype: float32
                                                                        • longitude_20m [📋]: 1803 × 5 entries, dtype: float32
                                                                        • msw_flag [📋]: 1803 entries, dtype: int8
                                                                        • n_seg_ph [📋]: 1803 entries, dtype: int32
                                                                        • night_flag [📋]: 1803 entries, dtype: int32
                                                                        • ph_ndx_beg [📋]: 1803 entries, dtype: int64
                                                                        • ph_removal_flag [📋]: 1803 entries, dtype: int8
                                                                        • psf_flag [📋]: 1803 entries, dtype: int8
                                                                        • rgt [📋]: 1803 entries, dtype: int16
                                                                        • sat_flag [📋]: 1803 entries, dtype: int8
                                                                        • segment_id_beg [📋]: 1803 entries, dtype: int32
                                                                        • segment_id_end [📋]: 1803 entries, dtype: int32
                                                                        • segment_landcover [📋]: 1803 entries, dtype: int16
                                                                        • segment_snowcover [📋]: 1803 entries, dtype: int8
                                                                        • segment_watermask [📋]: 1803 entries, dtype: int32
                                                                        • sigma_across [📋]: 1803 entries, dtype: float32
                                                                        • sigma_along [📋]: 1803 entries, dtype: float32
                                                                        • sigma_atlas_land [📋]: 1803 entries, dtype: float32
                                                                        • sigma_h [📋]: 1803 entries, dtype: float32
                                                                        • sigma_topo [📋]: 1803 entries, dtype: float32
                                                                        • snr [📋]: 1803 entries, dtype: float32
                                                                        • solar_azimuth [📋]: 1803 entries, dtype: float32
                                                                        • solar_elevation [📋]: 1803 entries, dtype: float32
                                                                        • surf_type [📋]: 1803 × 5 entries, dtype: int8
                                                                        • terrain_flg [📋]: 1803 entries, dtype: int32
                                                                        • urban_flag [📋]: 1803 entries, dtype: int32
                                                                        • classed_pc_flag [📋]: 142661 entries, dtype: int8
                                                                        • classed_pc_indx [📋]: 142661 entries, dtype: int32
                                                                        • d_flag [📋]: 142661 entries, dtype: int8
                                                                        • delta_time [📋]: 142661 entries, dtype: float64
                                                                        • ph_h [📋]: 142661 entries, dtype: float32
                                                                        • ph_segment_id [📋]: 142661 entries, dtype: int32
                                                                          • canopy_h_metrics [📋]: 855 × 18 entries, dtype: float32
                                                                          • canopy_h_metrics_abs [📋]: 855 × 18 entries, dtype: float32
                                                                          • canopy_openness [📋]: 855 entries, dtype: float32
                                                                          • canopy_rh_conf [📋]: 855 entries, dtype: int8
                                                                          • centroid_height [📋]: 855 entries, dtype: float32
                                                                          • h_canopy [📋]: 855 entries, dtype: float32
                                                                          • h_canopy_20m [📋]: 855 × 5 entries, dtype: float32
                                                                          • h_canopy_abs [📋]: 855 entries, dtype: float32
                                                                          • h_canopy_quad [📋]: 855 entries, dtype: float32
                                                                          • h_canopy_uncertainty [📋]: 855 entries, dtype: float32
                                                                          • h_dif_canopy [📋]: 855 entries, dtype: float32
                                                                          • h_max_canopy [📋]: 855 entries, dtype: float32
                                                                          • h_max_canopy_abs [📋]: 855 entries, dtype: float32
                                                                          • h_mean_canopy [📋]: 855 entries, dtype: float32
                                                                          • h_mean_canopy_abs [📋]: 855 entries, dtype: float32
                                                                          • h_median_canopy [📋]: 855 entries, dtype: float32
                                                                          • h_median_canopy_abs [📋]: 855 entries, dtype: float32
                                                                          • h_min_canopy [📋]: 855 entries, dtype: float32
                                                                          • h_min_canopy_abs [📋]: 855 entries, dtype: float32
                                                                          • n_ca_photons [📋]: 855 entries, dtype: int32
                                                                          • n_toc_photons [📋]: 855 entries, dtype: int32
                                                                          • photon_rate_can [📋]: 855 entries, dtype: float32
                                                                          • segment_cover [📋]: 855 entries, dtype: int16
                                                                          • subset_can_flag [📋]: 855 × 5 entries, dtype: int8
                                                                          • toc_roughness [📋]: 855 entries, dtype: float32
                                                                          • h_te_best_fit [📋]: 855 entries, dtype: float32
                                                                          • h_te_best_fit_20m [📋]: 855 × 5 entries, dtype: float32
                                                                          • h_te_interp [📋]: 855 entries, dtype: float32
                                                                          • h_te_max [📋]: 855 entries, dtype: float32
                                                                          • h_te_mean [📋]: 855 entries, dtype: float32
                                                                          • h_te_median [📋]: 855 entries, dtype: float32
                                                                          • h_te_min [📋]: 855 entries, dtype: float32
                                                                          • h_te_mode [📋]: 855 entries, dtype: float32
                                                                          • h_te_rh25 [📋]: 855 entries, dtype: float32
                                                                          • h_te_skew [📋]: 855 entries, dtype: float32
                                                                          • h_te_std [📋]: 855 entries, dtype: float32
                                                                          • h_te_uncertainty [📋]: 855 entries, dtype: float32
                                                                          • n_te_photons [📋]: 855 entries, dtype: int32
                                                                          • photon_rate_te [📋]: 855 entries, dtype: float32
                                                                          • subset_te_flag [📋]: 855 × 5 entries, dtype: int8
                                                                          • terrain_slope [📋]: 855 entries, dtype: float32
                                                                        • asr [📋]: 855 entries, dtype: float32
                                                                        • atlas_pa [📋]: 855 entries, dtype: float32
                                                                        • beam_azimuth [📋]: 855 entries, dtype: float32
                                                                        • beam_coelev [📋]: 855 entries, dtype: float32
                                                                        • brightness_flag [📋]: 855 entries, dtype: int8
                                                                        • cloud_flag_atm [📋]: 855 entries, dtype: int8
                                                                        • cloud_fold_flag [📋]: 855 entries, dtype: int8
                                                                        • delta_time [📋]: 855 entries, dtype: float64
                                                                        • delta_time_beg [📋]: 855 entries, dtype: float64
                                                                        • delta_time_end [📋]: 855 entries, dtype: float64
                                                                        • dem_flag [📋]: 855 entries, dtype: int8
                                                                        • dem_h [📋]: 855 entries, dtype: float32
                                                                        • dem_removal_flag [📋]: 855 entries, dtype: int8
                                                                        • h_dif_ref [📋]: 855 entries, dtype: float32
                                                                        • last_seg_extend [📋]: 855 entries, dtype: float32
                                                                        • latitude [📋]: 855 entries, dtype: float32
                                                                        • latitude_20m [📋]: 855 × 5 entries, dtype: float32
                                                                        • layer_flag [📋]: 855 entries, dtype: int8
                                                                        • longitude [📋]: 855 entries, dtype: float32
                                                                        • longitude_20m [📋]: 855 × 5 entries, dtype: float32
                                                                        • msw_flag [📋]: 855 entries, dtype: int8
                                                                        • n_seg_ph [📋]: 855 entries, dtype: int32
                                                                        • night_flag [📋]: 855 entries, dtype: int32
                                                                        • ph_ndx_beg [📋]: 855 entries, dtype: int64
                                                                        • ph_removal_flag [📋]: 855 entries, dtype: int8
                                                                        • psf_flag [📋]: 855 entries, dtype: int8
                                                                        • rgt [📋]: 855 entries, dtype: int16
                                                                        • sat_flag [📋]: 855 entries, dtype: int8
                                                                        • segment_id_beg [📋]: 855 entries, dtype: int32
                                                                        • segment_id_end [📋]: 855 entries, dtype: int32
                                                                        • segment_landcover [📋]: 855 entries, dtype: int16
                                                                        • segment_snowcover [📋]: 855 entries, dtype: int8
                                                                        • segment_watermask [📋]: 855 entries, dtype: int32
                                                                        • sigma_across [📋]: 855 entries, dtype: float32
                                                                        • sigma_along [📋]: 855 entries, dtype: float32
                                                                        • sigma_atlas_land [📋]: 855 entries, dtype: float32
                                                                        • sigma_h [📋]: 855 entries, dtype: float32
                                                                        • sigma_topo [📋]: 855 entries, dtype: float32
                                                                        • snr [📋]: 855 entries, dtype: float32
                                                                        • solar_azimuth [📋]: 855 entries, dtype: float32
                                                                        • solar_elevation [📋]: 855 entries, dtype: float32
                                                                        • surf_type [📋]: 855 × 5 entries, dtype: int8
                                                                        • terrain_flg [📋]: 855 entries, dtype: int32
                                                                        • urban_flag [📋]: 855 entries, dtype: int32
                                                                      • crossing_time [📋]: 1 entries, dtype: float64
                                                                      • cycle_number [📋]: 1 entries, dtype: int8
                                                                      • lan [📋]: 1 entries, dtype: float64
                                                                      • orbit_number [📋]: 1 entries, dtype: uint16
                                                                      • rgt [📋]: 1 entries, dtype: int16
                                                                      • sc_orient [📋]: 1 entries, dtype: int8
                                                                      • sc_orient_time [📋]: 1 entries, dtype: float64
                                                                      • qa_granule_fail_reason [📋]: 1 entries, dtype: int32
                                                                      • qa_granule_pass_fail [📋]: 1 entries, dtype: int32
                                                                    • ds_geosegments [📋]: 5 entries, dtype: int8
                                                                    • ds_metrics [📋]: 18 entries, dtype: int8
                                                                    • ds_surf_type [📋]: 5 entries, dtype: int32
                                                                  " + ], + "text/plain": [ + "/projects/tmp/ATL08_20211114213015_08161305_005_01.h5/ (47 attributes)\n", + "├METADATA\t(9 children) (3 attributes)\n", + "├ancillary_data\t(26 children) (2 attributes)\n", + "├ds_geosegments\t[int8: 5] (12 attributes)\n", + "├ds_metrics\t[int8: 18] (12 attributes)\n", + "├ds_surf_type\t[int32: 5] (12 attributes)\n", + "├gt1l\t(2 children) (7 attributes)\n", + "├gt1r\t(2 children) (7 attributes)\n", + "├gt2l\t(2 children) (7 attributes)\n", + "├gt2r\t(2 children) (7 attributes)\n", + "├gt3l\t(2 children) (7 attributes)\n", + "├gt3r\t(2 children) (7 attributes)\n", + "├orbit_info\t(7 children) (2 attributes)\n", + "└quality_assessment\t(2 children) (1 attributes)" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "H5Glance(atl08_file)" + ] + }, + { + "cell_type": "markdown", + "id": "c606b783", + "metadata": {}, + "source": [ + "## Example 2: Accessing file without downloading, but by setting up an AWS instance. \n", + "\n", + "### In this example, we do not actually download the h5 file. In this example we:\n", + "1. Access the data using S3 endpoints, \n", + "2. Pass temporary credentials to boto3, \n", + "3. Use rasterios to create an AWS session, \n", + "4. Use the S3 URL to access data, and \n", + "5. Finally use rioxarray to open the dataset." + ] + }, + { + "cell_type": "markdown", + "id": "a7890777", + "metadata": {}, + "source": [ + "Generating S3 Credential endpoint for ICESat datasets." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "e45f6277", + "metadata": {}, + "outputs": [], + "source": [ + "s3_cred_endpoint = {\n", + " 'nsidc': 'https://data.nsidc.earthdatacloud.nasa.gov/s3credentials'\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "7ff4e51d", + "metadata": {}, + "source": [ + "Function to get temporary credentials using 'request' module. " + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "54308088", + "metadata": {}, + "outputs": [], + "source": [ + "def get_temp_creds(provider):\n", + " return requests.get(s3_cred_endpoint[provider]).json()" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "ef8f23c9", + "metadata": {}, + "outputs": [], + "source": [ + "temp_creds_req = get_temp_creds('nsidc')" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "949aa065", + "metadata": {}, + "outputs": [], + "source": [ + "import boto3\n", + "session = boto3.Session(aws_access_key_id=temp_creds_req['accessKeyId'], \n", + " aws_secret_access_key=temp_creds_req['secretAccessKey'],\n", + " aws_session_token=temp_creds_req['sessionToken'],\n", + " region_name='us-west-2')" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "c0091af8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rio_env = rio.Env(AWSSession(session),\n", + " GDAL_DISABLE_READDIR_ON_OPEN='TRUE',\n", + " GDAL_HTTP_COOKIEFILE=os.path.expanduser('~/cookies.txt'),\n", + " GDAL_HTTP_COOKIEJAR=os.path.expanduser('~/cookies.txt'))\n", + "rio_env.__enter__()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "e2f4d417", + "metadata": {}, + "outputs": [], + "source": [ + "s3_url = 's3://nsidc-cumulus-prod-protected/ATLAS/ATL08/005/2021/11/14/ATL08_20211114213015_08161305_005_01.h5'" + ] + }, + { + "cell_type": "markdown", + "id": "080382ee", + "metadata": {}, + "source": [ + "Alternatively, we can use part of the result from Example 1, to get the S3 URL. " + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "c039af94", + "metadata": {}, + "outputs": [], + "source": [ + "#s3_url = results[0]['Granule']['OnlineAccessURLs']['OnlineAccessURL'][1]['URL']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eac345fb", + "metadata": {}, + "outputs": [], + "source": [ + "da = rioxarray.open_rasterio(s3_url)\n", + "da" + ] + } + ], + "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": "3.7.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From b9b395f55e3292d4e9831aa037bd9e2ec52da846 Mon Sep 17 00:00:00 2001 From: alexdevseed Date: Mon, 10 Apr 2023 22:02:01 +0000 Subject: [PATCH 02/77] chore: move tutorial to new science section --- .../{tutorials => science}/ATL08/IceSat_ATL08_Tutorials.ipynb | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename docs/source/{tutorials => science}/ATL08/IceSat_ATL08_Tutorials.ipynb (100%) diff --git a/docs/source/tutorials/ATL08/IceSat_ATL08_Tutorials.ipynb b/docs/source/science/ATL08/IceSat_ATL08_Tutorials.ipynb similarity index 100% rename from docs/source/tutorials/ATL08/IceSat_ATL08_Tutorials.ipynb rename to docs/source/science/ATL08/IceSat_ATL08_Tutorials.ipynb From 6510d58510d9e6b5b92100d7a55379cc25fbe462 Mon Sep 17 00:00:00 2001 From: alexdevseed Date: Mon, 10 Apr 2023 22:05:22 +0000 Subject: [PATCH 03/77] chore: finish re-organizing atl08 location to science --- docs/source/science_examples.rst | 3 ++- docs/source/tutorials.rst | 16 ---------------- 2 files changed, 2 insertions(+), 17 deletions(-) delete mode 100644 docs/source/tutorials.rst diff --git a/docs/source/science_examples.rst b/docs/source/science_examples.rst index f7ebd662..107315f0 100644 --- a/docs/source/science_examples.rst +++ b/docs/source/science_examples.rst @@ -2,7 +2,7 @@ Science Examples ======================================= .. toctree:: - :maxdepth: 2 + :maxdepth: 1 :caption: Science Examples: @@ -14,4 +14,5 @@ Science Examples science/GEDI/GEDI_L4A_Example.ipynb science/GEDI/GEDI_L4B.ipynb science/ATL03/IceSat_ATL03_Tutorials.ipynb + science/ATL08/IceSat_ATL08_Tutorials.ipynb science/NISAR/Nisar_access_explore.ipynb diff --git a/docs/source/tutorials.rst b/docs/source/tutorials.rst deleted file mode 100644 index 0c28506a..00000000 --- a/docs/source/tutorials.rst +++ /dev/null @@ -1,16 +0,0 @@ -Tutorials -======================================= - -.. toctree:: - :maxdepth: 2 - :caption: Tutorials: - - - tutorials/HLS/HLS_search.ipynb - tutorials/GEDI/GEDI02_B_tutorial.ipynb - tutorials/GEDI/SearchGEDI.ipynb - tutorials/GEDI/GEDI_L3_tutorial.ipynb - tutorials/GEDI/GEDI_L4A_Example.ipynb - tutorials/ATL03/IceSat_ATL03_Tutorials.ipynb - tutorials/ATL08/IceSat_ATL08_Tutorials.ipynb - tutorials/NISAR/Nisar_access_explore.ipynb From bbe2f0d5ebf198bf714c42cdf2cd474cf0c1e3a6 Mon Sep 17 00:00:00 2001 From: alexdevseed Date: Mon, 10 Apr 2023 23:37:22 +0000 Subject: [PATCH 04/77] fix: formatting for readability --- .../ATL08/IceSat_ATL08_Tutorials.ipynb | 327 ++++++++++++++---- 1 file changed, 251 insertions(+), 76 deletions(-) diff --git a/docs/source/science/ATL08/IceSat_ATL08_Tutorials.ipynb b/docs/source/science/ATL08/IceSat_ATL08_Tutorials.ipynb index 38df7ce3..21a22faa 100644 --- a/docs/source/science/ATL08/IceSat_ATL08_Tutorials.ipynb +++ b/docs/source/science/ATL08/IceSat_ATL08_Tutorials.ipynb @@ -2,46 +2,42 @@ "cells": [ { "cell_type": "markdown", - "id": "48ed252d", + "id": "71971df7", "metadata": {}, "source": [ "# ATLAS/ICESat-2 L3A Land and Vegetation Height, Version 5 (ATL08)\n", "\n", - "### This data set (ATL08) contains along-track heights above the WGS84 ellipsoid (ITRF2014 reference frame) for the ground and canopy surfaces. The canopy and ground surfaces are processed in fixed 100 m data segments, which typically contain more than 100 signal photons. The data were acquired by the Advanced Topographic Laser Altimeter System (ATLAS) instrument on board the Ice, Cloud and land Elevation Satellite-2 (ICESat-2) observatory.\n", - " Parameter(s): CANOPY HEIGHT TERRAIN ELEVATION\n", - " Platform(s):\n", - " ICESat-2\n", - " Sensor(s):\n", - " ATLAS\n", - " Data Format(s):\n", - " HDF5\n", - " Temporal Coverage:\n", - " 14 October 2018 to present\n", - " Temporal Resolution:\n", - " 91 day\n", - " Spatial Resolution:\n", - " Varies\n", - " Spatial Reference System(s):\n", - " WGS 84 EPSG:4326\n", - " Spatial Coverage:\n", - " N: 90 S: -90 E: 180 W: -180\n", + "Author: Sumant Jha\n", + "Date: 04/07/2023\n", + "\n", + "This data set (ATL08) contains along-track heights above the WGS84 ellipsoid (ITRF2014 reference frame) for the ground and canopy surfaces. The canopy and ground surfaces are processed in fixed 100 m data segments, which typically contain more than 100 signal photons. The data were acquired by the Advanced Topographic Laser Altimeter System (ATLAS) instrument on board the Ice, Cloud and land Elevation Satellite-2 (ICESat-2) observatory.\n", + "\n", + "```\n", + "Parameter(s): CANOPY HEIGHT TERRAIN ELEVATION\n", + "Platform(s):ICESat-2\n", + "Sensor(s): ATLAS\n", + "Data Format(s): HDF5\n", + "Temporal Coverage: 14 October 2018 to present\n", + "Temporal Resolution: 91 day\n", + "Spatial Resolution: Varies\n", + "Spatial Reference System(s): WGS 84 EPSG:4326\n", + "Spatial Coverage: N: 90 S: -90 E: 180 W: -180\n", " \n", - " (source: https://nsidc.org/data/atl08/versions/5)\n", - " Author: Sumant Jha\n", - " Date: 04/07/2023" + "(source: https://nsidc.org/data/atl08/versions/5)\n", + "```\n" ] }, { "cell_type": "markdown", - "id": "08512e07", + "id": "204a93b8", "metadata": {}, "source": [ - "### There are two examples shown below which will demostrate how to access ATL08 data.The first example shows how we can download it to local from NASA CMR and the second example shows how we can use the AWS href link to work on the data without downloading to local. " + "There are two examples shown below which will demostrate how to access ATL08 data.The first example shows how we can download it to local from NASA CMR and the second example shows how we can use the AWS href link to work on the data without downloading to local. " ] }, { "cell_type": "markdown", - "id": "3979a021", + "id": "6d45ac1b", "metadata": {}, "source": [ "## Example 1: Download data to local" @@ -49,20 +45,23 @@ }, { "cell_type": "markdown", - "id": "b569634a", + "id": "bceb37a2", "metadata": {}, "source": [ - "### Import relevant packages. The following example uses: maap-py,h5py, and h5glance.\n", + "### Import relevant packages \n", "\n", + "The following example uses: maap-py,h5py, and h5glance.\n", "If you do not have these packages, use:\n", "\n", - "!pip install maap-py h5py h5glance requests rioxarray rasterio" + "```\n", + "!pip install maap-py h5py h5glance requests rioxarray rasterio\n", + "```" ] }, { "cell_type": "code", - "execution_count": 37, - "id": "8e1e6f21", + "execution_count": 1, + "id": "43dc9655", "metadata": {}, "outputs": [], "source": [ @@ -78,21 +77,21 @@ }, { "cell_type": "markdown", - "id": "b2f4ee0f", + "id": "3ffb06f4", "metadata": {}, "source": [ "Now that we have imported relevant packages, lets put them to use. We are going to use NASA host which is NASA's Common Metadata Repository (NASA-CMR) to search for and download ICESat data. \n", - "ICESat's ATL08 data's concept id can be found on https://search.earthdata.nasa.gov/search and looking for 'ATL08' in the search bar. When you check the metadata associated with your search result, you can get the concept_id associated with below tutorial. In this case, the concept_id is C2153574670-NSIDC_CPRD. \n", + "ICESat's ATL08 data's concept id can be found on https://search.earthdata.nasa.gov/search and looking for 'ATL08' in the search bar. When you check the metadata associated with your search result, you can get the concept_id associated with below tutorial. In this case, the concept_id is `C2153574670-NSIDC_CPRD`. \n", "\n", - "For this example, we are going to use granule id of ATL08_20211114213015_08161305_005_01. This will be in HDF5 format. \n", + "For this example, we are going to use granule id of `ATL08_20211114213015_08161305_005_01`. This will be in HDF5 format. \n", "\n", "With all this information in hand, we are ready to make a query to cmr.earthdata.nasa.gov using maap-py. \n" ] }, { "cell_type": "code", - "execution_count": 65, - "id": "498206fb", + "execution_count": 2, + "id": "e87a6048", "metadata": {}, "outputs": [], "source": [ @@ -107,7 +106,7 @@ }, { "cell_type": "markdown", - "id": "0289c08e", + "id": "1b5b0235", "metadata": {}, "source": [ "Let's see how this turned out. Did we get a result?" @@ -115,17 +114,193 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "62298914", + "execution_count": 3, + "id": "1fff1d07", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'concept-id': 'G2208041838-NSIDC_CPRD',\n", + " 'collection-concept-id': 'C2153574670-NSIDC_CPRD',\n", + " 'revision-id': '1',\n", + " 'format': 'application/echo10+xml',\n", + " 'Granule': {'GranuleUR': 'ATL08_20211114213015_08161305_005_01.h5',\n", + " 'InsertTime': '2022-01-26T23:08:01.838Z',\n", + " 'LastUpdate': '2022-01-26T23:08:01.838Z',\n", + " 'Collection': {'DataSetId': 'ATLAS/ICESat-2 L3A Land and Vegetation Height V005'},\n", + " 'DataGranule': {'SizeMBDataGranule': '15.952223777770996',\n", + " 'ProducerGranuleId': 'ATL08_20211114213015_08161305_005_01.h5',\n", + " 'DayNightFlag': 'UNSPECIFIED',\n", + " 'ProductionDateTime': '2021-12-21T01:54:36.000Z'},\n", + " 'Temporal': {'RangeDateTime': {'BeginningDateTime': 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Let's download the HDF file and check the available keys and structure of it, using H5py and H5glance. " @@ -133,8 +308,8 @@ }, { "cell_type": "code", - "execution_count": 67, - "id": "a22f3c54", + "execution_count": 4, + "id": "162ed41f", "metadata": {}, "outputs": [ { @@ -143,7 +318,7 @@ "'s3://nsidc-cumulus-prod-protected/ATLAS/ATL08/005/2021/11/14/ATL08_20211114213015_08161305_005_01.h5'" ] }, - "execution_count": 67, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -154,8 +329,8 @@ }, { "cell_type": "code", - "execution_count": 69, - "id": "9dc7e048", + "execution_count": 5, + "id": "c0c16073", "metadata": {}, "outputs": [], "source": [ @@ -164,7 +339,7 @@ }, { "cell_type": "markdown", - "id": "095cb59d", + "id": "1e5d39e1", "metadata": {}, "source": [ "Establish a temporary directory to store the data file and display the path and filename. " @@ -172,8 +347,8 @@ }, { "cell_type": "code", - "execution_count": 70, - "id": "493a1e0f", + "execution_count": 6, + "id": "419c6e78", "metadata": {}, "outputs": [ { @@ -182,7 +357,7 @@ "'/projects/tmp/ATL08_20211114213015_08161305_005_01.h5'" ] }, - "execution_count": 70, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -196,7 +371,7 @@ }, { "cell_type": "markdown", - "id": "fc351251", + "id": "77b062d2", "metadata": {}, "source": [ "Open the H5 file and list the keys" @@ -204,8 +379,8 @@ }, { "cell_type": "code", - "execution_count": 71, - "id": "d461e8e2", + "execution_count": 7, + "id": "bbe5cc8e", "metadata": {}, "outputs": [ { @@ -226,7 +401,7 @@ " 'quality_assessment']" ] }, - "execution_count": 71, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -238,7 +413,7 @@ }, { "cell_type": "markdown", - "id": "b79e0acd", + "id": "53fa236f", "metadata": {}, "source": [ "Use H5glance module to interactively check all available variables and field that can be used for further analysis and visualizations." @@ -246,8 +421,8 @@ }, { "cell_type": "code", - "execution_count": 72, - "id": "99cffcc2", + "execution_count": 8, + "id": "47e29fe3", "metadata": {}, "outputs": [ { @@ -358,7 +533,7 @@ ".h5glance-dataset-name {\n", " font-weight: bold;\n", "}\n", - "
                                                                                                                                        • atl08_region [📋]: 1 entries, dtype: int32
                                                                                                                                        • bin_size_h [📋]: 1 entries, dtype: float32
                                                                                                                                        • bin_size_n [📋]: 1 entries, dtype: int32
                                                                                                                                        • bright_thresh [📋]: 1 entries, dtype: float32
                                                                                                                                        • ca_class [📋]: 1 entries, dtype: int32
                                                                                                                                        • can_noise_thresh [📋]: 1 entries, dtype: int32
                                                                                                                                        • can_stat_thresh [📋]: 1 entries, dtype: float32
                                                                                                                                        • canopy20m_thresh [📋]: 1 entries, dtype: int32
                                                                                                                                        • canopy_flag_switch [📋]: 1 entries, dtype: int32
                                                                                                                                        • canopy_seg [📋]: 1 entries, dtype: int32
                                                                                                                                        • class_thresh [📋]: 1 entries, dtype: int32
                                                                                                                                        • cloud_filter_switch [📋]: 1 entries, dtype: int32
                                                                                                                                        • del_amp [📋]: 1 entries, dtype: float32
                                                                                                                                        • del_mu [📋]: 1 entries, dtype: float32
                                                                                                                                        • del_sigma [📋]: 1 entries, dtype: float32
                                                                                                                                        • dem_filter_switch [📋]: 1 entries, dtype: int32
                                                                                                                                        • dem_removal_percent_limit [📋]: 1 entries, dtype: float32
                                                                                                                                        • dragann_switch [📋]: 1 entries, dtype: int32
                                                                                                                                        • dseg [📋]: 1 entries, dtype: int32
                                                                                                                                        • dseg_buf [📋]: 1 entries, dtype: int32
                                                                                                                                        • fnlgnd_filter_switch [📋]: 1 entries, dtype: int32
                                                                                                                                        • gnd_stat_thresh [📋]: 1 entries, dtype: float32
                                                                                                                                        • gthresh_factor [📋]: 1 entries, dtype: float32
                                                                                                                                        • h_canopy_perc [📋]: 1 entries, dtype: float32
                                                                                                                                        • iter_gnd [📋]: 1 entries, dtype: int32
                                                                                                                                        • iter_max [📋]: 1 entries, dtype: int32
                                                                                                                                        • lseg [📋]: 1 entries, dtype: int32
                                                                                                                                        • lseg_buf [📋]: 1 entries, dtype: int32
                                                                                                                                        • lw_filt_bnd [📋]: 1 entries, dtype: int32
                                                                                                                                        • lw_gnd_bnd [📋]: 1 entries, dtype: float32
                                                                                                                                        • lw_toc_bnd [📋]: 1 entries, dtype: float32
                                                                                                                                        • lw_toc_cut [📋]: 1 entries, dtype: float32
                                                                                                                                        • max_atl03files [📋]: 1 entries, dtype: int32
                                                                                                                                        • max_atl09files [📋]: 1 entries, dtype: int32
                                                                                                                                        • max_peaks [📋]: 1 entries, dtype: int32
                                                                                                                                        • max_try [📋]: 1 entries, dtype: int32
                                                                                                                                        • min_nphs [📋]: 1 entries, dtype: int32
                                                                                                                                        • n_dec_mode [📋]: 1 entries, dtype: int32
                                                                                                                                        • night_thresh [📋]: 1 entries, dtype: float32
                                                                                                                                        • noise_class [📋]: 1 entries, dtype: int32
                                                                                                                                        • outlier_filter_switch [📋]: 1 entries, dtype: int32
                                                                                                                                        • p_static [📋]: 1 entries, dtype: float32
                                                                                                                                        • ph_removal_percent_limit [📋]: 1 entries, dtype: float32
                                                                                                                                        • proc_geoseg [📋]: 1 entries, dtype: int32
                                                                                                                                        • psf [📋]: 1 entries, dtype: float32
                                                                                                                                        • ref_dem_limit [📋]: 1 entries, dtype: float32
                                                                                                                                        • ref_finalground_limit [📋]: 1 entries, dtype: float32
                                                                                                                                        • relief_hbot [📋]: 1 entries, dtype: float32
                                                                                                                                        • relief_htop [📋]: 1 entries, dtype: float32
                                                                                                                                        • shp_param [📋]: 1 entries, dtype: float32
                                                                                                                                        • sig_rsq_search [📋]: 1 entries, dtype: float32
                                                                                                                                        • sseg [📋]: 1 entries, dtype: float32
                                                                                                                                        • stat20m_thresh [📋]: 1 entries, dtype: int32
                                                                                                                                        • stat_thresh [📋]: 1 entries, dtype: int32
                                                                                                                                        • tc_thresh [📋]: 1 entries, dtype: float32
                                                                                                                                        • te_class [📋]: 1 entries, dtype: int32
                                                                                                                                        • terrain20m_thresh [📋]: 1 entries, dtype: int32
                                                                                                                                        • toc_class [📋]: 1 entries, dtype: int32
                                                                                                                                        • up_filt_bnd [📋]: 1 entries, dtype: int32
                                                                                                                                        • up_gnd_bnd [📋]: 1 entries, dtype: float32
                                                                                                                                        • up_toc_bnd [📋]: 1 entries, dtype: float32
                                                                                                                                        • up_toc_cut [📋]: 1 entries, dtype: float32
                                                                                                                                      • atlas_sdp_gps_epoch [📋]: 1 entries, dtype: float64
                                                                                                                                      • control [📋]: 1 entries, dtype: 100000-byte ASCII string
                                                                                                                                      • data_end_utc [📋]: 1 entries, dtype: 27-byte ASCII string
                                                                                                                                      • data_start_utc [📋]: 1 entries, dtype: 27-byte ASCII string
                                                                                                                                      • end_cycle [📋]: 1 entries, dtype: int32
                                                                                                                                      • end_delta_time [📋]: 1 entries, dtype: float64
                                                                                                                                      • end_geoseg [📋]: 1 entries, dtype: int32
                                                                                                                                      • end_gpssow [📋]: 1 entries, dtype: float64
                                                                                                                                      • end_gpsweek [📋]: 1 entries, dtype: int32
                                                                                                                                      • end_orbit [📋]: 1 entries, dtype: int32
                                                                                                                                      • end_region [📋]: 1 entries, dtype: int32
                                                                                                                                      • end_rgt [📋]: 1 entries, dtype: int32
                                                                                                                                      • granule_end_utc [📋]: 1 entries, dtype: 27-byte ASCII string
                                                                                                                                      • granule_start_utc [📋]: 1 entries, dtype: 27-byte ASCII string
                                                                                                                                      • qa_at_interval [📋]: 1 entries, dtype: float64
                                                                                                                                      • release [📋]: 1 entries, dtype: 80-byte ASCII string
                                                                                                                                      • start_cycle [📋]: 1 entries, dtype: int32
                                                                                                                                      • start_delta_time [📋]: 1 entries, dtype: float64
                                                                                                                                      • start_geoseg [📋]: 1 entries, dtype: int32
                                                                                                                                      • start_gpssow [📋]: 1 entries, dtype: float64
                                                                                                                                      • start_gpsweek [📋]: 1 entries, dtype: int32
                                                                                                                                      • start_orbit [📋]: 1 entries, dtype: int32
                                                                                                                                      • start_region [📋]: 1 entries, dtype: int32
                                                                                                                                      • start_rgt [📋]: 1 entries, dtype: int32
                                                                                                                                      • version [📋]: 1 entries, dtype: 80-byte ASCII string
                                                                                                                                        • classed_pc_flag [📋]: 776507 entries, dtype: int8
                                                                                                                                        • classed_pc_indx [📋]: 776507 entries, dtype: int32
                                                                                                                                        • d_flag [📋]: 776507 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 776507 entries, dtype: float64
                                                                                                                                        • ph_h [📋]: 776507 entries, dtype: float32
                                                                                                                                        • ph_segment_id [📋]: 776507 entries, dtype: int32
                                                                                                                                          • canopy_h_metrics [📋]: 2446 × 18 entries, dtype: float32
                                                                                                                                          • canopy_h_metrics_abs [📋]: 2446 × 18 entries, dtype: float32
                                                                                                                                          • canopy_openness [📋]: 2446 entries, dtype: float32
                                                                                                                                          • canopy_rh_conf [📋]: 2446 entries, dtype: int8
                                                                                                                                          • centroid_height [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_canopy [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_canopy_20m [📋]: 2446 × 5 entries, dtype: float32
                                                                                                                                          • h_canopy_abs [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_canopy_quad [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_canopy_uncertainty [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_dif_canopy [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_max_canopy [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_max_canopy_abs [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_mean_canopy [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_mean_canopy_abs [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_median_canopy [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_median_canopy_abs [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_min_canopy [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_min_canopy_abs [📋]: 2446 entries, dtype: float32
                                                                                                                                          • n_ca_photons [📋]: 2446 entries, dtype: int32
                                                                                                                                          • n_toc_photons [📋]: 2446 entries, dtype: int32
                                                                                                                                          • photon_rate_can [📋]: 2446 entries, dtype: float32
                                                                                                                                          • segment_cover [📋]: 2446 entries, dtype: int16
                                                                                                                                          • subset_can_flag [📋]: 2446 × 5 entries, dtype: int8
                                                                                                                                          • toc_roughness [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_te_best_fit [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_te_best_fit_20m [📋]: 2446 × 5 entries, dtype: float32
                                                                                                                                          • h_te_interp [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_te_max [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_te_mean [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_te_median [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_te_min [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_te_mode [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_te_rh25 [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_te_skew [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_te_std [📋]: 2446 entries, dtype: float32
                                                                                                                                          • h_te_uncertainty [📋]: 2446 entries, dtype: float32
                                                                                                                                          • n_te_photons [📋]: 2446 entries, dtype: int32
                                                                                                                                          • photon_rate_te [📋]: 2446 entries, dtype: float32
                                                                                                                                          • subset_te_flag [📋]: 2446 × 5 entries, dtype: int8
                                                                                                                                          • terrain_slope [📋]: 2446 entries, dtype: float32
                                                                                                                                        • asr [📋]: 2446 entries, dtype: float32
                                                                                                                                        • atlas_pa [📋]: 2446 entries, dtype: float32
                                                                                                                                        • beam_azimuth [📋]: 2446 entries, dtype: float32
                                                                                                                                        • beam_coelev [📋]: 2446 entries, dtype: float32
                                                                                                                                        • brightness_flag [📋]: 2446 entries, dtype: int8
                                                                                                                                        • cloud_flag_atm [📋]: 2446 entries, dtype: int8
                                                                                                                                        • cloud_fold_flag [📋]: 2446 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 2446 entries, dtype: float64
                                                                                                                                        • delta_time_beg [📋]: 2446 entries, dtype: float64
                                                                                                                                        • delta_time_end [📋]: 2446 entries, dtype: float64
                                                                                                                                        • dem_flag [📋]: 2446 entries, dtype: int8
                                                                                                                                        • dem_h [📋]: 2446 entries, dtype: float32
                                                                                                                                        • dem_removal_flag [📋]: 2446 entries, dtype: int8
                                                                                                                                        • h_dif_ref [📋]: 2446 entries, dtype: float32
                                                                                                                                        • last_seg_extend [📋]: 2446 entries, dtype: float32
                                                                                                                                        • latitude [📋]: 2446 entries, dtype: float32
                                                                                                                                        • latitude_20m [📋]: 2446 × 5 entries, dtype: float32
                                                                                                                                        • layer_flag [📋]: 2446 entries, dtype: int8
                                                                                                                                        • longitude [📋]: 2446 entries, dtype: float32
                                                                                                                                        • longitude_20m [📋]: 2446 × 5 entries, dtype: float32
                                                                                                                                        • msw_flag [📋]: 2446 entries, dtype: int8
                                                                                                                                        • n_seg_ph [📋]: 2446 entries, dtype: int32
                                                                                                                                        • night_flag [📋]: 2446 entries, dtype: int32
                                                                                                                                        • ph_ndx_beg [📋]: 2446 entries, dtype: int64
                                                                                                                                        • ph_removal_flag [📋]: 2446 entries, dtype: int8
                                                                                                                                        • psf_flag [📋]: 2446 entries, dtype: int8
                                                                                                                                        • rgt [📋]: 2446 entries, dtype: int16
                                                                                                                                        • sat_flag [📋]: 2446 entries, dtype: int8
                                                                                                                                        • segment_id_beg [📋]: 2446 entries, dtype: int32
                                                                                                                                        • segment_id_end [📋]: 2446 entries, dtype: int32
                                                                                                                                        • segment_landcover [📋]: 2446 entries, dtype: int16
                                                                                                                                        • segment_snowcover [📋]: 2446 entries, dtype: int8
                                                                                                                                        • segment_watermask [📋]: 2446 entries, dtype: int32
                                                                                                                                        • sigma_across [📋]: 2446 entries, dtype: float32
                                                                                                                                        • sigma_along [📋]: 2446 entries, dtype: float32
                                                                                                                                        • sigma_atlas_land [📋]: 2446 entries, dtype: float32
                                                                                                                                        • sigma_h [📋]: 2446 entries, dtype: float32
                                                                                                                                        • sigma_topo [📋]: 2446 entries, dtype: float32
                                                                                                                                        • snr [📋]: 2446 entries, dtype: float32
                                                                                                                                        • solar_azimuth [📋]: 2446 entries, dtype: float32
                                                                                                                                        • solar_elevation [📋]: 2446 entries, dtype: float32
                                                                                                                                        • surf_type [📋]: 2446 × 5 entries, dtype: int8
                                                                                                                                        • terrain_flg [📋]: 2446 entries, dtype: int32
                                                                                                                                        • urban_flag [📋]: 2446 entries, dtype: int32
                                                                                                                                        • classed_pc_flag [📋]: 185128 entries, dtype: int8
                                                                                                                                        • classed_pc_indx [📋]: 185128 entries, dtype: int32
                                                                                                                                        • d_flag [📋]: 185128 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 185128 entries, dtype: float64
                                                                                                                                        • ph_h [📋]: 185128 entries, dtype: float32
                                                                                                                                        • ph_segment_id [📋]: 185128 entries, dtype: int32
                                                                                                                                          • canopy_h_metrics [📋]: 1050 × 18 entries, dtype: float32
                                                                                                                                          • canopy_h_metrics_abs [📋]: 1050 × 18 entries, dtype: float32
                                                                                                                                          • canopy_openness [📋]: 1050 entries, dtype: float32
                                                                                                                                          • canopy_rh_conf [📋]: 1050 entries, dtype: int8
                                                                                                                                          • centroid_height [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_canopy [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_canopy_20m [📋]: 1050 × 5 entries, dtype: float32
                                                                                                                                          • h_canopy_abs [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_canopy_quad [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_canopy_uncertainty [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_dif_canopy [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_max_canopy [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_max_canopy_abs [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_mean_canopy [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_mean_canopy_abs [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_median_canopy [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_median_canopy_abs [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_min_canopy [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_min_canopy_abs [📋]: 1050 entries, dtype: float32
                                                                                                                                          • n_ca_photons [📋]: 1050 entries, dtype: int32
                                                                                                                                          • n_toc_photons [📋]: 1050 entries, dtype: int32
                                                                                                                                          • photon_rate_can [📋]: 1050 entries, dtype: float32
                                                                                                                                          • segment_cover [📋]: 1050 entries, dtype: int16
                                                                                                                                          • subset_can_flag [📋]: 1050 × 5 entries, dtype: int8
                                                                                                                                          • toc_roughness [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_te_best_fit [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_te_best_fit_20m [📋]: 1050 × 5 entries, dtype: float32
                                                                                                                                          • h_te_interp [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_te_max [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_te_mean [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_te_median [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_te_min [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_te_mode [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_te_rh25 [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_te_skew [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_te_std [📋]: 1050 entries, dtype: float32
                                                                                                                                          • h_te_uncertainty [📋]: 1050 entries, dtype: float32
                                                                                                                                          • n_te_photons [📋]: 1050 entries, dtype: int32
                                                                                                                                          • photon_rate_te [📋]: 1050 entries, dtype: float32
                                                                                                                                          • subset_te_flag [📋]: 1050 × 5 entries, dtype: int8
                                                                                                                                          • terrain_slope [📋]: 1050 entries, dtype: float32
                                                                                                                                        • asr [📋]: 1050 entries, dtype: float32
                                                                                                                                        • atlas_pa [📋]: 1050 entries, dtype: float32
                                                                                                                                        • beam_azimuth [📋]: 1050 entries, dtype: float32
                                                                                                                                        • beam_coelev [📋]: 1050 entries, dtype: float32
                                                                                                                                        • brightness_flag [📋]: 1050 entries, dtype: int8
                                                                                                                                        • cloud_flag_atm [📋]: 1050 entries, dtype: int8
                                                                                                                                        • cloud_fold_flag [📋]: 1050 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 1050 entries, dtype: float64
                                                                                                                                        • delta_time_beg [📋]: 1050 entries, dtype: float64
                                                                                                                                        • delta_time_end [📋]: 1050 entries, dtype: float64
                                                                                                                                        • dem_flag [📋]: 1050 entries, dtype: int8
                                                                                                                                        • dem_h [📋]: 1050 entries, dtype: float32
                                                                                                                                        • dem_removal_flag [📋]: 1050 entries, dtype: int8
                                                                                                                                        • h_dif_ref [📋]: 1050 entries, dtype: float32
                                                                                                                                        • last_seg_extend [📋]: 1050 entries, dtype: float32
                                                                                                                                        • latitude [📋]: 1050 entries, dtype: float32
                                                                                                                                        • latitude_20m [📋]: 1050 × 5 entries, dtype: float32
                                                                                                                                        • layer_flag [📋]: 1050 entries, dtype: int8
                                                                                                                                        • longitude [📋]: 1050 entries, dtype: float32
                                                                                                                                        • longitude_20m [📋]: 1050 × 5 entries, dtype: float32
                                                                                                                                        • msw_flag [📋]: 1050 entries, dtype: int8
                                                                                                                                        • n_seg_ph [📋]: 1050 entries, dtype: int32
                                                                                                                                        • night_flag [📋]: 1050 entries, dtype: int32
                                                                                                                                        • ph_ndx_beg [📋]: 1050 entries, dtype: int64
                                                                                                                                        • ph_removal_flag [📋]: 1050 entries, dtype: int8
                                                                                                                                        • psf_flag [📋]: 1050 entries, dtype: int8
                                                                                                                                        • rgt [📋]: 1050 entries, dtype: int16
                                                                                                                                        • sat_flag [📋]: 1050 entries, dtype: int8
                                                                                                                                        • segment_id_beg [📋]: 1050 entries, dtype: int32
                                                                                                                                        • segment_id_end [📋]: 1050 entries, dtype: int32
                                                                                                                                        • segment_landcover [📋]: 1050 entries, dtype: int16
                                                                                                                                        • segment_snowcover [📋]: 1050 entries, dtype: int8
                                                                                                                                        • segment_watermask [📋]: 1050 entries, dtype: int32
                                                                                                                                        • sigma_across [📋]: 1050 entries, dtype: float32
                                                                                                                                        • sigma_along [📋]: 1050 entries, dtype: float32
                                                                                                                                        • sigma_atlas_land [📋]: 1050 entries, dtype: float32
                                                                                                                                        • sigma_h [📋]: 1050 entries, dtype: float32
                                                                                                                                        • sigma_topo [📋]: 1050 entries, dtype: float32
                                                                                                                                        • snr [📋]: 1050 entries, dtype: float32
                                                                                                                                        • solar_azimuth [📋]: 1050 entries, dtype: float32
                                                                                                                                        • solar_elevation [📋]: 1050 entries, dtype: float32
                                                                                                                                        • surf_type [📋]: 1050 × 5 entries, dtype: int8
                                                                                                                                        • terrain_flg [📋]: 1050 entries, dtype: int32
                                                                                                                                        • urban_flag [📋]: 1050 entries, dtype: int32
                                                                                                                                        • classed_pc_flag [📋]: 595122 entries, dtype: int8
                                                                                                                                        • classed_pc_indx [📋]: 595122 entries, dtype: int32
                                                                                                                                        • d_flag [📋]: 595122 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 595122 entries, dtype: float64
                                                                                                                                        • ph_h [📋]: 595122 entries, dtype: float32
                                                                                                                                        • ph_segment_id [📋]: 595122 entries, dtype: int32
                                                                                                                                          • canopy_h_metrics [📋]: 2170 × 18 entries, dtype: float32
                                                                                                                                          • canopy_h_metrics_abs [📋]: 2170 × 18 entries, dtype: float32
                                                                                                                                          • canopy_openness [📋]: 2170 entries, dtype: float32
                                                                                                                                          • canopy_rh_conf [📋]: 2170 entries, dtype: int8
                                                                                                                                          • centroid_height [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_canopy [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_canopy_20m [📋]: 2170 × 5 entries, dtype: float32
                                                                                                                                          • h_canopy_abs [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_canopy_quad [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_canopy_uncertainty [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_dif_canopy [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_max_canopy [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_max_canopy_abs [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_mean_canopy [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_mean_canopy_abs [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_median_canopy [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_median_canopy_abs [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_min_canopy [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_min_canopy_abs [📋]: 2170 entries, dtype: float32
                                                                                                                                          • n_ca_photons [📋]: 2170 entries, dtype: int32
                                                                                                                                          • n_toc_photons [📋]: 2170 entries, dtype: int32
                                                                                                                                          • photon_rate_can [📋]: 2170 entries, dtype: float32
                                                                                                                                          • segment_cover [📋]: 2170 entries, dtype: int16
                                                                                                                                          • subset_can_flag [📋]: 2170 × 5 entries, dtype: int8
                                                                                                                                          • toc_roughness [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_te_best_fit [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_te_best_fit_20m [📋]: 2170 × 5 entries, dtype: float32
                                                                                                                                          • h_te_interp [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_te_max [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_te_mean [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_te_median [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_te_min [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_te_mode [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_te_rh25 [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_te_skew [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_te_std [📋]: 2170 entries, dtype: float32
                                                                                                                                          • h_te_uncertainty [📋]: 2170 entries, dtype: float32
                                                                                                                                          • n_te_photons [📋]: 2170 entries, dtype: int32
                                                                                                                                          • photon_rate_te [📋]: 2170 entries, dtype: float32
                                                                                                                                          • subset_te_flag [📋]: 2170 × 5 entries, dtype: int8
                                                                                                                                          • terrain_slope [📋]: 2170 entries, dtype: float32
                                                                                                                                        • asr [📋]: 2170 entries, dtype: float32
                                                                                                                                        • atlas_pa [📋]: 2170 entries, dtype: float32
                                                                                                                                        • beam_azimuth [📋]: 2170 entries, dtype: float32
                                                                                                                                        • beam_coelev [📋]: 2170 entries, dtype: float32
                                                                                                                                        • brightness_flag [📋]: 2170 entries, dtype: int8
                                                                                                                                        • cloud_flag_atm [📋]: 2170 entries, dtype: int8
                                                                                                                                        • cloud_fold_flag [📋]: 2170 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 2170 entries, dtype: float64
                                                                                                                                        • delta_time_beg [📋]: 2170 entries, dtype: float64
                                                                                                                                        • delta_time_end [📋]: 2170 entries, dtype: float64
                                                                                                                                        • dem_flag [📋]: 2170 entries, dtype: int8
                                                                                                                                        • dem_h [📋]: 2170 entries, dtype: float32
                                                                                                                                        • dem_removal_flag [📋]: 2170 entries, dtype: int8
                                                                                                                                        • h_dif_ref [📋]: 2170 entries, dtype: float32
                                                                                                                                        • last_seg_extend [📋]: 2170 entries, dtype: float32
                                                                                                                                        • latitude [📋]: 2170 entries, dtype: float32
                                                                                                                                        • latitude_20m [📋]: 2170 × 5 entries, dtype: float32
                                                                                                                                        • layer_flag [📋]: 2170 entries, dtype: int8
                                                                                                                                        • longitude [📋]: 2170 entries, dtype: float32
                                                                                                                                        • longitude_20m [📋]: 2170 × 5 entries, dtype: float32
                                                                                                                                        • msw_flag [📋]: 2170 entries, dtype: int8
                                                                                                                                        • n_seg_ph [📋]: 2170 entries, dtype: int32
                                                                                                                                        • night_flag [📋]: 2170 entries, dtype: int32
                                                                                                                                        • ph_ndx_beg [📋]: 2170 entries, dtype: int64
                                                                                                                                        • ph_removal_flag [📋]: 2170 entries, dtype: int8
                                                                                                                                        • psf_flag [📋]: 2170 entries, dtype: int8
                                                                                                                                        • rgt [📋]: 2170 entries, dtype: int16
                                                                                                                                        • sat_flag [📋]: 2170 entries, dtype: int8
                                                                                                                                        • segment_id_beg [📋]: 2170 entries, dtype: int32
                                                                                                                                        • segment_id_end [📋]: 2170 entries, dtype: int32
                                                                                                                                        • segment_landcover [📋]: 2170 entries, dtype: int16
                                                                                                                                        • segment_snowcover [📋]: 2170 entries, dtype: int8
                                                                                                                                        • segment_watermask [📋]: 2170 entries, dtype: int32
                                                                                                                                        • sigma_across [📋]: 2170 entries, dtype: float32
                                                                                                                                        • sigma_along [📋]: 2170 entries, dtype: float32
                                                                                                                                        • sigma_atlas_land [📋]: 2170 entries, dtype: float32
                                                                                                                                        • sigma_h [📋]: 2170 entries, dtype: float32
                                                                                                                                        • sigma_topo [📋]: 2170 entries, dtype: float32
                                                                                                                                        • snr [📋]: 2170 entries, dtype: float32
                                                                                                                                        • solar_azimuth [📋]: 2170 entries, dtype: float32
                                                                                                                                        • solar_elevation [📋]: 2170 entries, dtype: float32
                                                                                                                                        • surf_type [📋]: 2170 × 5 entries, dtype: int8
                                                                                                                                        • terrain_flg [📋]: 2170 entries, dtype: int32
                                                                                                                                        • urban_flag [📋]: 2170 entries, dtype: int32
                                                                                                                                        • classed_pc_flag [📋]: 169281 entries, dtype: int8
                                                                                                                                        • classed_pc_indx [📋]: 169281 entries, dtype: int32
                                                                                                                                        • d_flag [📋]: 169281 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 169281 entries, dtype: float64
                                                                                                                                        • ph_h [📋]: 169281 entries, dtype: float32
                                                                                                                                        • ph_segment_id [📋]: 169281 entries, dtype: int32
                                                                                                                                          • canopy_h_metrics [📋]: 1007 × 18 entries, dtype: float32
                                                                                                                                          • canopy_h_metrics_abs [📋]: 1007 × 18 entries, dtype: float32
                                                                                                                                          • canopy_openness [📋]: 1007 entries, dtype: float32
                                                                                                                                          • canopy_rh_conf [📋]: 1007 entries, dtype: int8
                                                                                                                                          • centroid_height [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_canopy [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_canopy_20m [📋]: 1007 × 5 entries, dtype: float32
                                                                                                                                          • h_canopy_abs [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_canopy_quad [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_canopy_uncertainty [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_dif_canopy [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_max_canopy [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_max_canopy_abs [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_mean_canopy [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_mean_canopy_abs [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_median_canopy [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_median_canopy_abs [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_min_canopy [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_min_canopy_abs [📋]: 1007 entries, dtype: float32
                                                                                                                                          • n_ca_photons [📋]: 1007 entries, dtype: int32
                                                                                                                                          • n_toc_photons [📋]: 1007 entries, dtype: int32
                                                                                                                                          • photon_rate_can [📋]: 1007 entries, dtype: float32
                                                                                                                                          • segment_cover [📋]: 1007 entries, dtype: int16
                                                                                                                                          • subset_can_flag [📋]: 1007 × 5 entries, dtype: int8
                                                                                                                                          • toc_roughness [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_te_best_fit [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_te_best_fit_20m [📋]: 1007 × 5 entries, dtype: float32
                                                                                                                                          • h_te_interp [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_te_max [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_te_mean [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_te_median [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_te_min [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_te_mode [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_te_rh25 [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_te_skew [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_te_std [📋]: 1007 entries, dtype: float32
                                                                                                                                          • h_te_uncertainty [📋]: 1007 entries, dtype: float32
                                                                                                                                          • n_te_photons [📋]: 1007 entries, dtype: int32
                                                                                                                                          • photon_rate_te [📋]: 1007 entries, dtype: float32
                                                                                                                                          • subset_te_flag [📋]: 1007 × 5 entries, dtype: int8
                                                                                                                                          • terrain_slope [📋]: 1007 entries, dtype: float32
                                                                                                                                        • asr [📋]: 1007 entries, dtype: float32
                                                                                                                                        • atlas_pa [📋]: 1007 entries, dtype: float32
                                                                                                                                        • beam_azimuth [📋]: 1007 entries, dtype: float32
                                                                                                                                        • beam_coelev [📋]: 1007 entries, dtype: float32
                                                                                                                                        • brightness_flag [📋]: 1007 entries, dtype: int8
                                                                                                                                        • cloud_flag_atm [📋]: 1007 entries, dtype: int8
                                                                                                                                        • cloud_fold_flag [📋]: 1007 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 1007 entries, dtype: float64
                                                                                                                                        • delta_time_beg [📋]: 1007 entries, dtype: float64
                                                                                                                                        • delta_time_end [📋]: 1007 entries, dtype: float64
                                                                                                                                        • dem_flag [📋]: 1007 entries, dtype: int8
                                                                                                                                        • dem_h [📋]: 1007 entries, dtype: float32
                                                                                                                                        • dem_removal_flag [📋]: 1007 entries, dtype: int8
                                                                                                                                        • h_dif_ref [📋]: 1007 entries, dtype: float32
                                                                                                                                        • last_seg_extend [📋]: 1007 entries, dtype: float32
                                                                                                                                        • latitude [📋]: 1007 entries, dtype: float32
                                                                                                                                        • latitude_20m [📋]: 1007 × 5 entries, dtype: float32
                                                                                                                                        • layer_flag [📋]: 1007 entries, dtype: int8
                                                                                                                                        • longitude [📋]: 1007 entries, dtype: float32
                                                                                                                                        • longitude_20m [📋]: 1007 × 5 entries, dtype: float32
                                                                                                                                        • msw_flag [📋]: 1007 entries, dtype: int8
                                                                                                                                        • n_seg_ph [📋]: 1007 entries, dtype: int32
                                                                                                                                        • night_flag [📋]: 1007 entries, dtype: int32
                                                                                                                                        • ph_ndx_beg [📋]: 1007 entries, dtype: int64
                                                                                                                                        • ph_removal_flag [📋]: 1007 entries, dtype: int8
                                                                                                                                        • psf_flag [📋]: 1007 entries, dtype: int8
                                                                                                                                        • rgt [📋]: 1007 entries, dtype: int16
                                                                                                                                        • sat_flag [📋]: 1007 entries, dtype: int8
                                                                                                                                        • segment_id_beg [📋]: 1007 entries, dtype: int32
                                                                                                                                        • segment_id_end [📋]: 1007 entries, dtype: int32
                                                                                                                                        • segment_landcover [📋]: 1007 entries, dtype: int16
                                                                                                                                        • segment_snowcover [📋]: 1007 entries, dtype: int8
                                                                                                                                        • segment_watermask [📋]: 1007 entries, dtype: int32
                                                                                                                                        • sigma_across [📋]: 1007 entries, dtype: float32
                                                                                                                                        • sigma_along [📋]: 1007 entries, dtype: float32
                                                                                                                                        • sigma_atlas_land [📋]: 1007 entries, dtype: float32
                                                                                                                                        • sigma_h [📋]: 1007 entries, dtype: float32
                                                                                                                                        • sigma_topo [📋]: 1007 entries, dtype: float32
                                                                                                                                        • snr [📋]: 1007 entries, dtype: float32
                                                                                                                                        • solar_azimuth [📋]: 1007 entries, dtype: float32
                                                                                                                                        • solar_elevation [📋]: 1007 entries, dtype: float32
                                                                                                                                        • surf_type [📋]: 1007 × 5 entries, dtype: int8
                                                                                                                                        • terrain_flg [📋]: 1007 entries, dtype: int32
                                                                                                                                        • urban_flag [📋]: 1007 entries, dtype: int32
                                                                                                                                        • classed_pc_flag [📋]: 600268 entries, dtype: int8
                                                                                                                                        • classed_pc_indx [📋]: 600268 entries, dtype: int32
                                                                                                                                        • d_flag [📋]: 600268 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 600268 entries, dtype: float64
                                                                                                                                        • ph_h [📋]: 600268 entries, dtype: float32
                                                                                                                                        • ph_segment_id [📋]: 600268 entries, dtype: int32
                                                                                                                                          • canopy_h_metrics [📋]: 1803 × 18 entries, dtype: float32
                                                                                                                                          • canopy_h_metrics_abs [📋]: 1803 × 18 entries, dtype: float32
                                                                                                                                          • canopy_openness [📋]: 1803 entries, dtype: float32
                                                                                                                                          • canopy_rh_conf [📋]: 1803 entries, dtype: int8
                                                                                                                                          • centroid_height [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_canopy [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_canopy_20m [📋]: 1803 × 5 entries, dtype: float32
                                                                                                                                          • h_canopy_abs [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_canopy_quad [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_canopy_uncertainty [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_dif_canopy [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_max_canopy [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_max_canopy_abs [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_mean_canopy [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_mean_canopy_abs [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_median_canopy [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_median_canopy_abs [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_min_canopy [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_min_canopy_abs [📋]: 1803 entries, dtype: float32
                                                                                                                                          • n_ca_photons [📋]: 1803 entries, dtype: int32
                                                                                                                                          • n_toc_photons [📋]: 1803 entries, dtype: int32
                                                                                                                                          • photon_rate_can [📋]: 1803 entries, dtype: float32
                                                                                                                                          • segment_cover [📋]: 1803 entries, dtype: int16
                                                                                                                                          • subset_can_flag [📋]: 1803 × 5 entries, dtype: int8
                                                                                                                                          • toc_roughness [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_te_best_fit [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_te_best_fit_20m [📋]: 1803 × 5 entries, dtype: float32
                                                                                                                                          • h_te_interp [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_te_max [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_te_mean [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_te_median [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_te_min [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_te_mode [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_te_rh25 [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_te_skew [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_te_std [📋]: 1803 entries, dtype: float32
                                                                                                                                          • h_te_uncertainty [📋]: 1803 entries, dtype: float32
                                                                                                                                          • n_te_photons [📋]: 1803 entries, dtype: int32
                                                                                                                                          • photon_rate_te [📋]: 1803 entries, dtype: float32
                                                                                                                                          • subset_te_flag [📋]: 1803 × 5 entries, dtype: int8
                                                                                                                                          • terrain_slope [📋]: 1803 entries, dtype: float32
                                                                                                                                        • asr [📋]: 1803 entries, dtype: float32
                                                                                                                                        • atlas_pa [📋]: 1803 entries, dtype: float32
                                                                                                                                        • beam_azimuth [📋]: 1803 entries, dtype: float32
                                                                                                                                        • beam_coelev [📋]: 1803 entries, dtype: float32
                                                                                                                                        • brightness_flag [📋]: 1803 entries, dtype: int8
                                                                                                                                        • cloud_flag_atm [📋]: 1803 entries, dtype: int8
                                                                                                                                        • cloud_fold_flag [📋]: 1803 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 1803 entries, dtype: float64
                                                                                                                                        • delta_time_beg [📋]: 1803 entries, dtype: float64
                                                                                                                                        • delta_time_end [📋]: 1803 entries, dtype: float64
                                                                                                                                        • dem_flag [📋]: 1803 entries, dtype: int8
                                                                                                                                        • dem_h [📋]: 1803 entries, dtype: float32
                                                                                                                                        • dem_removal_flag [📋]: 1803 entries, dtype: int8
                                                                                                                                        • h_dif_ref [📋]: 1803 entries, dtype: float32
                                                                                                                                        • last_seg_extend [📋]: 1803 entries, dtype: float32
                                                                                                                                        • latitude [📋]: 1803 entries, dtype: float32
                                                                                                                                        • latitude_20m [📋]: 1803 × 5 entries, dtype: float32
                                                                                                                                        • layer_flag [📋]: 1803 entries, dtype: int8
                                                                                                                                        • longitude [📋]: 1803 entries, dtype: float32
                                                                                                                                        • longitude_20m [📋]: 1803 × 5 entries, dtype: float32
                                                                                                                                        • msw_flag [📋]: 1803 entries, dtype: int8
                                                                                                                                        • n_seg_ph [📋]: 1803 entries, dtype: int32
                                                                                                                                        • night_flag [📋]: 1803 entries, dtype: int32
                                                                                                                                        • ph_ndx_beg [📋]: 1803 entries, dtype: int64
                                                                                                                                        • ph_removal_flag [📋]: 1803 entries, dtype: int8
                                                                                                                                        • psf_flag [📋]: 1803 entries, dtype: int8
                                                                                                                                        • rgt [📋]: 1803 entries, dtype: int16
                                                                                                                                        • sat_flag [📋]: 1803 entries, dtype: int8
                                                                                                                                        • segment_id_beg [📋]: 1803 entries, dtype: int32
                                                                                                                                        • segment_id_end [📋]: 1803 entries, dtype: int32
                                                                                                                                        • segment_landcover [📋]: 1803 entries, dtype: int16
                                                                                                                                        • segment_snowcover [📋]: 1803 entries, dtype: int8
                                                                                                                                        • segment_watermask [📋]: 1803 entries, dtype: int32
                                                                                                                                        • sigma_across [📋]: 1803 entries, dtype: float32
                                                                                                                                        • sigma_along [📋]: 1803 entries, dtype: float32
                                                                                                                                        • sigma_atlas_land [📋]: 1803 entries, dtype: float32
                                                                                                                                        • sigma_h [📋]: 1803 entries, dtype: float32
                                                                                                                                        • sigma_topo [📋]: 1803 entries, dtype: float32
                                                                                                                                        • snr [📋]: 1803 entries, dtype: float32
                                                                                                                                        • solar_azimuth [📋]: 1803 entries, dtype: float32
                                                                                                                                        • solar_elevation [📋]: 1803 entries, dtype: float32
                                                                                                                                        • surf_type [📋]: 1803 × 5 entries, dtype: int8
                                                                                                                                        • terrain_flg [📋]: 1803 entries, dtype: int32
                                                                                                                                        • urban_flag [📋]: 1803 entries, dtype: int32
                                                                                                                                        • classed_pc_flag [📋]: 142661 entries, dtype: int8
                                                                                                                                        • classed_pc_indx [📋]: 142661 entries, dtype: int32
                                                                                                                                        • d_flag [📋]: 142661 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 142661 entries, dtype: float64
                                                                                                                                        • ph_h [📋]: 142661 entries, dtype: float32
                                                                                                                                        • ph_segment_id [📋]: 142661 entries, dtype: int32
                                                                                                                                          • canopy_h_metrics [📋]: 855 × 18 entries, dtype: float32
                                                                                                                                          • canopy_h_metrics_abs [📋]: 855 × 18 entries, dtype: float32
                                                                                                                                          • canopy_openness [📋]: 855 entries, dtype: float32
                                                                                                                                          • canopy_rh_conf [📋]: 855 entries, dtype: int8
                                                                                                                                          • centroid_height [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_canopy [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_canopy_20m [📋]: 855 × 5 entries, dtype: float32
                                                                                                                                          • h_canopy_abs [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_canopy_quad [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_canopy_uncertainty [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_dif_canopy [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_max_canopy [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_max_canopy_abs [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_mean_canopy [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_mean_canopy_abs [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_median_canopy [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_median_canopy_abs [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_min_canopy [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_min_canopy_abs [📋]: 855 entries, dtype: float32
                                                                                                                                          • n_ca_photons [📋]: 855 entries, dtype: int32
                                                                                                                                          • n_toc_photons [📋]: 855 entries, dtype: int32
                                                                                                                                          • photon_rate_can [📋]: 855 entries, dtype: float32
                                                                                                                                          • segment_cover [📋]: 855 entries, dtype: int16
                                                                                                                                          • subset_can_flag [📋]: 855 × 5 entries, dtype: int8
                                                                                                                                          • toc_roughness [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_te_best_fit [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_te_best_fit_20m [📋]: 855 × 5 entries, dtype: float32
                                                                                                                                          • h_te_interp [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_te_max [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_te_mean [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_te_median [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_te_min [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_te_mode [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_te_rh25 [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_te_skew [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_te_std [📋]: 855 entries, dtype: float32
                                                                                                                                          • h_te_uncertainty [📋]: 855 entries, dtype: float32
                                                                                                                                          • n_te_photons [📋]: 855 entries, dtype: int32
                                                                                                                                          • photon_rate_te [📋]: 855 entries, dtype: float32
                                                                                                                                          • subset_te_flag [📋]: 855 × 5 entries, dtype: int8
                                                                                                                                          • terrain_slope [📋]: 855 entries, dtype: float32
                                                                                                                                        • asr [📋]: 855 entries, dtype: float32
                                                                                                                                        • atlas_pa [📋]: 855 entries, dtype: float32
                                                                                                                                        • beam_azimuth [📋]: 855 entries, dtype: float32
                                                                                                                                        • beam_coelev [📋]: 855 entries, dtype: float32
                                                                                                                                        • brightness_flag [📋]: 855 entries, dtype: int8
                                                                                                                                        • cloud_flag_atm [📋]: 855 entries, dtype: int8
                                                                                                                                        • cloud_fold_flag [📋]: 855 entries, dtype: int8
                                                                                                                                        • delta_time [📋]: 855 entries, dtype: float64
                                                                                                                                        • delta_time_beg [📋]: 855 entries, dtype: float64
                                                                                                                                        • delta_time_end [📋]: 855 entries, dtype: float64
                                                                                                                                        • dem_flag [📋]: 855 entries, dtype: int8
                                                                                                                                        • dem_h [📋]: 855 entries, dtype: float32
                                                                                                                                        • dem_removal_flag [📋]: 855 entries, dtype: int8
                                                                                                                                        • h_dif_ref [📋]: 855 entries, dtype: float32
                                                                                                                                        • last_seg_extend [📋]: 855 entries, dtype: float32
                                                                                                                                        • latitude [📋]: 855 entries, dtype: float32
                                                                                                                                        • latitude_20m [📋]: 855 × 5 entries, dtype: float32
                                                                                                                                        • layer_flag [📋]: 855 entries, dtype: int8
                                                                                                                                        • longitude [📋]: 855 entries, dtype: float32
                                                                                                                                        • longitude_20m [📋]: 855 × 5 entries, dtype: float32
                                                                                                                                        • msw_flag [📋]: 855 entries, dtype: int8
                                                                                                                                        • n_seg_ph [📋]: 855 entries, dtype: int32
                                                                                                                                        • night_flag [📋]: 855 entries, dtype: int32
                                                                                                                                        • ph_ndx_beg [📋]: 855 entries, dtype: int64
                                                                                                                                        • ph_removal_flag [📋]: 855 entries, dtype: int8
                                                                                                                                        • psf_flag [📋]: 855 entries, dtype: int8
                                                                                                                                        • rgt [📋]: 855 entries, dtype: int16
                                                                                                                                        • sat_flag [📋]: 855 entries, dtype: int8
                                                                                                                                        • segment_id_beg [📋]: 855 entries, dtype: int32
                                                                                                                                        • segment_id_end [📋]: 855 entries, dtype: int32
                                                                                                                                        • segment_landcover [📋]: 855 entries, dtype: int16
                                                                                                                                        • segment_snowcover [📋]: 855 entries, dtype: int8
                                                                                                                                        • segment_watermask [📋]: 855 entries, dtype: int32
                                                                                                                                        • sigma_across [📋]: 855 entries, dtype: float32
                                                                                                                                        • sigma_along [📋]: 855 entries, dtype: float32
                                                                                                                                        • sigma_atlas_land [📋]: 855 entries, dtype: float32
                                                                                                                                        • sigma_h [📋]: 855 entries, dtype: float32
                                                                                                                                        • sigma_topo [📋]: 855 entries, dtype: float32
                                                                                                                                        • snr [📋]: 855 entries, dtype: float32
                                                                                                                                        • solar_azimuth [📋]: 855 entries, dtype: float32
                                                                                                                                        • solar_elevation [📋]: 855 entries, dtype: float32
                                                                                                                                        • surf_type [📋]: 855 × 5 entries, dtype: int8
                                                                                                                                        • terrain_flg [📋]: 855 entries, dtype: int32
                                                                                                                                        • urban_flag [📋]: 855 entries, dtype: int32
                                                                                                                                      • crossing_time [📋]: 1 entries, dtype: float64
                                                                                                                                      • cycle_number [📋]: 1 entries, dtype: int8
                                                                                                                                      • lan [📋]: 1 entries, dtype: float64
                                                                                                                                      • orbit_number [📋]: 1 entries, dtype: uint16
                                                                                                                                      • rgt [📋]: 1 entries, dtype: int16
                                                                                                                                      • sc_orient [📋]: 1 entries, dtype: int8
                                                                                                                                      • sc_orient_time [📋]: 1 entries, dtype: float64
                                                                                                                                      • qa_granule_fail_reason [📋]: 1 entries, dtype: int32
                                                                                                                                      • qa_granule_pass_fail [📋]: 1 entries, dtype: int32
                                                                                                                                    • ds_geosegments [📋]: 5 entries, dtype: int8
                                                                                                                                    • ds_metrics [📋]: 18 entries, dtype: int8
                                                                                                                                    • ds_surf_type [📋]: 5 entries, dtype: int32
                                                                                                                                  " @@ -454,7 +629,7 @@ "└quality_assessment\t(2 children) (1 attributes)" ] }, - "execution_count": 72, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -465,7 +640,7 @@ }, { "cell_type": "markdown", - "id": "c606b783", + "id": "ff2227d4", "metadata": {}, "source": [ "## Example 2: Accessing file without downloading, but by setting up an AWS instance. \n", @@ -480,7 +655,7 @@ }, { "cell_type": "markdown", - "id": "a7890777", + "id": "6050d4d8", "metadata": {}, "source": [ "Generating S3 Credential endpoint for ICESat datasets." @@ -488,8 +663,8 @@ }, { "cell_type": "code", - "execution_count": 73, - "id": "e45f6277", + "execution_count": 9, + "id": "3d5fb3f3", "metadata": {}, "outputs": [], "source": [ @@ -500,7 +675,7 @@ }, { "cell_type": "markdown", - "id": "7ff4e51d", + "id": "ce5d6fe4", "metadata": {}, "source": [ "Function to get temporary credentials using 'request' module. " @@ -508,8 +683,8 @@ }, { "cell_type": "code", - "execution_count": 74, - "id": "54308088", + "execution_count": 10, + "id": "c30183fc", "metadata": {}, "outputs": [], "source": [ @@ -519,8 +694,8 @@ }, { "cell_type": "code", - "execution_count": 75, - "id": "ef8f23c9", + "execution_count": null, + "id": "8a8ca14e", "metadata": {}, "outputs": [], "source": [ @@ -530,7 +705,7 @@ { "cell_type": "code", "execution_count": 76, - "id": "949aa065", + "id": "71d68a2a", "metadata": {}, "outputs": [], "source": [ @@ -544,7 +719,7 @@ { "cell_type": "code", "execution_count": 77, - "id": "c0091af8", + "id": "04d131ee", "metadata": {}, "outputs": [ { @@ -569,7 +744,7 @@ { "cell_type": "code", "execution_count": 78, - "id": "e2f4d417", + "id": "3708b046", "metadata": {}, "outputs": [], "source": [ @@ -578,7 +753,7 @@ }, { "cell_type": "markdown", - "id": "080382ee", + "id": "e7d8b476", "metadata": {}, "source": [ "Alternatively, we can use part of the result from Example 1, to get the S3 URL. " @@ -587,7 +762,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "c039af94", + "id": "3194e9db", "metadata": {}, "outputs": [], "source": [ @@ -597,7 +772,7 @@ { "cell_type": "code", "execution_count": null, - "id": "eac345fb", + "id": "fe79a1c9", "metadata": {}, "outputs": [], "source": [ @@ -608,9 +783,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python [conda env:root] *", "language": "python", - "name": "python3" + "name": "conda-root-py" }, "language_info": { "codemirror_mode": { From b1b03ac090c6b47fd72d0c6593f92aa4773607d1 Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Fri, 29 Sep 2023 14:24:19 -0700 Subject: [PATCH 05/77] initial outline of dps tutorial --- .../dps_tutorial/dps_tutorial_demo.ipynb | 254 ++++++++++++++++++ 1 file changed, 254 insertions(+) create mode 100644 docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb new file mode 100644 index 00000000..6c948e5e --- /dev/null +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -0,0 +1,254 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Processing System (DPS) Tutorial A to Z" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Authors: Rob Tapella and Sujen Shah\n", + "\n", + "Date: October, 2023\n", + "\n", + "Description: This DPS tutorial is intended to demonstrate the steps needed to create, register, run, monitor and view outputs of algorithm jobs run at scale. It includes a template repository with various files needed to set up and run a job. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing and Installing Packages" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Additional package installation will be included inline, and environment-configuration to support using a custom conda environment in DPS is a part of the tutorial below." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Before Starting\n", + "\n", + "- This tutorial assumes that you have at least run through the [Getting Started Guide](../getting_started/getting_started.ipynb) and have set up your MAAP account.\n", + "- This tutorial is made for the Application Development Environment (ADE) v. 3.1.0 or later (August 2023 or later).\n", + "- This also assumes that you are familiar with using [Github with MAAP](../system_reference_guide/work_with_git.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overview of this Tutorial" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Clone the demo algorithm & make a personal copy\n", + "- Editing and testing your Algorithm code\n", + "- Prepare the Algorithm for DPS\n", + "- Register the Algorithm with the Algorithm UI\n", + "- Run and Monitor the Algorithm using the Jobs UI\n", + "- Run and Monitor the Algorithm using the maap.py (Future)\n", + "- View the outputs and errors from your run" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clone the Demo Algorithm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. For this tutorial, please use a Basic Stable workspace. \n", + "2. Download a copy of the Github repository at https://github.com/MAAP-Project/dps-tutorial-demo\n", + "3. Create a new repository in your workspace, put the copied dps-tutorial-demo in it, and push it to Github. This way you can modify the tutorial files while you're practicing and register your own version of the demo algorithm.\n", + "\n", + "It does not matter what you call the copy of the tutorial files, but it does need to be a public repository in order to register the algorithm with DPS." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Anatomy of the dps-tutorial-demo repo:\n", + "- `README.md` to describe the algorithm in Github\n", + "- `tutorial.py`: a python script that contains the logic of the algorithm\n", + "- `build.sh`: a shell script that is executed before the algorithm is run; it is used to set up any custom programming libraries used in the algorithm (i.e., a custom conda environment)\n", + "- `environment.yaml`: a configuration file used by conda to add any custom libraries; this is used by build.sh\n", + "- `run.sh`: a shell script that DPS will execute when a run is requested. It calls any relevant python files with the required inputs\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Edit and Test your Code" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once you have an algorithm such as the dps-tutorial-demo, or your own Jupyter Notebook, test it to make sure that it is running properly.\n", + "\n", + "Typically a Jupyter Notebook is run interacively. A DPS algorithm will take all inputs up-front, do the processing, and produce output files. The dps-tutorial-demo is set up like a DPS algorithm. Some aspects to note:\n", + "- ARGPARSE STUFF\n", + "- LOG FILE\n", + "- EXAMPLE INPUT URL and EXAMPLE RUN COMMAND ON CLI\n", + "- EXPECTED OUTPUTS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Prepare the Algorithm for DPS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once your scripts are working locally, make sure that they will also work in DPS.\n", + "\n", + "The dps-tutorial-demo files are already prepared for DPS. Some important things to notice:\n", + "\n", + "File: run.sh\n", + "- run.sh is a batch script to call python script: make sure for DPS you have inputs and outputs in the `input/` and `output/` folders\n", + "\n", + "File: build.sh\n", + "- takes conda environment definition from `environment.yaml`\n", + "- Have it activate the environment with source activate base (or whatever your env is)\n", + "\n", + "What happens with input and output in DPS (e.g. output is saved off somewhere else vs. the temp space when the job is running; what about “cloud” input data?)\n", + "- How does file management happen?\n", + "- Relative paths vs. absolute for input/output\n", + "- Mimic what’s happening on DPS (basedir)\n", + "- This wrapper run.sh script needs to manage the input files the way that your python script requires them (e.g. pass single file at a time vs. multiple files at once, etc.)\n", + "\n", + "Run your scripts as if DPS is executing them:\n", + "- deactivate your conda environment\n", + "- run build.sh\n", + "- run run.sh" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Register the Algorithm with DPS using the Algorithm UI" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Commit and push any changes to Github that you have made to the Algorithm while testing. The registration process will pull the code from Github as part of registration.\n", + "2. Open up Launcher: Register Algorithm\n", + "3. Fill in the fields as described here:\n", + "- a , b, c\n", + "4. Press Register and there will a link to view progress of the build (you should copy the link and paste it into a new page; if you press register it will be difficult to edit the form and fix any errors)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Running and Monitoring the Algorithm with the Jobs UI" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Launcher: View & Submit Jobs\n", + "2. Choose the Submit tab\n", + "3. Run the job as described here:\n", + "- a, b, c\n", + "4. Submit the job and go back to the View tab\n", + "5. You can observe the progress of your job while it runs, and the status (complete or fail) when it completes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Running and Monitoring using the HySDS Jobs UI (Figaro)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This will be described in a future update. HySDS is the data-processing system used to run the jobs. It has a full web application that is used by NASA missions to monitor jobs and data-outputs. If you would like to beta-test this UI with MAAP, please contact Sujen or George." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Registering and Running the Algorithm using maap.py" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This will be described in a future update. Often larger batch-jobs are run from Python Notebooks rather than the GUI." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Getting the Outputs of the Job" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- output folder\n", + "- stderr & stdout examples\n", + "- logfiles" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "gedi_subset", + "language": "python", + "name": "gedi_subset" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 7f9ba0cfa1b2bc65936d1c8a30ddb8179782526f Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Fri, 29 Sep 2023 14:32:26 -0700 Subject: [PATCH 06/77] added dps tutorial to the table of contents - also cleaned up some broken links in other pages --- docs/source/getting_started/running_at_scale.ipynb | 2 +- docs/source/system_reference_guide/work_with_git.ipynb | 2 +- docs/source/technical_tutorials.rst | 1 + .../technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb | 4 ++-- 4 files changed, 5 insertions(+), 4 deletions(-) diff --git a/docs/source/getting_started/running_at_scale.ipynb b/docs/source/getting_started/running_at_scale.ipynb index 9ca4b838..858d0876 100644 --- a/docs/source/getting_started/running_at_scale.ipynb +++ b/docs/source/getting_started/running_at_scale.ipynb @@ -78,7 +78,7 @@ "### The Jobs UI\n", "MAAP is configured to run up to 4,000 concurrent jobs. There are two additional ways to run a job: via the Jobs UI in the Launcher, or via a call to the maap-py Python library.\n", "\n", - "The Jobs UI will let you run and monitor jobs easily. You can find full documentation in the system reference guide for [the Jobs UI](../system_reference_guide/jobsui.ipynb) or [using maap-py](../system_reference.rst/jobs_maappy.ipynb) with Python in the System Reference Guide FAQs.\n", + "The Jobs UI will let you run and monitor jobs easily. You can find full documentation in the system reference guide for [the Jobs UI](../system_reference_guide/jobsui.ipynb) or [using maap-py](../system_reference_guide/jobs_maappy.ipynb) with Python in the System Reference Guide FAQs.\n", "\n", "![job_ui_access](../_static/jobs_ui_access.png)\n", "\n", diff --git a/docs/source/system_reference_guide/work_with_git.ipynb b/docs/source/system_reference_guide/work_with_git.ipynb index 8a5f6abb..05b09bfb 100644 --- a/docs/source/system_reference_guide/work_with_git.ipynb +++ b/docs/source/system_reference_guide/work_with_git.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "### Committing Changes to a Git Repository\n", - "All projects imported from GitLab can be found in `/projects`. Instructions how to clone a repository from Git can be found [here](../getting_started/writing_code.html#Clone-a-Respository-with-GitHub) and instructions for working with MAAP GitLab can be found [here.](../getting_started/writing_code.html#Working-with-the-MAAP-GitLab)\n", + "All projects imported from GitLab can be found in `/projects`. Instructions how to clone a repository from Git can be found [here](../getting_started/writing_code.ipynb#Clone-a-Respository-with-GitHub) and instructions for working with MAAP GitLab can be found [here.](../getting_started/writing_code.ipynb#Working-with-the-MAAP-GitLab)\n", "\n", "Before you update your project with your changes, you need to get a classic personal access token from GitHub. MAAP currently doesn't supported fine-grained tokens. Create a classic personal access token by following [these steps](https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/managing-your-personal-access-tokens#creating-a-personal-access-token-classic) in Developer settings. Remember to save your personal access token for later use. \n", "\n", diff --git a/docs/source/technical_tutorials.rst b/docs/source/technical_tutorials.rst index c887fefb..e97db766 100644 --- a/docs/source/technical_tutorials.rst +++ b/docs/source/technical_tutorials.rst @@ -6,6 +6,7 @@ Technical Tutorials :caption: Technical Tutorials: + technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb technical_tutorials/searching.rst technical_tutorials/visualizing.rst technical_tutorials/accessing.rst diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index 6c948e5e..9dde89c8 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -38,9 +38,9 @@ "source": [ "## Before Starting\n", "\n", - "- This tutorial assumes that you have at least run through the [Getting Started Guide](../getting_started/getting_started.ipynb) and have set up your MAAP account.\n", + "- This tutorial assumes that you have at least run through the [Getting Started Guide](../../getting_started/getting_started.ipynb) and have set up your MAAP account.\n", "- This tutorial is made for the Application Development Environment (ADE) v. 3.1.0 or later (August 2023 or later).\n", - "- This also assumes that you are familiar with using [Github with MAAP](../system_reference_guide/work_with_git.ipynb)" + "- This also assumes that you are familiar with using [Github with MAAP](../../system_reference_guide/work_with_git.ipynb)" ] }, { From e1af54a4421bbae25e6e639424afa88afd08ee3d Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Fri, 29 Sep 2023 14:47:37 -0700 Subject: [PATCH 07/77] fix spacing to make bullet lists work --- .../dps_tutorial/dps_tutorial_demo.ipynb | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index 9dde89c8..0f267756 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -40,7 +40,7 @@ "\n", "- This tutorial assumes that you have at least run through the [Getting Started Guide](../../getting_started/getting_started.ipynb) and have set up your MAAP account.\n", "- This tutorial is made for the Application Development Environment (ADE) v. 3.1.0 or later (August 2023 or later).\n", - "- This also assumes that you are familiar with using [Github with MAAP](../../system_reference_guide/work_with_git.ipynb)" + "- This also assumes that you are familiar with using [Github with MAAP](../../system_reference_guide/work_with_git.ipynb)." ] }, { @@ -55,11 +55,10 @@ "metadata": {}, "source": [ "- Clone the demo algorithm & make a personal copy\n", - "- Editing and testing your Algorithm code\n", - "- Prepare the Algorithm for DPS\n", + "- Edit and testing your Algorithm code to make sure that it is working in its original form\n", + "- Prepare the Algorithm for DPS by setting up the runtime arguments and pre-run environment set-up\n", "- Register the Algorithm with the Algorithm UI\n", "- Run and Monitor the Algorithm using the Jobs UI\n", - "- Run and Monitor the Algorithm using the maap.py (Future)\n", "- View the outputs and errors from your run" ] }, @@ -86,12 +85,12 @@ "metadata": {}, "source": [ "Anatomy of the dps-tutorial-demo repo:\n", + "\n", "- `README.md` to describe the algorithm in Github\n", "- `tutorial.py`: a python script that contains the logic of the algorithm\n", "- `build.sh`: a shell script that is executed before the algorithm is run; it is used to set up any custom programming libraries used in the algorithm (i.e., a custom conda environment)\n", "- `environment.yaml`: a configuration file used by conda to add any custom libraries; this is used by build.sh\n", - "- `run.sh`: a shell script that DPS will execute when a run is requested. It calls any relevant python files with the required inputs\n", - "\n" + "- `run.sh`: a shell script that DPS will execute when a run is requested. It calls any relevant python files with the required inputs\n" ] }, { @@ -108,6 +107,7 @@ "Once you have an algorithm such as the dps-tutorial-demo, or your own Jupyter Notebook, test it to make sure that it is running properly.\n", "\n", "Typically a Jupyter Notebook is run interacively. A DPS algorithm will take all inputs up-front, do the processing, and produce output files. The dps-tutorial-demo is set up like a DPS algorithm. Some aspects to note:\n", + "\n", "- ARGPARSE STUFF\n", "- LOG FILE\n", "- EXAMPLE INPUT URL and EXAMPLE RUN COMMAND ON CLI\n", From 9089adbd84eaf63a518c45c96020ebbb2fc51377 Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Mon, 23 Oct 2023 11:04:56 -0700 Subject: [PATCH 08/77] typos --- .../dps_tutorial/dps_tutorial_demo.ipynb | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index 0f267756..c1a59bcd 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Authors: Rob Tapella and Sujen Shah\n", + "Authors: Sujen Shah and Rob Tapella\n", "\n", "Date: October, 2023\n", "\n", @@ -74,7 +74,7 @@ "metadata": {}, "source": [ "1. For this tutorial, please use a Basic Stable workspace. \n", - "2. Download a copy of the Github repository at https://github.com/MAAP-Project/dps-tutorial-demo\n", + "2. Download a copy of the Github repository at https://github.com/MAAP-Project/dps_tutorial\n", "3. Create a new repository in your workspace, put the copied dps-tutorial-demo in it, and push it to Github. This way you can modify the tutorial files while you're practicing and register your own version of the demo algorithm.\n", "\n", "It does not matter what you call the copy of the tutorial files, but it does need to be a public repository in order to register the algorithm with DPS." @@ -84,7 +84,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Anatomy of the dps-tutorial-demo repo:\n", + "Anatomy of the dps_tutorial repo:\n", "\n", "- `README.md` to describe the algorithm in Github\n", "- `tutorial.py`: a python script that contains the logic of the algorithm\n", @@ -104,7 +104,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Once you have an algorithm such as the dps-tutorial-demo, or your own Jupyter Notebook, test it to make sure that it is running properly.\n", + "Once you have an algorithm such as the dps-tutorial-demo, or your own Jupyter Notebook, test it to make sure that it is running properly by following the instructions in the README.md file.\n", "\n", "Typically a Jupyter Notebook is run interacively. A DPS algorithm will take all inputs up-front, do the processing, and produce output files. The dps-tutorial-demo is set up like a DPS algorithm. Some aspects to note:\n", "\n", From 0691ec18110e9da182de8f018d145d9bd75c2dbf Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Tue, 24 Oct 2023 15:48:42 -0700 Subject: [PATCH 09/77] added images --- .../_static/dps_tutorial_git_repo.png | Bin 0 -> 72118 bytes .../_static/tutorial_register_1.png | Bin 0 -> 138733 bytes .../_static/tutorial_register_2.png | Bin 0 -> 256098 bytes .../_static/tutorial_register_3.png | Bin 0 -> 246044 bytes .../_static/tutorial_register_4.png | Bin 0 -> 90236 bytes .../dps_tutorial/dps_tutorial_demo.ipynb | 99 +++++++++++++----- 6 files changed, 75 insertions(+), 24 deletions(-) create mode 100644 docs/source/technical_tutorials/dps_tutorial/_static/dps_tutorial_git_repo.png create mode 100644 docs/source/technical_tutorials/dps_tutorial/_static/tutorial_register_1.png create mode 100644 docs/source/technical_tutorials/dps_tutorial/_static/tutorial_register_2.png create mode 100644 docs/source/technical_tutorials/dps_tutorial/_static/tutorial_register_3.png 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It can be whatever you want. \n", "- Algorithm Description is additional free-form text to describe what this algorithm does.\n", "- Disk Space is the minimum amount of space you expect—including all inputs, scratch, and outputs—it gives the DPS an approximation to help optimize the run.\n", - "- The Container URL is a URL of the Stack (workspace image environment) you are using as a base for the algorithm. In this example we use: `mas.maap-project.org/root/maap-workspaces/jupyterlab3/vanilla:v3.1.1`\n", + "- The Container URL is a URL of the Stack (workspace image environment) you are using as a base for the algorithm. In this example we use: `mas.maap-project.org/root/maap-workspaces/base_images/vanilla:v3.1.1`\n", "See [the Getting Started guide](../../getting_started/running_at_scale.ipynb#Container-URLs) for more information on Containers.\n", "\n", "#### Finally you fill in the input section:\n", From e0582e755fd464802229f6055dd4bee2d64725c0 Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Wed, 1 Nov 2023 15:08:16 -0700 Subject: [PATCH 11/77] updating to new alg. reg UI --- .../_static/tutorial_register_1.png | Bin 138733 -> 105171 bytes .../_static/tutorial_register_2.png | Bin 223510 -> 262477 bytes .../dps_tutorial/dps_tutorial_demo.ipynb | 8 ++++---- 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/source/technical_tutorials/dps_tutorial/_static/tutorial_register_1.png b/docs/source/technical_tutorials/dps_tutorial/_static/tutorial_register_1.png index c686b07ad0d2809934edba52e0f68d8f890d59ee..40b1086c2fa5c9c18278e084175d3efdb49663e9 100644 GIT binary patch literal 105171 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                                                                                                                                  " ], "text/plain": [ "\n", @@ -1248,7 +1247,7 @@ " data_rate: Data are stored as aggregates of 100 meters." ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1260,21 +1259,6 @@ "atl08_track" ] }, - { - "cell_type": "code", - "execution_count": 18, - "id": "045f0b3f-a613-443c-91ae-102b3015c72b", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# nsidc_object = \"s3://nsidc-cumulus-prod-protected/ATLAS/ATL08/005/2021/11/14/ATL08_20211114213015_08161305_005_01.h5\"\n", - "# with s3_fsspec.open(nsidc_object) as f:\n", - "# atl08_track = xarray.open_dataset(f, engine=\"h5netcdf\", phony_dims='sort')\n", - "# atl08_track" - ] - }, { "cell_type": "markdown", "id": "1cac457a-515d-4024-8d16-7ab9e62e3237", @@ -1282,164 +1266,99 @@ "source": [ "## Visualizing the Data\n", "\n", - "By looking at the data variables, we can also create a visualization." + "By looking at the data variables, we can also create a visualization using xarray. Let's plot elevation:" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 14, "id": "4ca91e06-8eae-498d-bf63-95be8d64d8ee", "metadata": { "tags": [] }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dimensions: (delta_time: 18690, ds_geosegments: 5, ds_surf_type: 5)\n", + "Coordinates:\n", + " * delta_time (delta_time) datetime64[ns] 2023-08-16T18:29:24.853128...\n", + " latitude (delta_time) float32 ...\n", + " longitude (delta_time) float32 ...\n", + "Dimensions without coordinates: ds_geosegments, ds_surf_type\n", + "Data variables: (12/41)\n", + " asr (delta_time) float32 ...\n", + " atlas_pa (delta_time) float32 ...\n", + " beam_azimuth (delta_time) float32 ...\n", + " beam_coelev (delta_time) float32 ...\n", + " brightness_flag (delta_time) float32 ...\n", + " cloud_flag_atm (delta_time) float32 ...\n", + " ... ...\n", + " snr (delta_time) float32 ...\n", + " solar_azimuth (delta_time) float32 ...\n", + " solar_elevation (delta_time) float32 ...\n", + " surf_type (delta_time, ds_surf_type) int8 ...\n", + " terrain_flg (delta_time) float64 ...\n", + " urban_flag (delta_time) float64 ...\n", + "Attributes:\n", + " Description: Contains data categorized as land at 100 meter intervals.\n", + " data_rate: Data are stored as aggregates of 100 meters.\n" + ] + }, { "data": { - "text/html": [ - "
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", "text/plain": [ - "Empty DataFrame\n", - "Columns: []\n", - "Index: [(1, 1, 1), (1, 1, 2), (1, 1, 3), (1, 1, 4), (1, 1, 5), (1, 2, 1), (1, 2, 2), (1, 2, 3), (1, 2, 4), (1, 2, 5), (1, 3, 1), (1, 3, 2), (1, 3, 3), (1, 3, 4), (1, 3, 5), (1, 4, 1), (1, 4, 2), (1, 4, 3), (1, 4, 4), (1, 4, 5), (1, 5, 1), (1, 5, 2), (1, 5, 3), (1, 5, 4), (1, 5, 5), (1, 6, 1), (1, 6, 2), (1, 6, 3), (1, 6, 4), (1, 6, 5), (1, 7, 1), (1, 7, 2), (1, 7, 3), (1, 7, 4), (1, 7, 5), (1, 8, 1), (1, 8, 2), (1, 8, 3), (1, 8, 4), (1, 8, 5), (1, 9, 1), (1, 9, 2), (1, 9, 3), (1, 9, 4), (1, 9, 5), (1, 10, 1), (1, 10, 2), (1, 10, 3), (1, 10, 4), (1, 10, 5), (1, 11, 1), (1, 11, 2), (1, 11, 3), (1, 11, 4), (1, 11, 5), (1, 12, 1), (1, 12, 2), (1, 12, 3), (1, 12, 4), (1, 12, 5), (1, 13, 1), (1, 13, 2), (1, 13, 3), (1, 13, 4), (1, 13, 5), (1, 14, 1), (1, 14, 2), (1, 14, 3), (1, 14, 4), (1, 14, 5), (1, 15, 1), (1, 15, 2), (1, 15, 3), (1, 15, 4), (1, 15, 5), (1, 16, 1), (1, 16, 2), (1, 16, 3), (1, 16, 4), (1, 16, 5), (1, 17, 1), (1, 17, 2), (1, 17, 3), (1, 17, 4), (1, 17, 5), (1, 18, 1), (1, 18, 2), (1, 18, 3), (1, 18, 4), (1, 18, 5), (2, 1, 1), (2, 1, 2), (2, 1, 3), (2, 1, 4), (2, 1, 5), (2, 2, 1), (2, 2, 2), (2, 2, 3), (2, 2, 4), (2, 2, 5), ...]\n", - "\n", - "[450 rows x 0 columns]" + "
                                                                                                                                  " ] }, - "execution_count": 19, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ + "nsidc_object = \"s3://nsidc-cumulus-prod-protected/ATLAS/ATL08/006/2023/08/16/ATL08_20230816182927_08792008_006_01.h5\"\n", "with s3_fsspec.open(nsidc_object) as f:\n", - " atl08_track = xarray.open_dataset(f, group='gt1l/land_segments', engine=\"h5netcdf\", phony_dims='sort')\n", - "\n", - "df = atl08_track.to_dataframe()\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "1913793e-9e25-4658-a8a1-dc97fc08f159", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# with h5py.File(data,'r') as f:\n", - "# gt1l_can_h_m = f['/gt1l/land_segments/canopy/n_toc_photons'][:]\n", - "# gt1l_lat = f['/gt1l/land_segments/latitude'][:]\n", - "# gt1l_lon = f['/gt1l/land_segments/longitude'][:]\n", - "# gt1l_seg = f['/gt1l/land_segments/segment_id_beg'][:]\n", - "# #gt1l_dist_ph = f['/gt1l/land_segments/canopy/h_canopy'][:]" + " with xarray.open_dataset(f, group='gt1l/land_segments', engine=\"h5netcdf\", phony_dims='sort') as atl08_track:\n", + " print(atl08_track)\n", + " atl08_track.dem_h.plot()" ] }, { - "cell_type": "code", - "execution_count": 14, - "id": "cdda9e31-22d8-428c-b18d-4f812c5c4c9a", + "cell_type": "markdown", + "id": "dec4d2fc-7a93-419e-9996-4d8d20a8a892", "metadata": { "tags": [] }, - "outputs": [], "source": [ - "# !pip install -q geopandas\n", - "# import geopandas as gpd\n", - "\n", - "# geometry = gpd.points_from_xy(gt1l_lon, gt1l_lat)\n", - "# data = {'Latitude': gt1l_lat, 'Longitude': gt1l_lon, 'Canopy_Heights': gt1l_can_h_m, 'Segment_ID': gt1l_seg}\n", - "# gdf = gpd.GeoDataFrame(data,geometry=geometry, crs='EPSG:4326')\n", - "# gdf" + "If we want to plot canopy height, we can also do that:" ] }, { "cell_type": "code", "execution_count": 15, - "id": "b4f24005-7173-4d0e-9f28-4dc09a5ef0dc", - "metadata": { - "tags": [] - }, - "outputs": [], + "id": "8003da8f-ded1-4f52-b6f3-cc9e110be1f5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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mWOKIuGp0Ij3IZYwPLt8stfs9hS6EELWg/Io9zsFMw4YN8dBDD4mRFuIi5LwB6eYnhBD3wzmY4TrpJHEPVBxKCCH8uEJ1t9zPAM5tZgCgpqYGmzZtwpdffomSkhIAwLVr13D7No19QJxXK1L1l0ajoRF/CSHEBXEumcnMzMTw4cNx5coVVFZWYujQoQgMDMTChQtRUVGBL774Qox0EhHIHUnbUqPTwdPDk9WyWbfKEBXsCy9PXnE5IYQQnpT0csj5CTBz5kx069YNBQUF8PPzM3z+4IMPYvPmzYImjhB7Uk9fR7+FW/HkioOsf0OjChBCiOvhXDKzc+dO7Nq1Cz4+Piafx8XFITs7W7CEEfWSamC6b3dmAADSzt9gtby1OEZJbxaEEEL44Vwyo9PpUFtba/H51atXERgYKEiiCCGEEHeh1hGAlYRzMDN06FAsXrzY8LdGo8Ht27cxd+5c3HvvvUKmjYhMqSM53/fpTtwqrRJl3VQSQwghrodzNdNHH32EQYMGoX379qioqMCECROQnp6Oxo0bY9WqVWKkkYhErOogZ1d7/vptfLb1guPtcOzOqNG4RhdIQghRgj2X8uVOggHnYCY6OhpHjx7F6tWrcejQIeh0Ojz55JOYOHGiSYNgomwV1bU4fKXQ5vc1tTp8vu0iercMRfdmIdIl7I6KasuqTEIIcRVXC8rlToLTKqt1jheSCOdgZvv27ejTpw8ef/xxPP7444bPa2pqsH37dvTv31/QBBJxfJl2ye73Px+8ikWp54FU4PKCkRKlyrZaHQNPD9NqsaJy7vODUd00IURMRWXVWHPkKkZ2jEZYoFbu5EhG7jJvzm1mBg0ahFu3bll8XlRUhEGDBgmSKFfx04EreOSrvSgqr5Y7KRbO55XY/f7SDf4DIArRFMf8xkg7bzm795mcYk7rtJYuuW9AQvhQaHM3AuDlX44i+c/TmPztfrmTIjolVdtzDmYYhrHacDQ/P99i0kl399qvJ7DnUj6r9h+SU841yEpZFVU7EUKUb9OZuhev0xxftohzWFczjRkzBkBdD5gpU6ZAq60vPqutrcXx48fRp08f4VPoAkoquFeHEHEo6U1CaHklFdhw6joeTGqCBlrONchERahXHiGmWOd4wcHBAOpKZgIDA00a+/r4+KBXr154+umnhU8hEUStjsHLPx9Fx5iGeKJvc7mT45B5Zi1E5u3q7WUe+WovLt4oxeHMAnw0rrPcySEC+fXQVRy/Woh7OkTKnRRCbJI7d2UdzOhny27WrBleeeUVqlLiRP7XqC1n8/D70Wv4/eg1VQQzq/Zf4fU7uW8oOV28UQoA2HT6uswpIULaeeEm1hzJRmyIv9xJIW7idmUNfj+SjWEdIhAe6Ct3cljh3GZm7ty50Gq1NGu2ypRWSlfV9fWODPxzIkey7RFCCBHO27+fxJu/n8QjX+2VOymscQ5mMjMzkZiYiNGjR2PatGm4caNuXpyFCxfilVdeETyBRBhcez9YW57LiMHP/3iY2wYlUFlTS20NCCGqIVdJc+qd0l19aa8tSqq659xKUD9r9rFjxxAaGmr4/MEHH8RTTz0laOJchRofoEpLsxDJee3XE5brVdqOEkLIHUrPnZTUoYJmzSasyfngp6CDEEKILTRrtptSUkRNCOGGBs1zfXSOuaFZsyVAhQqEEL7WHKkr8V62M0PmlBAp0XODG5o1mzh0Ia8ErcKp1I0QOd0qrZI7CYQoFueSGf2s2a+88gqeffZZJCUlYcGCBThy5AjCw8N5J2T+/PnQaDSYNWuW4TOGYZCcnIzo6Gj4+flh4MCBOHXqFO9tEPaMizhn/2bZcFZqm89Yzs1EiLuit3ZiDcMwOHj5ForKlDcfoNg4BzMA4OfnhyeeeAJLlizB559/jqeeespkRGCuDhw4gK+++godO3Y0+XzhwoVYtGgRlixZggMHDiAyMhJDhw41jG2jFkpon8KlW7W5Wp399A/6zzZcL6nkvX421h67Jsp65T8zhBAijPUnc/GvL/Zg6EdpcidFcrwmcMnOzsauXbuQl5cHnU5n8t2MGTM4rev27duYOHEivv76a8ybN8/wOcMwWLx4MebMmWOYF2rFihWIiIjAypUr8eyzz/JJOhFBxs1SfLjxnNzJIIQQVRKqse/6U7kAgDyRXy71jMeZkfvFkHMws3z5cjz33HPw8fFBaGioyRu/RqPhHMxMmzYNI0eOxJAhQ0yCmYyMDOTm5mLYsGGGz7RaLQYMGIDdu3fbDGYqKytRWVl/IouLaebSsqoaVFTX90DLLiwXfBs1tXJfynVyiyvkToLslHEmCCFs2ao2VHqHJiXUOuhxDmbefvttvP3225g9ezY8PHjVUhmsXr0ahw8fxoEDByy+y82tizAjIiJMPo+IiEBmZqbNdc6fPx/vvPOOU+kSmvGF+t+9mTh/vQTv3N/BqaoftqpqdGj/9gaTzw5nFjj8Hdc6+fxSad4EHBmvouG3CSHEHq6hgpzBj9yBF+dopKysDOPHj3c6kMnKysLMmTPx3//+F76+tieyMn/gMwxjNwiYPXs2ioqKDP+ysrKcSqfQ3vz9JL7fk4k9F/Ml2d51GyUVXIKVwnLHjcl2XZBmf4S2ODVd7iQQQoggpHhBVirOEcmTTz6JX375xekNHzp0CHl5eejatSu8vLzg5eWFtLQ0fPLJJ/Dy8jKUyOhLaPTy8vIsSmuMabVaBAUFmfyTQ1WNzu73xRXSTfxojs31XlVbn/5LDubnULNvd9HYHUR93PiZpVgMw+CHvdZrDaprdSirqkFljeWAs0QYnKuZ5s+fj1GjRmH9+vVITEyEt7e3yfeLFi1itZ67774bJ06Ydvl9/PHH0bZtW7z22mto0aIFIiMjkZqaiqSkJABAVVUV0tLS8MEHH3BNtuRW7qu/qJVTq8ieo2CMECItNeYj7mT9yVy89ftJq9/9uDcTyX+exqiOUXiyb3OJU+YeOAczKSkp2LBhA9q0aQMAFg2A2QoMDERCQoLJZwEBAQgNDTV8PmvWLKSkpCA+Ph7x8fFISUmBv78/JkyYwDXZkluw/qzcSRCcOxdhEkKIPWdz5R8yxJ1zaM7BzKJFi/Dtt99iypQpIiTH1Kuvvory8nJMnToVBQUF6NmzJzZu3KiKOaAqqh2VbMj3nqWBBkeuFMq2fUKIc2jQPOVRxClx42iGczCj1Wpx1113iZEWbNu2zeRvjUaD5ORkJCcni7I9qSgx45GiC/Om09cxpL3t9k1EHG6cnxGZLd+Vgd+PZGPFEz3Q0N9H7uRIy0pGf/+Snbi/UzS8PBzflbU6BnPWSDPa+tw/TiLzVhm+ndwdHizSZku1QobkAHg0AJ45cyY+/fRTMdJCJKLRACM7Rtn83lZ7GYZjVPbU9wc5LU8IUbd3/jyNY1eLsHTbRbmTogjHrxZh3rozJqU2tnLRv0/kYPUB53rf5hWzGyJjxZ5MbDt3A4evWB+mo8bBqO8AkFNUjj9FGpmdD84lM/v378eWLVvw119/oUOHDhYNgH/77TfBEkecZyv+CNTaPvWv/HIM/j6eIqWIEOLqjAfpdBdsXvVstTvUaNgNgWHPxlO52HnhJqff2Apaylmcv5X7rnDaltg4BzMNGzY0TC9A2LE2SqISq5701h67hvHdY+VOBiGEuA1rYQ6XCqClae5dGsZrOgOiHlcLyiw+ozYVwiupqMZz/z0EAPjhiZ5O1UM7S8FxMiEuy9kXVA8rpTZi38vOpFlpzxFeE00SbjQynvYPbHQRd3QRK7nkSIlqahnVjoJM1IdGSVCepiH+Nr9jk5/K+P7jElg1AO7SpQsKChzP56PXt29fZGdn806Uq7E1Gde1wnI8/99DOHj5lojbJoQQabljvhMXajuY0bMVrzCM9ZIZsblSUMyqZObo0aM4duwYQkJCWK306NGjJjNXE+tmrj6CA5cL8M/JXFxeMFKUbVith3WhC5gQt+GOEYIbkSNfdqoE3izBcj9XWFcz3X333ay75tJIsY4xAA5cZl/a5cx2LMl/fmpqXXe6BHrmEEK4Uupzc8vZ6xjc1nK8MPPUyt00gVUwk5HBfTK+mJgYzr8hyiH2fXXqWrG4G5CYQvMh4qLkfnAQbnQsTphS28w88d1B0WoOhMQqmImLixM7Ha5NYRnPudwS1FJuaJB/uxKhDbRyJ4MQu6pcuDTTFdgrWZm37sydZWz//lCm+CX15lzpJYx6M7k4azHLR5vOO/xdet5tEVJDCCHEnEYD/OjkIHR83k+d6pqtsECI83QGRBjmF9Gi1POY+M1eVCvk7cvaW4JS63Sd5Slw+S7XaR8IIcQapeS4JRXOjU4sBQpmJMDm0fbJ5nTsupCPDadyRU8PMSVEkCbnWELE/bjoewVRKFvz9SkJBTMysZUZqeGiUapbpVW8fqfUhneEEPfGpYz3aFahWMmwyrwA+uKNUkm3b45zMDNlyhRs375djLQQEbjTG9yVW5ZTN7BBlUKEECm4cnZ887a8Y8txDmZKSkowbNgwxMfHIyUlhUb6ZWHfpXyUVdWYfCZVswqhtnOtsFzxbUG8FFLEIvdRUvp5IsQVCf3i6E4vokLgHMz8+uuvyM7OxvTp0/HLL7+gWbNmGDFiBP73v/+hulr5jYTkcK2oAlOWHzD5bNrKw1aXVepz6P/+d0zuJDjk5cnv7hfkmFPGQ4iBUvMxYsqVAiZebWZCQ0Mxc+ZMHDlyBPv370erVq0wadIkREdH48UXX0R6errQ6VS9/Rnizb9kj1AXa3ZBuTArEpFSSmbk5qq9zghxJ1IEhK4UdDrVADgnJwcbN27Exo0b4enpiXvvvRenTp1C+/bt8dFHHwmVRrci9HPIlS5WRzw9qD07H5dvluKD9Wdlr/Mm7LnTfe1KbL1oWD+fDHKKKkRNjyvhPGhedXU11q5di+XLl2Pjxo3o2LEjXnzxRUycOBGBgYEAgNWrV+P555/Hiy++KHiC1aCiulbuJAjucj6/xrVS8uQbCQr8YFDbg2b0Z7tQVF6Nk9lF+OHJnnInhxBVKizj38zC2kCmm87kOZMc0Sktm+MczERFRUGn0+GRRx7B/v370blzZ4tl7rnnHjRs2FCA5KkTm3k4iGtRc81OUXldJnxQgolPCXFVQg8st/38DZvf3SqtQq+UzQCAc/OGi161rIaqa87BzEcffYSxY8fC19fX5jKNGjXiNTklER6juPhZebgco4ybpUg9nYuIIF+M7txExFQRYpsKni1uR+pzQnN1meLcyGDSpEmGQCYrKwtXr14VPFGuqsiJYkhXo9YQ61xuCVL+Posf9mTKnRRCiMpQDCoezsFMTU0N3nrrLQQHB6NZs2aIi4tDcHAw3nzzTeqafYetWqbxX+/l/VuiHlQaRgiRUrEMcyeVVtY4XkhCnKuZpk+fjjVr1mDhwoXo3bs3AGDPnj1ITk7GzZs38cUXXwieSFdxJqdYsm0xDIM/j+fg/HWa/doRIQJIV3jjoiCMEHV647cTkm/TmQbPYuAczKxatQqrV6/GiBEjDJ917NgRTZs2xfjx4ymYgXN1p0LVu247fwMzVh0RZmUqIeXDmB77hBCl2CxDzyelvfxwrmby9fVFs2bNLD5v1qwZfHx8hEgTEcCp7CK5k+CS1NDwku90BjTzNxGK0h50asS26oiaJtThHMxMmzYN7733Hior6wfYqqysxPvvv4/p06cLmji1cvbi0ukY7LuUj9tO1EnuF6Gbba6LDuDEoK5bpVBzGrlT5rJ403kkrz0ldzKIC6uq0eFC3m1cuuECVeYc3hcqqm33VpL6tUMNrzmcq5mOHDmCzZs3IyYmBp06dQIAHDt2DFVVVbj77rsxZswYw7K//fabcCl1EwwD/LgvE2/9cQrto4Lw98x+vNZjb4wCvpT+jOZbsrA/4xae++8hTOjZFCkPJvLbthqKbBzg8za9eFPd1CWP9Y5Di7AGQieJ2OBOAXN2YTmGLEpDoK8XTiTfI3dyiEJxDmYaNmyIhx56yOSz2NhYwRJEgP8drpuJ/LSEDYbZUP/j2rpFqecAACv3XeEdzHCl0zF4YdURtI4IxMwh8ZJsU0w05gUhyrbxVC6aNPJDh+hgQdantGppzsHM8uXLxUiHS3HmJV3JL1yXbpTy+t3fJ3JwKLMAc+5tBw8XmQzS2Sqp3Rfzse5EDtadyHGJYGb1/izMvrcttF6ecifFLSipIJBhGNTqGHh5ijw3mpIzR4U7mV2EZ344BAC4vGCk4fN5605j3Qx+pf9KaxfFOZjRu3HjBs6dOweNRoPWrVsjLCxMyHS5N4WWIf90MIvX76b+eBgA0Dm2Ie7rFC1kkkxIcXMJ9Qxxtfm7vtt9GQ20XnjlnjZyJ4VIbNKy/TibW4wdrw4WZf0KitucJkZpxmu/Hke5g/zkQp719kanrjlR+q+wxxTnULq0tBRPPPEEoqKi0L9/f/Tr1w/R0dF48sknUVam/MkIpSB3LPLxnXYMSmBcgnGjRJmzMtfqnD9hXLMoJbxZV9Xo8P2ey4a/nc1od6QL306LiOebHZcw/qs9+O2wc6O477xwEzdvV2FvRr5AKbNOYc9OxfjlEI3CD/AIZl566SWkpaXhzz//RGFhIQoLC/HHH38gLS0NL7/8shhpdCuZ+aVO37TWZmCVS887k6Ep2UWj6rOzucVO9SJTk693XMLbf9T3RHK2ZEuAmJBI6OKNUuy9dAvZBeVyJ8UuJQT+bCitDYm74RzM/Prrr1i2bBlGjBiBoKAgBAUF4d5778XXX3+N//3vf2Kk0a18uuWC3EkQVJ5CS2NsGb54B4YuSnO4nLPPbSVk0Iczhe2+T7PFq5NazppQQyeIRco2JFLnH59tvYBbpVXSbpQjzsFMWVkZIiIiLD4PDw+naqY7lPCgUiJlZ0X1cuyMp8OmC7bcea5c3cTl3m/CjVryKVcq8VDLMTf3zc4MvPjTUdMPFbYvnIOZ3r17Y+7cuaioqM/wy8vL8c477xjmanJ3zmbqfH9fq2Nw5Irwg+URx9SaSQmJYhl1oiDU9R0yKoU9m8uv0e/uizdNP1DYdcO5N9PHH3+M4cOHGwbN02g0OHr0KHx9fbFhwwYx0uh2TrCciqCmVmfSHfLjTefxiUqqqZReZOzIkSuFTv1ezW+b53JL8N3uy5hxdyuTz9V+Tt2NmFegGJcCXV3c7L2Uj14tQgEAP+zNNHw+fPEOQdavtPPBOZhJSEhAeno6/vvf/+Ls2bNgGAbjx4/HxIkT4efnJ0YaiRX/nMjB9FVH8PH4zhjVsa6785fbL8mcKvsYhkFhWRU2nr6O6GB1XiuZ+fzG2pGS2EHFyE92oEbHIP16icnn1GZGnZQ2Xog5Vyr1LK2sEaT3JBsns4sMwYw74DXOjJ+fH55++mmh0+IyrhWK3zvg+Ttjt0xfecQQzKjBUysO4mBmAZo0VGcwU1zhuKeT0h8Ozqq5kxmfMRuhmnozqYvgQYLI51/psTKb0tZ/Tubin5O5EqQGmLfuDCb3aQZvgQYzNN8/pcWYvIKZ8+fPY9u2bcjLy4NOZzqM+dtvvy1IwtTsj6PX5E6CImk0Ghy8U3ebLUHAJwbBbmAF5ARCP8yomkmd6LSpD9tq6n9O5uJ+oQYqNd+kAvIwY5yDma+//hrPP/88GjdujMjISJOeExqNhoIZuFaxKGGHaxsYV7xE6JmoLoK32xL5onb1Ek8xVIo50rjCTgfnYGbevHl4//338dprr4mRHpfgig8qIdCbu7I43etO4PUReSj9tAn9crho4zk0DtTisd7NBF2vEoMtIVOk9Oca58q0goICjB07VpCNL126FB07djQMvte7d2/8888/hu8ZhkFycjKio6Ph5+eHgQMH4tSpU3bWqAxijvNxLrcE+y6ZDht+8PItzP7tBCpr3HvmYqU8TNmkQ66xYIRUVmX61kfBKhGTEJfXhbwSfLLlgsnI1y5NxFtSaXc752Bm7Nix2LhxoyAbj4mJwYIFC3Dw4EEcPHgQgwcPxujRow0By8KFC7Fo0SIsWbIEBw4cQGRkJIYOHYqSkhIHa5aXmM+pexZvx7iv9pp89q8v9mDV/ivibZQYuEAM4pBOx6CgtApVbh4cuzrDtazwIFTIwL+ERQN+VyJkaZHS8z7O1UytWrXCW2+9hb179yIxMRHe3t4m38+YMYP1uu677z6Tv99//30sXboUe/fuRfv27bF48WLMmTMHY8aMAQCsWLECERERWLlyJZ599lmuSZeMh9LPOhGcq5zyqhodOr2zEeXVtYgL9Ufa/w1i/VtlPxKJ2lXW6HAyuwgJTYJ5r0PMa1SJY0cJGacqcf+McQ5mvvrqKzRo0ABpaWlISzOdw0aj0XAKZozV1tbil19+QWlpKXr37o2MjAzk5uZi2LBhhmW0Wi0GDBiA3bt32wxmKisrUVlZPx9QcbETU5zzpOxT7rrUFFAoIanWjtfhKwUov9NoMDOf2/QkCn/BV51bpVUY+8Vu0dZvKJgRaoUSnP9lOzPw0bjO4m/IRYgbvCkL52AmIyND0AScOHECvXv3RkVFBRo0aIA1a9agffv22L277iY2nwcqIiICmZmZ1lYFAJg/fz7eeecdQdPIlYeHcKe5sqYWWi9PwdZHxOeuz3QlNoBUsy+3XzSZ0d2Y0t+SheQ+e8reTwfZNSsQ8wVDaXe7MKPpOKFNmzY4evQo9u7di+effx6TJ0/G6dOnDd+b15cyDGO3DnX27NkoKioy/MvKyhIt7VKw1ai3U2xDAMDk3nESpoZI9RApr6qVfJZaKllRluoa2ydEiMBRn4+609QDrnKNf5HGbrR3ajPjwNWrV7F27VpcuXIFVVWmGe6iRYs4rcvHxwetWtXN8dKtWzccOHAAH3/8saHrd25uLqKiogzL5+XlWZ21W0+r1UKr1XJKg9CkOOnaO6M6CjW6oytQSkb13p+n8cG/OtpdxtE10nVeKsqqanH4raEICfDhtH25DoNSjr+rUF1Jl0j5XllVfaNdqaYC4EPK81VSUS3ZtvQUHstwD2Y2b96M+++/H82bN8e5c+eQkJCAy5cvg2EYdOnSxekEMQyDyspKNG/eHJGRkUhNTUVSUhIAoKqqCmlpafjggw+c3o4Y/rPhHK4VliM+IlCwdaZfv42ucY0sPlddRudGfjqY5TiYcZA16Ls9H8sqxKC24YKlzZGnVxzk/VsKZtRJ6XlJda2y0ycHtsfkxNUinIsTpvevtVoSJeH8Wj979my8/PLLOHnyJHx9ffHrr78iKysLAwYM4Dz+zBtvvIEdO3bg8uXLOHHiBObMmYNt27Zh4sSJ0Gg0mDVrFlJSUrBmzRqcPHkSU6ZMgb+/PyZMmMA12ZJYsvUCfjuSjdM5wjU6fmhpfQNApV08RHxiPWj+PHYNm87kmXxWWaNDSaX9rqu5RRWipIdYotu9jvFxcL7UW7yDqsR2TKsPZOGexdvlToYkOJfMnDlzBqtWrar7sZcXysvL0aBBA7z77rsYPXo0nn/+edbrun79OiZNmoScnBwEBwejY8eOWL9+PYYOHQoAePXVV1FeXo6pU6eioKAAPXv2xMaNGxEYKFzJhxjKq8QZQvrSzfrGgPrSVsrvpCVUFSLb9ehEGupl69k8xwtZMeHrvY4XIqqgvwbFCJqEfKwbB/TKCxfch8XUTAprRMM5mAkICDB0fY6OjsbFixfRoUMHAMDNmzc5rWvZsmV2v9doNEhOTkZycjLXZMpq05nroqxXZ1RfLGCHKSIA8/v6enEFIoJ8bS7Pts5bacGqcUBtjkoO3Rxj9T8FpbQHqFsxO/Q6hd3vnKuZevXqhV27dgEARo4ciZdffhnvv/8+nnjiCfTq1UvwBCpdVY0ORWXVuO2geF4Iyrp0uFPYtW+XzsmGhj1TNtv9finL3gh8Mgyhs/u84gpWgco1qoIixG2cuFokdxJMcA5mFi1ahJ49ewIAkpOTMXToUPz000+Ii4tzWNLiiraczUOndzdiyrf7Rd3OB+vPYthH9XWfSqyfdSXz/zkjaklDSTnLkhmRksB2tT/suYweKZuxcMM5cRJCbBK7pEufh6joHYMoSK3C3k45VzO1aNHC8N/+/v74/PPPBU2Q+tSfUB8vD9Hms1m67aLZVpV1Ibmar3dkYN3xHPw1ox/nrtFCkrvqZu7aunnSlm67iNeGt5U1LaSeO73MCHkLKOz5qypKv+I4l8wcOHAA+/bts/h83759OHiQf7dOtdNopD3Z7pSZyeVaUQWW7TStDrJ11Nmej5KKauTfrjQZDNFewKKmvDfSThshojyCNwAWKUvy9aaxtIhjnK+SadOmWR1VNzs7G9OmTRMkUWoiW6R/J+O4UVJpfzniFPPz62z7w9d/PYGu8zYhu7Dc6jYYhsG8v05b/U5IYpT4aOmhIyh7Z2jrOX690URlch3X/7dOx6CojP8gb63Cheu9KmZ2LUW7STmZN75W2us059zn9OnTVgfHS0pKMpmGwN3IVVKy9tg1WbbrrsQOXg9mFuCbnfXzn5VWKSeD/OdEjtxJIHf8cfSa0wFp/USTwlzUaedvWP184jf70OndjUi/zn/wtjdHtuP9W6moqRTVGNtpU5TekYxzMKPVanH9umXX45ycHHh58ZodQdVkLpghIpP6/BaavcF+t+uyxCmw7fkfD8udBGKk7wdb8cH6s3Inw8DWQ3HPpXwAwC+HrkqZHMJSl/dScfM29xJ+pXWT5xzMDB061DCZo15hYSHeeOMNw2B37sTwciTieZW7EahQxG60LMVRsnX/inVf8ym6do2rhTiSXVhu0TGAC0190YzbcJGsVHCHMwscLmMxaJ44SeGNc1HKhx9+iP79+yMuLs4wZ9LRo0cRERGBH374QfAEqolYDzS6Ad3XmC5NRFkv20uKLj35qO2+F/NFXQ3HQmkPd6EprSTGHOdgpkmTJjh+/Dh+/PFHHDt2DH5+fnj88cfxyCOPwNvbW4w0Kpq+tEHq07wv45bEW1S+y/m2R6eVQ62Ogaf5UM0OLpTzZu0KQmXsFs6VsrM6Yk7/cBIqTvCQ4GGn5GtM4c96wUUE+dodEVxqvBq5BAQE4JlnnhE6Laom6luJeKt2GTvTb+Lx5QcEX68zb4RDP0rD5pcGcHqj+bcEg9MxDIM/jrJrOK4BXX9ycaZaVqdjUFheLekYSW72LLfg6sNl3CqtwqlrRegQHQwACPJTVhtZ6kvpJCmKP12lzYyYfjlkOVyAEMwfKLYCE2ufXrpRCidnRRDFnov5cieBiOyJFQfQ5b1UHLliuy2EocmMQPmLrd5MepSPKRfbF66Rn+w0/LfSTicFMwJx9aic8ONsBi5GfkFzKKmDM5fOtnN1gcX3ezIFSo1j+Sy7+OrdvF2J1389jmNZhax/U1mrQ00t/1HWKaByXRTMOMn41hAroCmpUM5YI0p1MlucSc92pnObCd6c8fWxM/0m1h3nNlaL0HnvzduVWChSd16lNxAk1sn1fH/jtxNYfSALoz/bxfo3647n4L4l7Jcn4lHa7U7BjJP0kb6YJ7a4gv/oma7k250ZePr7g1bnv7p4Q5yGaKeuFeNKfpnV79i85Rkv8kWa9W60bJ4lJ64WYcry/TibW8xiadte/vkY8jiMGq3EajIiEAHyLGfmoruQd5vX787kOHcPiEVpD3exKa2Qi3Mw06JFC+TnW9a5FxYWmkxCSYg5Zy/+d/86jdTT1/H70WxhEsTS0I/S8Or/jgEATl2zXgJkq1SiTKARfEd/thPbzt3AxK8t50Xjgs14EkQZhHhWsAq4nVi/zub6LT8/dlWc0lMuxHz+ukosk1eszmpozs2RL1++jNraWovPKysrkZ0t7UNGSdx9jAUplUk8B0pljQ67L+bj9LVi/H0i1+S725U1qKiuRSN/671Gistr0NDGd1zoS0i4tkuQUmEZ+7QxDIMbJZUIp8kpZeNstfi8v05jw+lcxwvesT/jFqprdfD2lK9CwJkpFRxxhZKZ8qpa9EjZzGrZIxzaOkmBdTCzdu1aw39v2LABwcHBhr9ra2uxefNmNGvWTNDEqYmYDYBtv/24J7naZuzPsCyRTJi7AQBw6M0hVn/jr/UUNU1KUsBhMsH/+99x/O/QVSyd2AUjEqNETJV6CXHbs7lX+G4np7gCWbfKHS9oRO5g5k+ObdbcTV4J+1IZpU1yzDqYeeCBBwDU3RyTJ082+c7b2xvNmjXDhx9+KGji1MA4I3CFyJxYd7XAfqZ9Ntf6G5+zGberXlP/uzNPz7t/naZgRkSbzlw3GRvEmLPXlpyXJsMw1OBcQPojKcXAh2JhndPqdDrodDo0bdoUeXl5hr91Oh0qKytx7tw5jBo1Ssy0KpJhBGAaNM+h8mrL6kk+lHi/7bzgXK8nySjs2OVQN3E7nL/zSypqTMYGMda8cQD6tw5Di7AAXuu2H0yIe6FRYTUxx7nNTEZGhhjpIHa4ytgIPx0QZmA7uZ7HmbdMezUZnxY27UXsjehaUV2Lz52YNJA117iUiAAe7haLh7vF8v69/ftQGZPKFpVX489j1zAiIRKhDbSiJssVxhpT4osiW7zGI968eTM2b95sKKEx9u233wqSMLWQZgRg8bchBbW/hS/fddnOt87lApU1OnyyOd2pdRAiJacffE78vu4Fz/EKXvnlGFJPX8cvh67ij2l3OTVFhEMqDgT051LNVXecg5l33nkH7777Lrp164aoqChV77xauEgsIxwFXnPm80ka0MkjLqimVsdqfi+7vYecuDeuFVagaai/ze/Xn8xFcUU1Uk9fBwBOowzz9ecxdvOdKZnNfEwFOAczX3zxBb777jtMmjRJjPSojr7URMygzlVKZoSixPtNzQ3niDBqanXwErCnjpLv+9Usq4zNhxIQap+qrAwPYuzDjeeQbmVQPjGP6Q4nRwuXk+E5psjclR3Od15VVRX69OkjRlpUT6zLQNSiUSIIZ2IZSdtEqTevUrSfD2ah9Zv/YMvZ61a//8+Gc/hhr3TzJInN0ei9F/Osj8gt9wOfhrmwj20+9u1O5bWd5RzMPPXUU1i5cqUYaVEl/a0h5jOC7j9TSiwEsVUywzrzpHOsaq/+7zh0DPDM94csvjuTU4wlWy/grd9Pclqnmu/7/ZdvWf38tkADXjo6NkrMI5TM0GaG5fLv/nVatLTwxaqa6aWXXjL8t06nw1dffYVNmzahY8eO8Pb2Nll20aJFwqZQ4aSYm0nNmZoY5qw5iX9vOCd3MkwnGbVx/rvMS8Wf0/sioUkwnUc35YoTxfKtVuVbCmleOv3jvitIvr8Dj/UQu1QcBLIKZo4cOWLyd+fOnQEAJ0+avmlQY2BxUDWTpUIOo81KwVZdM8PU9ahYP6u/ZGkpqxJmPB9CbGGb1ZsvJlROdvEGv0kq6YXCARUfH1bBzNatW8VOh2pRNZP7Mn7LtNcLoEaGqaevFpQhppHt3h5KUllTi0OX6ybA7NOqscypUQ4lv8Tw7vViUpzJf/sOq5msrLy6VkfVTza4wnGRb5IMF6TmkqmXhraWOwmqY5yfetjJ3XUyBDOHVDQ7dlF5NSZ8sw+PLnNuRnBi2y8HszD1x0P4/YgwkwHLndfxachbU6vc4FApzok4EafYOHfNfvDBB61eyBqNBr6+vmjVqhUmTJiANm3aCJJAxZOga7aXp/gZh9aL4lqu2M7LxaZkRslv4UQeQpbInskpwd8nchEXym/qAnOsq5lEyhcbBdifid7aZh0FQJdu3EZ+aRViGvkhKtjPmeSpzvGrRYgPD8SkZfvlTgpvnJ9gwcHB2LJlCw4fPmy4UI8cOYItW7agpqYGP/30Ezp16oRdu3YJnlh3pfUSf+ZlepRyZxyA2GsQSYEKO656lJRUYGvveV5SUY1FG8/hs60XHK5HkPFInDnhPH7rKJj5bOtFjP1iD9ayGAzQ1SzelI5T14rlToZTOJfMREZGYsKECViyZAk8POpiIZ1Oh5kzZyIwMBCrV6/Gc889h9deew07d1qf4MyVGCaaFHMb1GhGkYxPi702BGoeiEoKdHysE/KuZxNQFZVX45MtF+Dr7YFpg1o5vT5rhArsrQUmDMNg76W6LuHWSkMpF3VtnIOZZcuWYdeuXYZABgA8PDzwwgsvoE+fPkhJScH06dPRr18/QROqVPUjAIu3DRmaXBAWjPNTTzsXgH4SSlsxqb3TK/RlRWEDsaX6TpsSbxajGEs9+Jz55qxtnmGAR77eCwCIDPK1+J5G6bZP7YeHczBTU1ODs2fPonVr0wajZ8+eRe2dIaZ9fX1lbyAmBxEnNBBtzYQ/4wz9dI7tItpiFuOMXC+uFCRNemq8/6gAUnz2Skb8vD0xsmMUtA6CmaxbZfgy7RKr7ZlfhkKd4xPZRZy2C9Slm9j27A+WAz6qCedgZtKkSXjyySfxxhtvoHv37tBoNNi/fz9SUlLw2GOPAQDS0tLQoQP3AY3UqP7e1KBEoNEtzVHJjDIZn5ZNZ/KcWletG59kFcZdNin1LLI5xJHBvvhsQheHy7FpUwMAT3x3AKM6Rpl8JtTxyS4s5/wbhqGSSSHwOfZS4BzMfPTRR4iIiMDChQtx/XrdPCQRERF48cUX8dprrwEAhg0bhuHDhwubUjcmRZEuvRVzJ2RbppMO3jSJ+ykXY/BDAS5ZtsHnlrN52HLWNMg3uWU4RBZsku1o1QwYVZZYKs328zfkToJVnHszeXp6Ys6cOcjJyUFhYSEKCwuRk5ODN954A56edb1umjZtipiYGMETq0RStJmhQEOZhDwttsaFoVOvLkJmA+tO5Ai2Ln3+9OX2S2j71j9IPW06IebZ3GL8sOcyyxJC5QcEtoKWhn7eVj8n7P1HAVPJWOPU4CJBQUEICgoSKi2qJEW3W5rpVZmEPC1CB8Ma1JUcbT5zXbHFwnrGu340q1CuZAiiRsfgmx2XkFOk3GNeUa2zCFqGL96Bt/44hf8dynL4e7UWbjAM0L91mNzJUL3CcmVNJaPHqpqpS5cu2Lx5Mxo1aoSkpCS7RXWHDx8WLHFqIub93TKsgYhrr0NjoXAnVDVT+nV+88w4svH0dUOjvssLRoqyDXMM41xR/onsInSObShcglio1TH49dBVdG3WSJB7bd66M1i+6zJ2vT5YgNRJ62R2McZ1F2/9bPKZPRfzERviZzIdB5tbjc39qNZATEmUOlQIq2Bm9OjR0Gq1AIAHHnhAzPSojhTVTL7eEgyap8zrU9G4HjNbGfm9n+zAABtvjM5cVnsu5jvxa+ncKq2q/0OGC/GXg1l4/bcTAIQL+pRWGmYeYO7PuIXhCZEypeYOK6f6UGaBoXu1M+fCWn7MMJTPCUGph5BVMDN37lyr/02IOyuvFq6B5rlc9c6JYoxhuAf2VbU6cRLD0mfb2PXOUbPbZj0tv92VgTkj2+Hln4+afH61oAxVNTr4WJne5J8TOZi5+qio5+uwQHOKWQ1mwNgtVaDSaXaUGhDyajNTWFiIb775BrNnz8atW3UjLh4+fBjZ2cJMYqYm9bNmU/mlu3ns2/p5TKKDLQfpUhKp2qLYyueKyqoVWzyddUtZpShiWLnvisVnOobB70ev4Xej4fu3nruBK7dKra5Dx8gXeAoRaDAMu1IFqopSJ87BzPHjx9G6dWt88MEH+M9//oPCwkIAwJo1azB79mxO65o/fz66d++OwMBAhIeH44EHHsC5c6YtpRmGQXJyMqKjo+Hn54eBAwfi1KlTXJNNiOAu5NW3ddFKUBXIVbXRgycz3/oDSgqHMm+h07sb8cKqIwDs17kLHe58s+MSmr2+Ds1eX4d9l+SpdqNnYz3eXbPZtJkxWbXlyhmW6yHqxDmYeemllzBlyhSkp6fD17f+bXTEiBHYvn07p3WlpaVh2rRp2Lt3L1JTU1FTU4Nhw4ahtLQ+4124cCEWLVqEJUuW4MCBA4iMjMTQoUNRUiJ/sTzDMCi7U3xL0TxRGuNecD/syQQg/sjA1gIV/Wixfx2v62ps3g3d+MEj9MNm3rozhv9mM3u5HN5fdxqfbE43/L0j/Qb+FrBbNnfyZWZCXZ5lVZYDmCq1ZJAIg/OgeQcOHMCXX35p8XmTJk2Qm5vLaV3r1683+Xv58uUIDw/HoUOH0L9/fzAMg8WLF2POnDkYM2YMAGDFihWIiIjAypUr8eyzz3JNvqCmrzwi6FgQRL2UnlEezCxAYVmVLOk0f0DdvF1l93vR0iHNZjjJulWGr3dkAACmDWoFTw8N3l93BmclaEMlxyXLd5MmjcRZsBa3Mk5snygf55IZX19fFBdbzkNz7tw5hIU514e/qKhuFNSQkBAAQEZGBnJzczFs2DDDMlqtFgMGDMDu3butrqOyshLFxcUm/8RiHMiovWRGp9C3VrVgc/ikfniYb++HPZms5olyapuirt31VNaIMMqvk5SYly3bmeFwGePr3VrwU9ebia5QV8U5mBk9ejTeffddVFfXDZyj0Whw5coVvP7663jooYd4J4RhGLz00kvo27cvEhISAMBQ0hMREWGybEREhM1SoPnz5yM4ONjwLzY2lnea3EmtzDd54wY+sm5fbjYbOPJ8slj7WZoEw5DzuYyM02re68aa99edxhtrTuB6cQXHDXFMmJNqdQyuF1dwDvDEuBXbRVkObtr53Y0Of5d/uxIZN0txq7RKmCBH1nyGAhlXxjmY+c9//oMbN24gPDwc5eXlGDBgAFq1aoXAwEC8//77vBMyffp0HD9+HKtWrbL4zrye397AXLNnz0ZRUZHhX1aW4xEthSB2b6YXh7R2vJATqGDGOUrs1qmUl1BH94bx9/+2MlT6TweuYNB/tmH+33XtX349nI2V+66gWKEjkeo9/f1B9EzZjB3pN1ktv/ZYXW/Q6yUcgzQWrJ2BMhtzP322pb6r+qdbLmDQf7aZtOlRA62VruUMAwT6ehn9rZAbhAiCc5uZoKAg7Ny5E1u2bMHhw4eh0+nQpUsXDBkyhHciXnjhBaxduxbbt283mdMpMrJuUKfc3FxERdXPvpqXl2dRWqOn1WoNA/xJSuS3vvAgcfdpdOdo1WVYapNrpyTBZo9XlWW4R7MK0aN5iKDrLCqvRsbNUtwoqQTA/yEk9AtHZU0tKmt0CPK1Pt+PfpLF5UZVJItSz+Ppfs0RaOU3L/50DPHhgSgsEz5I41KqsttosMWdF+oCse92XxbkvDKoK1nbcjYPl24I28PO0QsFA8DLoy7I6d86jCaddDGcgxm9wYMHY/Bg54brZhgGL7zwAtasWYNt27ahefPmJt83b94ckZGRSE1NRVJSEgCgqqoKaWlp+OCDD5zaNqn37391RKCW96VAwC7msPUmDAA3b1cKmBrrpKhKvFpQZvHQc/aZoQ9CzFMv97OoV8pmFJRV43jyMLvLGaf7k83pmNCjqVEwY7oTl0XqQs/lWIl9XK8XV+KiwIFMZU0tpv14xO4yxuPMUBjjeng9wTZv3ozNmzcjLy8POp3pK+W3337Lej3Tpk3DypUr8ccffyAwMNDQDiY4OBh+fn7QaDSYNWsWUlJSEB8fj/j4eKSkpMDf3x8TJkzgk3TRiH1ziPkc8vSQ/9ZWWQGEBXZzx/BbN5u2LuZTF2igsXhTPXKlkF8COLh8k/tDytHDU/+9vqs530tF6Id0wZ0SlJPZRXaX4zJR7HmR5ul6oHMTnMwWrzMEF/bOA9/SktX7s7DpTP1M4JU1lkWdDFM/ArDVzTiRBxVXKLvK0x1wDmbeeecdvPvuu+jWrRuioqKcKqpbunQpAGDgwIEmny9fvhxTpkwBALz66qsoLy/H1KlTUVBQgJ49e2Ljxo0IDAzkvV1iSu43XICa5tkz2WikYVu2ncuTICWOHXfwYLeG7eVnGRMo4MJlwbxEzl51iFhVvdamJ5CLhwgZThHL9lNsSmb4VEd2eTeV82+IsDgHM1988QW+++47TJo0yemNs5vlVIPk5GQkJyc7vT0xqbn+VQlTMcifAuuign2RU+R8g8y6a128kM3amuU4r9ZuaeNb4+0/TqLErHv4+3+fgT36e0u/ar4lXKIdDa4TjqogctfPz2R8zL5Mu+j0ernO3VVeVYt2b693vCCbbQuyFuuUOiCjO+EcrldVVaFPnz5ipIXIRC1xWLNQf8m3yfbQlDgoZk7Puy3qQ+zUNe4lIlIx3u/v92TiwOVbJt9vO2e/Gk1/DsxffvK4ds22mjbuJyX/dqXDbbcKb8BqXUq893KKKtD6zX9wIe+2SQBw7Krz1xjDMHaDbDEPh/H7hJpfPuXWNET6fJgNzsHMU089hZUrV4qRFlVT863RLDRA7iSonqPB6Li0mzBhJdM1r4ooKK3CrguW8w7J0V087fwNhwPBcX2O6JevL5mp+68J3+xDPoeG08YPsNPXivHb4as4wmMCzonf7EOPlM12l2kZZvueUss7/OcizCYu7ygzjOGeECq/LiqvRmEZt9GJ1U6Jw1AALKuZXnrpJcN/63Q6fPXVV9i0aRM6duwIb2/TLoaLFi0SNoUqoeZAv21UoNUGc1JS5u2hzDe4RannMePueJO/laSiWgetV/3Em+XVZm1GHJzsXRdu4q5WjQ1/d45tiFlD4tE6wrKd3NncEtzVit2wBcancsOpXHy8OR2P9mrK6rf2WNsde/uoD8aKyqtZjWzLVllVDXKKKqyOsSK1lmEBVnssvfPnaavL63QMNBrLfFTQ24+pPy9CrfeBz3Yhg0ejdzXzVGCeCLAMZo4cMe3y1rlzZwDAyZMnTT5XYsbvKsSOhm2NlSGVhCbB2C7BCLVyEusM3rLxZqiUthnm1UiO0jXxm30Y0DoMM+6OR9e4RkhqWvfP8HsB02aelsz8UnhoNIh1siidTRpf//U4/jnJbT47e/Zn3MKU5QeQ0MRytF+phQT4cOp+fe8nOxDk643hCZGsf3MlvwwVNbVWg1xrjFutbTqThxsllQgLlGFMMpVTQu9Xa1gFM1u3bhU7Haonxul9ul9zDG5rfXBAV/NQlyYuH8xwnSyPrXXHlTXZKduu1vaknb+BtPM3cHnBSN7pqDEbiZDNPTrg39sAAOnvj4C3p/USDssRyS2XsV8yU/f/+kH1lOq3w9mSbUs/seawDuzzu/7/rnsuHX17KKtzyzCm5+WVX45hxRM9uCTTyjoV8sYgIaHHCBKK/OWRxKY5I9ujd8tQ0bejhN5MYnTXdGfLdl5SbNUd1/w/r7gCk7/dj+d+OHRnBfXf2btq8kr4D0RYUe3cBJCOxp4Rg5LON988hU9skF1Yzm7dRm1mAOCEjXP0n43n8NbvJ61+R5SLghmBUBWb+OQ4xkJtUswXOC8rxb6HrxRaDKQnFSF6GRkrr65F2vkbhqH17amsqcVfx6+hwMrEiNbO5Z5L1o+RvZ62ji6JZqH+dqeuEJu1QELqAoT9Zj3W2DJuKM+21IPtvpmXzNhSWaPDD3szkXlnNGZ7ga2SAkh3R8GMQKpkbkCrdkqNBZWaLmMjEqOsfs72jVVor/16QtT1Gz9AzAdL+8+Gc5i+8gjGf7XXfhfgO1/Zmh9IZyeacXRN/DOzv93vhW6EWr9i9osqtNmDyS6M+HgHagUcv8V8TebBkvn31bU6rDueg7Zvrcd3u4RrqE3EQcGMQC7eEGcYcj03rJolLCn0uSQYfVuj25WW3d+nrTxs8vdfd9oPnbteYiVYYH+keHelZ/FbsRvzqyEAt8X40J3NLcFRHl3nba/b/pG3Nm3I9FV111eyjV5YlC8rBwUzTjAeS0KMKhCpZrFWc+bn7hiGwdpj1+ROhqhyjUZgLiqrNnmjNn9x19j4b67sPaOcvV/0yZfzQajUanHzcEPgntkmB938GFhroE/BinpQMCMQDQAfG70f+JK63l2OEXaVLuuWPFU1xhr52+42vyPdcTsSqTl6ADlT6lFZ62hAPsdVS2zYS6P5hI3mD2C5nn/2yh2um+Ul9q4pOZkfdrZBlzebsXUYbueG1eSx1GpGMSiYcYLxZazRAA91jZEtLUIQ4raMaeQnwFqIsUFtwm1+dyZHGTMhc+FUOwguDyTzBsAm/23/ISnmG7lhskORCkesrfbzbabzKt28rY5Ra9kcI4YBejYPcbwcGE7nVeld55WmXZS84xtxnmiSGDHuIurgpgvw8URpFbfunsosCLaPimWF5YpdRG9ymILAGc4MOcDlOuZ6zYs1Nokr3ntshmwI8vNiNYZTXW8m9geJzQSzrnjM+YoIkncAQiqZ4SnrVhkuGQ1j7Sjj/PHpXmInibghNealThbM2GX87LPsms0+uKnl+ZQK9vOWfyA1hbaH4YPNrjTQerE+t9yqmRi0jqibMNTfx9PB0kRuFMzwZJ5fjesea3f5zrENOW/D+P4UM3tUS9bnbnOgsCH3c1MO9vbZ3jMtxN+H9Tbsdc22p1V4A4f3qqGaSTV3nnzYHCHWgYzZODNsgs6RidEAgAeTmthcJ6kj97GgYIYn8waC3Zo1srGk8ukzA7kvRlf2kUiTQSqxAaKtaQCE4OgaNQ4Qzl8vMfmuKYcG7s7cC45+a+jNJPC5c8X7l22gwmo6A6izJJOwQ8EMT+bBjBijrUr15qaE90NXf0s1nzmarbhQfyQ2Cbb5vRgPMB8nZ10WeyI6e0GA8bNvqVmjV1vLcd2GUlXfmYuqpKLawZLqwSaWYXu1mZfEOAqU2FwBTRpShwc9ue8YCmZ4sj6+BffTObKj9dFbpeRCVeyC8va0f2DG2Ch6toZvF+omDf3QJpLdrMBCmXl3vFO/FzMQUHqQoQFYZAPi7MOHd0r/bI1qrEZssyZWvZ7ArQGwydQKNpb5+bnemOHk/eIq5G4rRsEMT+E8Wm6bNyIL9vPGZxO62FxeqiBDqQNoya261tFIrtKwd3bEyECUfjlUVNueOmTknakdBrUJc2obnHozmf23o4DLMJ2BwKWRF/LEHYVcDkLmTXxuFf3mL+TdxoxVR/D+OsuRgBV+u7gNCmZ4CvL1RtMQ0zr4Vfuz7P7m8FtDTf7mcp82aejLfmEVUvobt1w0GvvXiRLbSYg6RgtjvxosQFs32kRYoFayIP33I9kmfyvxnKhFrFmeyq4BMNvAkNs4M8bL5t+uxNpj17D1nOWUB6SO3Nc9BTNOqKnlNrmkr7f17n3LJnez+rnx7Tm4bQQ6RMs7KBGRntwZhJwaN2Df+4irFbsvC7auNUbBjAaOS+zEOqVBvsIOG+brLf3jwd8sjxQyHmUYbi9NbDu0KbEkc1w3+71rXREFMzxlF5bjGotBldi4u10EPhrXyeFyH43rLMj2AH5dxdngW+3h6g2A+XL01qnEWGe3QI3hk5rW9RCs5tFNWgMNLtmZ/DWfxSBrYtHfInwbhdviJ/BYKEmx0vfQND/TQb7spl1g32bG6G93flNwQRTM8JRvNoppFI9W7cb33/2dLBuTGheTr95/BdN+PGyxDF+jO0cLti4iHkdBnjPzHEkh61YZ79/qd23GqiP1nxn+x9Zv6r7UaICrBfzn1Tp1jd80ERoNPSQBIDaEXy8f82PHpmecBhpEBfti9oi2dpfbkX6DY/DPbml6Easjd1MBCmZ4Mm8c+v2ey06tz/ymjQzyxdSBLQ1/v/7bCaSL3MBP7ouRWGfrrXP3xZv450SutInh6GOJZn6vqdVh67k8FJUL0y35TydmIndczSTOfebsQ3V4h0jT9WmAezpE8FqX1BO0hjbQ4pGeTe0uk3Wr3KRkxl5DckC9Vbzto4JkecmR+3jR3Ew8mb8w1Djo+cJVfEQDhAeJ1+jX2oUn98VI2GMYBhO+3id3Mqx6pn8LgdZkeUEyDGM1GPhmZwYW/HPW8Lec7RjYDponNGf3uYGVNjfdm4Vgw6nrzq1YJP99sicA4MqtMnz8S7rDNkMajWkg6aia70LebUSrcByZp/s3x6Yz0k+SKffzg0pmeEpq2shkHBK1xQHW0ivnxRhnY3TWRv7s6syNiTxmm6Rs9WaqqtXJ0kCTDePkSnVNrT1qWpJSWcOtcb5QDlwuwGPf7re7jFjHpHWE8OMR5ZVIMymoHpdDU1pVgydXHMALqw5j05nr2HPJflstrr3bDmYWWHx2Ie82Hvlqr9l6Oa1WdBz7pQhG7pJ9ZeaGKmGSKaksmlFavX54kBZrpvbBj0/1NPmcz9D4zw1o6XghldN6eSL5vg5yJ8Oh68X8G8nbKj209rn5A+W3w9mWC0nkTA6/9jbO6t0yFADwUJcYXr+3elydSZDInv3hECprdLicX9cuq9ZBQ3EPDf9A0vhnuU5c01IwHypAKnI/UiiYcYJpLKOs4IAPOQMcDTRIatoILcICTD6/r5NyGyoXC9Q+wzHrjxTFXnFGya2sEbbHjlQ8RMwZxc4rhCop0GiAm7fl6/UFAHd/mMZ6WcfBDPcDY/iF0aozbpZi9m8nOK9LKjckLk3Tkzs/omDGCcYPf36jS8r33mP1rVf6ZDj07ADu7S+k2o/NZ8Wvl96RfhNXblkfnl7uNyFbjBuiipFGa6sU+lZqFhrgeCGe5D5vATa6cJsHWWVVtfj18FUpkmRTFYc6k1oHB3b2iLaCvbBdLajvpae00iulVXtJhYIZJ5jXMoUGOB7k66dneiE80PpUCI0b2J4iYUBr54ZnVytvMV+RVWLXBeEnMTW3+pleaBkm/APcmYyVy2OHuseyD5JC7eQzxpzp2s6XM7FGYZn9ktL4iECL9e/PuIXCMu6lTzvSb2KvgzY6cnr/gQS5kyA5elI4wXwApmEsujH2bBFq0S5ET8qI2lpR97ujXeMG6HOn7YCrE7K6okvTRujSVJhB0oyvY6GDjLo2MwotkmJp1Kc7Mf+fM3Inw4L5YZUnPGR/bp8fyL1tnPnaH/5yD4Ys2u7wdxVWej5tPqPMXl4A4MWjraHaUddsgbSNCoKO5UiljpZa8UQPdIoJNvlM6EDH2vNgaPsIxIX6IzOf/0BnzhLiOeVnY9oIVyP3M93fxxNlVZaZvMbmH9zYClqs3WZqK1ovt3LcpGLrWK0xaziq9GMaF2K9B6Q91i6pm7cdtzGxN9q70o6TbM0XqAGwa7BVdcR3XQ39xZuXBqgbx8aaAB954lulZQhqIHcJhX5SR3NjjHrTONNNfl/GLTAMg2C/+u75tkqjhL58DlnpliskMS53/bFR863E5ZLmMcuFKI2v5Wz7aI0G8uQNcneCoWBGIEJcO/bWIfTtEhnkh3Uz+mLna4MEXrOw+OQTfDI5NRJrN52tGmoVXh8oO7OusqpaMAy7a+CBJMvpQJyxL+OWoOvTG9KO34i6QpKz5FVIjhr8ik3uklGlkft4UDAjkOaNuTeetJVHSxXod4gORkwj7kW1Sid3iYVUWoVZL13jQ6xrTui3NVun1kuikRJLK2uc+n2byLpzprS3eb0Zd8cb/lvpjar53OfukDW4aS0TBTN8Ld+VYfK30G+GYrN1wTt7Qcp9QQPuUzLTp1VjdG8m/czGUhLyVO66cNPpdSzZesGp3yv5Yerj6YGXhraWNQ1HswpZL+vFo6ejtcPfObYh5/UomWzBjMwXNwUzPFlr+Ois+zpFYWzXGJM2AnpCv8kpNVM1Txaf/Za77lYqBaVVOHBZ3LYdxpKaNjT5m82Zcfbt/o+j2SZdbp05swU8uuCayyl0rruymFem/p52dMu0sFWKbPY7OR6KX26/xHpZ8+uRFY4ZH5tjoLRCNrlK1OTOdak3E09OjZ9h46zPVcHw9GKxdTitBXaOKDVQE1pplXNVHs6S4jAv33VZsHUJcV20ELBqTzY2brYqs/msFPaMtsDnfFqdk87plCiL0oIrqVAww5PU0a+bXp+8uEswowbOZqzVZiPA2irKZnPKuV4WRWXV0HgAQb71AbWPl3OF2WxLT8TEdtNKaNfTpKEfsm2UhvEpgTW/fN4e1R5hPHuiUjZjKtCX+4unkKiaSSSfT+zicBkF5BUuSUfRDGd8LkU2v3H2VNSYNYCS8sx2encjHvp8t8lnPk4ORqaEKlBPF5lW/qcDWZx/Y378n+jb3On535TeUFoq0cG+sm6fghmeHAUi9yZGCbq9J/o2x3/GdhJ0nWJQehzh7+OJn5/tLXcynHYlvwy5dgbyEoMGwISeTSXdZo1FyQy73zVuYDlOE6/eL2Z/O1syo1+hmA/Anw/ank/p/k7RiG7oJ9q2pfTjviucf6P0/EkIGo1GASGz9CiY4UnqWPyuVo3xr64xjhdUKX2RthAt4u2t4bkBLdGjeYjT25Bb/39vxb++2CP5dlMeTDT8txQli0/1M59olN31kdgk2PFCLBSVV6OgtL7hsLP7rOSHzBN3NZc7CZyY5xV9WzV2/Bsx0qHosyodqV90zMkazGzfvh333XcfoqOjodFo8Pvvv5t8zzAMkpOTER0dDT8/PwwcOBCnTp2SJ7FmqIpIuewFRHTa+PMwu+j7tHT88HD2PhnXPRYhRhO4ns4pYfU78+opgN9b+Y2SSiS9l2p1bh4+su9M3njuerEg6xOS1tv0cSBUQCgW81P8ySNJvNaTdasMfx2/xvl3+uvpRonj6RCkJFctYseYhvJs+A5Zg5nS0lJ06tQJS5Yssfr9woULsWjRIixZsgQHDhxAZGQkhg4dipISdhma1Nhmlq4cySuhOt4dipLl8PZ97dErZTPeuLctVjzRA3e3C3f4G2eDGW+zNipnc6wHAebn3Fq7EGfuu7xiYR5YlTV1QdFZlkGZ0LR2qsn0x3D9rH54ZVhrjO0mf0kwl5JaNstaW2R/xi1MX3mES7JMCNnjTggKyIJlIWswM2LECMybNw9jxoyx+I5hGCxevBhz5szBmDFjkJCQgBUrVqCsrAwrV66UIbWmrNV5cxnwSW6BvuJ0ZGvGYyRkoblysKh3+K2h+G1qH8HWx6bnytQfDyO3uAIpf5/FgNZhsjR8tDYg4seb0jF3rWmJraeV/TEvWeK2Xf28R87tc/6dKqs+LKpE2Prr+DW0nvMP/r3hnMOqon+P7WRzD/T3TdvIIEwfHI/bTox2HCRS/uIsd8gblNALTQ6KbTOTkZGB3NxcDBs2zPCZVqvFgAEDsHv3bju/lIa16+Xcda5vW9JfdH1bNcbbo9ojlseMs2qh0zleRsl6tXDcpickwAdhDYSb3JQN83FITmQXOfyNsw//iupa3DJqs2Ktp1peiWVD6MetPNRHd+Y/SrdQj8AjVwoFWlO90soaVN1pKM1rIDk9s51U+0PRajUZxxnXxZ5wlAhHscFMbm4uACAiwnRitoiICMN31lRWVqK4uNjkn9xsjrgpgzFdmuCJvspr6KfPT0ID6h/QfOfbsffgYZs/H5s7DIPahOHvGf14pUFMznYPtoXrA3vF7ssOl3H2eWjeHkFnpWjG2jaahwl7zwk9VPsNKwEYX8ZJ230xn/96zP52pspYqKPlzHqsXRdc15ensPYwbCihql8Oig1m9MzfDhiGsfvGMH/+fAQHBxv+xcbGip1Em9pHBQEAku9335F9ufLz8TT8N9/xMIQYZybYzxvLH++B9tFBTq9LjV4Y3ArBft54/8EEw2fmR7VJI+m7+FqbKdla9dFdC7YIul1f77rrUqjCitLKWsTYOH4LxiRidGd2Y5+0NAvahHyQWauqUzI2d/2m09e5rdPOSt2hykpNFBvMREZGAoBFKUxeXp5FaY2x2bNno6ioyPAvK4v7wEpsqL0I1pVRA2DnvTysDY68NRQTe8bhhcGt8NE4yzGOLuTddrgeZ0sl9Q1m9aydWynuRKHbmOkYBiue6GH1u/E9miKZ5dQmAVovk0eqM9nSi0NMJ5kUM49rFurP6tpw5l62lvpLN0sN/902MrBuOTu7qcasxF0H8VNsMNO8eXNERkYiNTXV8FlVVRXS0tLQp4/tho9arRZBQUEm/8TA5nJ5aWhrfDi2E9rcuWmUwB1iMLlnb3WWo8zow4fFHTxRf4143HnNf3lYGzyYFMPrwdLZmTYcAMqrTNvpnLrmuJ2OGjAM0NLOPE98r2A2DzJbQYpxqSggbnWFv48Xpg5qJd4GWPhmcjeHy6gyu9S45wudrE3Ob9++jQsXLhj+zsjIwNGjRxESEoKmTZti1qxZSElJQXx8POLj45GSkgJ/f39MmDBBxlSzN6S99RIkd7zQpGS/zYwqsyeDBWMSUVhejZwi52ZvNifWUfHx9HS8kB3mRfnWZgnnc06bhvjjyq0y1ssLPmu9kOsyWpmQyXRq2gMHO8g2nVyqcizyVQcbiWlU1wnCXgB4Nlf+NpdcqTuH40/WkpmDBw8iKSkJSUl1gx299NJLSEpKwttvvw0AePXVVzFr1ixMnToV3bp1Q3Z2NjZu3IjAQPlLOozvE/1/c+2OqPLnqqCEPBYRQdL28pHS4k3peOv3k7h/yS7Jt823QbbYXh/RlvNv+I5WKtQRELL00PiBby99XEf45TsBI1tsjuV1gcb3saWwrArHr9ou7bM2FICeUl9K3fW5ImswM3DgQDAMY/Hvu+++A1D3NpScnIycnBxUVFQgLS0NCQkJ9lcqEePrxf9O48ApdzILscZwEYKr16e+ObId2kcpe+RSZ+QW1/WCkWPU0Wf6100t4OzEfGok9F3j6EHIN260V4JkLzhZMsFy9NwgEWdBVsoDd+eFm/h2V4bcyWDN38dxSaer5/G2KPepq3DGmYb+v6cNaomYhn7oGy/cgFiEG0dv3K0j5C/VE4pUb4Zfpl3ErdIqRMowKy6bfeTzYJQ7uzefOkAvMqjuGDf090F4oJZV12C214G+l5+1QGmklYlx7R3Xhf/qiMs3S/H5tovsNm6+bmhsrv+eDhHYcIpbryPr27D0SI9YrNqfZQjMXZFGA1wtYF+F6ioU2wBY6e5qFYoXBps2YNN6eeLh7rEuMyutWlnLJD99JAnzxyRiCIsh+Imp+f+cxZfbL+HSjbqeIFyqSM7YmH5ASFK8iXaYu0HQ7t62Bq3sLuIkqGuP1s0/9M3k7tj+f4OcWlfTEH+E2hm0sYUT4/xMHdiKVQmEOTbta94bnYC10+/Ca8O5V02qyf6MW3InQXIUzPDUKjwQs4a0xvHkYdg9e7DcyWFNKcW75sR+IHWMCcYjPZqqvgGwWNgclnIeky0624CSzYuBVKe0ulYn2LbWHc+x+jnX1Qf7ebNuIms8QnmA1hP3dLA9xIUtvkYlSne1CkXjBj4WyzzVtzn+mN7X7no6xQbbPZa2vuJy/K0t6+XpgY4xDZ1r3Gzk0g3HwxNIzZlpO9SMghkneHpoEOTrzbluuaG/N8Z3j8UDLAfGOpR5C/0WbsFj3+7nk0xJaTRAaIBlBkeE986fws0gfyizAIevsBu6nUvtFt+GtnphgVqHc1BJlXVL0QBavwmGYRxWMc28Ox4/PNmT13ZCG2gxf0xHu8s4esFoGxmE8d0tzy+bZ6nxSN9cKOkxfbWgDIM/TJM7GeQOajMjg6hgPyx4yH5GYqyyRoesW+Xw9eJW9HpvYiS0Xp5YcyQbAPDNY93QoYl7jmirJmy7o14Q8K3wX1/sEWxdxga3tXz7v6tVKHZdYD/sfpemjdBA62Vz4kM+pW1cf9KkoR9iQ8SvPtbvC6f2UDwbT/HpUSVkCargpbHmc0ux+YkT7c6UWpWj0dQ9M9wNlcyogP6m53rfJd/XAdEN6xttDmkfgahg+xny8wNboq8TM/oqtSW9UtPlDKn3iG/GP9GsdObNke3RmOMkmfb2VazjcPTtoYgI0qJpiD82vzwAq5/pzXkd+ilNzEXdaUxtXt2hD7LYBFvWTgff6TesBYTs0sDvouBbE8I1cPW709NUjFK1Jo2kn6yXzV5oNBosV1EPLaFQMKMC+vuQy5xDLw1tjfAg7r1P7u8Ujcd6x3H+nTE5q2xdIWg5la3Mgbq6NWuEN+5tiwfvzD7dzsaD2tz7Dyaa/O3n7Ymbt7l1LS+xUSojpob+Ptj3xhBsf3VQ/dxMHK8vW6VnXZo2svq5fiZ0Lg9t41whUOtlmIg0Ptx0hGGu96W3lQlN9euwlxWxTbutxRzlcvMeYDc8h0ajQVxoXcDx7ZTurH7DRUiAeF3XbWH7BBB7fB4lomBGBTwMFensfzPUxujDbDjbSPbm7SoeG3Vqk45Xr5IYZ2CbMMke3OEcB0VrHxWEZ/q3NIxszfeQrjthvfErX2zObRuhuuRz3OkqjsX90wc7P8T/zCHxAJy/5kOtNO4VUuuIQMzgsb+P9opDp9iGnH4jRqPYp/oqs3u3SrI6wVEwowL6i1OI2aDFJkSecVerUADAIz2cazwqFPNqEjGN794UIxIiWS3rbNAZoJWnydz3ey4Luj42x8F8XJdBbcLx0bhOgreDGd89ltVy+uoZH6PSj8m94xDIoTOBfq+NswXjEWvNS5G0XqbHQO7cpF1UEF4a1saiI0StznYAqN8j/UClxoz357vHu+OXZ7lXC3IhRRsqPsR8cTMv7VMSCmZUoG1UEP6Ydhe+mNQVPz3Ti9Vv1FISYc2Xk7rh2yndMPvetoqYNHIcyweUUF4YHC/Jdli1iTA6/kKdCT5vyWOSmgi09TrxEYF4MCkG3eKEHdclu9ByzqzWEbYfAO+MZjc7tjXWjqO9NixT+nCbzkCqLMQ8GK2qsX+lsckTNBoNPDw0Tg8sab8qVfpMls0W2Vb/8iF/bmwbBTMq0EDrhU6xDdE2Mgg9W4QaSi6M3ZsYidFGbzhqbjvSQOuFwW0joPXyRHWt9LfP/TIO189pHA1nt2X039bGCzEnVGDJJ93zH0p0vBAP8XYCDT7ubms6KGPXuEZ4qEuMzeXjjAbP43p069uvGAWcTP3fYrzQmK/yqb4tsO2VgXaX4crXxujISU0bYmTHKAxZlIY9l+z3hjNPA5djoR8deP6YRATKVHppS2mV47Gexna1fb25MgpmVOi7x3uYjODZonEAPp/YFR+Pr59fRX/zdm8m3oii1vCt+lBSpmG+C0oMDHsIMFKs8bk6+OZQfDSuEyb3jkNCdP3cVmIUjIXxaJiu9fLEK8NaC56WVmHCBDPPD2yJ48nDMLpzfQlSgI8nfnyqJ/sZonkca/MA0/6M8dzXb7kOfc/Kui01CvBBs8bWR/u1d43au6cSm1ifW62kogYHLxfg4p2RqPu0NH2p43X8rHw2pksTXF4wEo/0aIpH7XSGUGrpt1ADAlqjhJJyW5TzBCGseXt6oGmo/W6B+l4RA9uEY/mU7mglYV3nqI5R+MvGCKe2eNi4Ac0zjIQmQXisdzO8+r/jrJbnQ8H3q8H+jFtoYeMhwpb5oXowKQYPJtl+qxPisDzVtzliQ/xxLKuQ82+nD46HjgEWpZ4XICV1hraPwJB2Edh0ht1cQLYyc+87A2gaS4wJhq+3p2gjsi5KPY9LN26bNIatm6yX3e8dLcflxSTI1wvFFaYN17+a1BUbT1+H1ssDM1cftb0ds7+9rPSiAoALeaY9w+w9tPVJ3/BifwDKfggLTYkvX1KgkhlXYHTt/j2jH36b2geNjEbhHdQ23OZcMNY4c+MLfRtZXR+P5HF5nqw/lcv7t5KSOV18jkvbqCAMaB3Ge5vmjeC7xVnv4syWRqPB14915bB9ftswp98N49Vx7V0GANVmCdKXWgBAaRW7XnG2ziOXN/yDbw7FMH0Pyjs/a+jvg4e7xZqUVllzg2M3fb1/cahO4RKYuWswoHYUzLiAx++qb9jXPjrI5hgWUtBonO9lY4+nRuNwoC5vTw8sndgFSyd24VXkyrU7rdDYHj4uezayI7dZkfWMj7QzL7cvD22NPi1DcV+nKJvVEmyYp2Hl0+waxNvDaUwXW8fAzjrYXoJ8epfV1OpMezMZBTdZtywbI3PF9v7x8fIwjOnC1Y70m4b/TrkzJpH+nDSxMzeXeZAkRu2KvRc7pYY8in35EhkFMy4gkkcbBLFoAKw/6biK6U8HE9EZ1md2ZzrqodDlvVR8kXYRIxKjMCIxypAZ23tgvTu6AyY7OVCgULjkQ58+0gVA3YPEkSBfywcl9zdQ/tHMC3fHY+XTvaDlOCWHueFm3db5jkDLl5enjepQO7/p1cKywb4Q+rZqjJeGtjH5rJaxfUTkeMYVlFbh4GX2w/5/sjkd3+y4ZPj7x6d6oqF/XfVdDwft/8KDfNE2sm48ISlKV+TonCA3KZsrcEXBjErV8invZsl4zZ05Dk4FsLvJ2Q67blGf7qGx+/gqq6pFJYfZnVuFN8BjvZsJ/sAZ182yO/cwlgMZsn2z8vepCwx8bLQxMGY8iGKDOyUAbLZj/LZrXnJw6lrdSMVTB7Z0vCKBiNntlA0uPd30D9R2UUH4e0Y/q8sYB+Zc7+i7WjVGm8hAk9/pRMwXAKP70cpmrL1k7MvItzrvl61rL7e4Al8bBTPGUsYkIsDHuWDY3KlrRRafsb3//hZ48Ec16BvPv4pYbBTMqNClG7fRMXmDJNtaMiHJ6uf/d08bq5+zxbddjieLsSNMSmFsLPvzs73RL74xvpzkuL0En2LbxoGWXZ2FHqROv2u2JmA0ptFosGZqH8waEm+YroJN9YpGozG8Gdua36awvJpdgiXEJwg31tVGWxxfK4O1AY6vkfbRQRjTpb5ahEsbNmM/Gw0EZ22bDGxXhV0tMK12auTvjdQX+2PDrP7sE8DiXjAtFeF+83h52HosMawn6GV7z36ZZj1wYuPjzem8fysmMauZ3vr9pHgrdxIFMyr0wfqzrMYbUAt7Y5yY35gPdG7isGrBWj2/+Sc9mofghyd7oqVAXXPZYJPHiNneKKlpI8wa0tow5w7bLVkbaVYpbKVJH2yzfZP/+rFuJn/72QhaAGBIu7qxZNpEBBraiVir1jA/lbNHtEPfVo3x2YQueOPedqzSZaxzbEOT7s761TdvXB8Y2Ruh9YBZdY+XpwfiIwLR2s5UD/cmWra14oLP5Ww+9o/xKiIcVKkLcY2qvcmJmHmIklEwo0JKeah0adpQkPX4+9gusTC/Mcf3aIoezULwZF/bo5kK3RDQ+EGV5MQ+dxboeLFlPB+RtUNifGinrTyMR77ai6sFZVaW048tYp2Qh/s9J0bENXZXq8Y49OYQfHqnZNHRPTO0fQSGd6hvj2PvebBoXGcsfKgjfn62N/q0ZD/DfFigFv99qqdJY2wubX7m3tfe5G99Gge3jcArw1pjeIdINGlU32DWvOs+n/PE5TfW9oTrNheMScR3j/ew+X1S04aID29gMTihs9u1ZWj7CHz3uPOTVN7TIUKy6VncM5ShYEaVzuaWSLYtW1G+RgM0bmC9K+nozo7bFZj0kuHYWiCmkT+W7bQ9xb3xmDVCNxD1ZdmAlWHq27ToNXdyXBiugv3tz/NjXGWyP+MW9lzKR3G5ZZUVl5IZtt2LQwMsS+N8PD0wqXczVr+3R3/cQxtoOc4+ze5aCfL1xuaz19FnwWbD+DTGm9Ff/1MHOj9ppLEws2NrHGRPHxyPLyZ1RZ+WjQ370btlKD4e37l+eYne2MXaDMPU9VTcMKs/vpnczfoyTtzv+upU4/T7+3ghwcYgflxooLF6zYuhrKpWsBdNNaFgRoVulZrOSi103mGrXQBg2oiVzZu61ssD62dZb/y4YEwigv28Db1y+PD00ODygpH464W+GNKuLm3WBilzJoPl+9t+8Y7f2sMCtdj88gDT7Ql0Ro1LqIwfZP87dBUAcCyrEI/0aIqZd8cbJiGsrLGsvpzSpxmeG9ASjQIcT4LYl8U+AzZ6YAl0IZv3eGKrhVGVY4Cd0kKgrpF7aVUt8u+MkWKc9MXjOuPQm0NYHYu2kfUNmr+1E6Bbw+a6NO6+3K2Z80M2hAb4ICxQa3NgO3PmAVSXpg3x94x+GN+D/Xxn1no0mn/W3rxhuICZ4sB/bxNkPc8MkGaW7YrqWgT7sZ+w1FXQCMAqVFVrOg6Kn8At/G01fgTq314A22/qHWMa4mBmAa4WlKORvw/aRgbB21Nj0suJYeqqjMZ1j+X8xmi8eKeYuremhCbBePyuZujfurHJODv3dYqGTsfYbQPBd9uOsBn59dNHkiza7Zi3+WncQIubPAYWy7hZitYRDXD++m2Tc6qfDLFGx2D+mLpxPe7rFA2Nxvq4Hi/c7Xjiy+mDWuGHvZl4cYjzUw5M6NkUK/ddwRazII8tvsFgrxahWLrtIgDgLbMqHXNju8bgrlaNse74NRy+UmhyXWg0GoTaKLU0F2L0tl5jZ7ZoY40b+ODm7SoMbGNZ1dLs9XVG6TD9TogH3OpneiMymP1QEOZnIjLY125PxrvbsevxZ07fZtiZKvjCMn1DdtNUs2lg74hGA4sRosd3j8XqA1mc1tMxJhjHr5r2wBqT1AS/Hck2/K2UZghSo2BGhUYkROKPo9cAAA90jkZvkcax0Ht5aGt8mHoez/RvgS5NGyE80BddmzbC4cwCq8s/0bc5ejQPwahPdxoy1F+e64MHPttlsSyXQObpfs3v/Kb+s++eqK9fv6tVY9zVyvRteNHDnVmvX2h3t4vAPyfrRxOObeSPGYNb4ZMtFwyfWesSzqY6KtDXC9ENfZH6Yn+M/GSnRYALANeLK7H79btRXaszKW0bkRCJf07mmrT/cXb8iFfuaYOXhra2OS2FOXsZbsqDiYbB0+TQITrI7mBtADDiTsPYfvGNkVNUgWY8B4wD6rp7rz12DdMGmVZLHXt7GHZfvInnfzwMoP5e2fHqYNwqq3KYRnNiVzJZO6dcgv9ArZdFVRoA/PxsL9TquPUAU9oovvrjEB6oRV5J3YvJPQmR6NE8BC/9fIz1eswD0m8e64bIYF/8ceyayXAdey+xH9tHCCN4loYKiaqZVEjftbZVeAMsHp/E+gHC1/TBrbDtlYGYPaIthidE4pV72qBni1C7DyTz78y7yvIZmVdfupB/u76aTYq3ED7VTAxMe8R0b9YIzRoH4KVh9ru0W9tUb6MJ9fTH7eFusdB6eSI+IhCjOkXZrCP39NBYVBsu/FdHzB+TiGWTnW/YCNQfH2evw0FtuI9hYa9KlKuezUOw87VB+HYK++PSOiIQA1qHIS6Uf3uoj8Z1xqaX+mNSL9OBG4P9vU0a9Or5+XiyCmTMH+iStZkx+u8O0cFYPK6z3eX11+4DSdanPWgVHog2kYF2z7V+X5VaKNE1rq4XWseYhobPGIbBmC4xGGXUIJzr4J1D2kcgoUkwPM3ObTmHsbZcBZXMqFDXuBBse2Ugp+JevjSoywStDUE/+9622Hw2z/D31491Q9SdNOkb4pl2q9TienHdWwmXYCamkR+uFpSjZ/O6h3pOUYXhu9PXik0e9krir63PfN8aVV9t4eftifLqWrQMszym7aODLObUaRkWYKhqGtQmDJvO5Jl8ry99WrH7MuauPWX4/J+Z1tsqBfp6S9azgouF/+okyHoe6mJ/LiBbfL09EdOIfwkLX54eGrQKt9492jggkaOsYfa9bfHC4FYY+tF2Xr+PDPbFA0lNMOunozaXWf54D+y6cBODjXoofTy+M2p0jNWSGjbkaCNnS2iAj+EFtFeLEEOjcT/vusfvf8Z2wr+6xqBXi1D4entixZ5MO2mznjgPDwB34hepR8VWCgpmVMqZ+W0cMS5RCLUzBkyr8EBceH8EHl22Dw20XiajzJqrqdXh9RFt8eJP7ItU9ba+MhDl1bWGOmfjOKhNpO0xMoRi8kDhmdEZv5H9Pu0ufJF2EbOG1LdF2T/nbhSXVyO6oR/KjIKZ1hEN8HS/FnimfwvcKq3Cf/dewaYzeVYfbJP7NMOQ9hG4a8EWeHtqZB8t1553R3dARY0OM1YdAQAMaRchWKPFPq3Yd5d2ZebXKp9rNyrYDwiGRZs3a+w9RDtEB+HUtWI81MVycshgP2+L8WzYtp3RenmgskaH+zo5Nx6OPcZVQ2zc1ykafx67Zvj70FtDDf89uU8z/Ho4G6EBPujVoq60xtfb02r7Jy7EmpldTSiYIRY8PTQ4NncYGIZxOJeOl6cHVj/T2+LzsjuD+l27U4pSUlFjCGR+m9qHU3q8PT0MA70B9TMXNw3xN2lAKZaohr64NzESf5/IdbywkRgbVQFtIgPxkVnRe3igL8ID60q1/Lw90SYiEBU1tfhnZn9DKZa/jxca+XsjLtTfZFZ0YxrD/ys7cxt2Z0wXfTBDxCfVNWHtufrr831wtaDMZgkUX22jgnAsqxAtGte1+eI6sni/+MYmE10CliVgvVuGGtoosl2ncTBjzNvTw2aJKRsa1M0UfzCzAJ8+kmT43DiY4VOF7ywlNDqmYIZY5exb8vXiCpO/a42u9iQnh5rX14wL+TLSzc4kdkG+3nh+QCuEB/qiRVgAdl3IB1A3LsqyKd0wadl+yxQyQHxEID55JAkRHIvKNRoN/pnZDzqGsciYnh3QEs8OsD0XUiN/H3w+sYsoMwiLISxQixsllYZRdYkp015Swq2Lq62vDARgf7Rue3y9PQUPZOxhu6v/6hpjEcyYe6pvC0Mw0zYy0OE4X+a9loT287O9UV5dazI9yuC24Vh7J4CSclRzJaEGwEQU5nW7ujvBjIfG+YaI+pIZIYtWHdXNJ8YEI/n+DnjMaFA3Bgz6xYdhmY0BvIC6nio9efQ28/DQsB7Lw5ifjyfuTYzC8ATxit3NOfPGP65bLEYkRKK1QNWFfczaT3l5aBDg4wlfb/VndbbnLLLO/Kw4c7fENPJHTCN/XteklBY93Bk/PdMLbVlWsVorUTDPV4z/fNbBWDH737ib9zhH1rw63LTDwMA2YfDw0FjM8/aKg44F7oBKZogk9ENoCBGAhAT44P5O0bwbBzorLtQfmfllGNWxbqTXu9tF4M2R7TBv3RlZ0iM3Z9rmvOLkhKV68eENkJ53G9MHm3Zv7hcfhlPvDhdkG3KKDPJ1+noXu1mFHFUNXz7aFVU1OsPErp2cLvW1XU0TGeSLsAa2O118NK4Tws3mjvL2dO6gt75TmhUd7Is3R7U3GbTUWNNQf0zqFQdfbw+LXl+dYhviWFahU+lQAwpmiCjMb+HQBj74e0Y/QwmNM1qGNcAnRvXFQnOUASU2CUZmfhk6xjg/zLma/fVCX+zLuIVx3dmP5ioWw4NaAXX3SmFeAsplHimntithey0xenTaCvoYMDa/mz6oFR5Mqm/c/O2Ubli57wreGZ0gSJrCgnwdTvr53gP122rk742CO4MABvlaf8y3DAvAxRulAOpGUD6dU+wwHT2ahaCWYXAos8DkNwlN5O9soOwyQ6Ja5m+R3p4eaB8dJMg8J2L5fGIXDGoThtQX7Y88q39eWsvXerUIwT8z++GJu5oJnTzFSWgSjCf7Npe8waFxN3c9/YBhFMtYir7zwLc1lxqpp/XyQKDWtM2LcQDjodHAz9vTMPK4nnkJ4+C2EfhmcnfOAxua41ua1je+fsymqQNbmTQW1tOXLAP1IygDwBePdsWu1wcb/v6/e9rgswl3ppzRAI/2qhvWIbSBD/6Z2Q+vj2iLp/tLM1WDPVQyQ0TRKaYhPh7fWZaW9Xzdmxjl8O0HgOGJafzm20DrhehgX7SJCFR0l2hXoB+AMTak/kGhf8NMPX3dYhRoNWsV3gDrZ/WDF8v7qE/LUOy+mG/ymVQBXofoIIzqGCXJcAliGdstxmKC1tgQf3z9WDdovTzQu2UozrxXV22pnzpCzOq73i1DkfZ/A63PZWZH92aNDD2q9ONw9WwRgh7vbzYsEx5UH9waD7p3V6tQBPp6I6FJEE5mF9eNfWU0pUOLxg0wpU8ztAwLQLuoIMXkdxTMEFH4+XiaTHLnSga2CUNYoNbkJh7foynGK3AgOlfUNMQfC8YkWp2TrKGDmcLVxtfb02QySke+ndId3edtQomV+YTEbjMztlssxnaTv8rRGf5WJhgN8vW2O4aWcQmHGOmJC+X+mP5X1xj8fDALA1rXl9Doh37QG9w2HNMHtUJCkyB8kXbJZJuAUXWhUTSsQV0bHCHaJgmNghlCOBrbLRZj5U6EGwsL1FoEjvMeSMD6k7l4up/8xd1y8vX2xMG3hqCmtr5b/8SeTVFSUWN3AEx31UDrhZZhASirqsXYrjHoameIBnM/PtUTq/ZfwVwHk5JytejhTpzma7LG38cLf71gfzwbDTSG6rEf9taNOtwuKqh+rCpDLKOOylsKZgghqvdorzg8aja3kbvSennCuOfu9MGOZz13V0PaR2CInVIXe6xNbCsEfamHrYa7YvhwbGeUVdWgcaDWMMfaf8Z2QllVLZo3DkDGzVI81CUGLaxMwaIUFMwQQgghCtGicQDOzxshyrpfGNwKn265gBEJkdAatcOx1iusdUR926fOsQ0tJgtWGg3DdfxnlSkuLkZwcDCKiooQFKSMhkqEEEIIsY/L85u6ZhNCCCFE1SiYIYQQQoiqUTBDCCGEEFWjYIYQQgghqqaKYObzzz9H8+bN4evri65du2LHjh1yJ4kQQgghCqH4YOann37CrFmzMGfOHBw5cgT9+vXDiBEjcOXKFbmTRgghhBAFUHzX7J49e6JLly5YunSp4bN27drhgQcewPz58x3+nrpmE0IIIerjMl2zq6qqcOjQIQwbNszk82HDhmH37t0ypYoQQgghSqLoEYBv3ryJ2tpaRESYDjcdERGB3Nxcq7+prKxEZWWl4e/i4mJR00gIIYQQeSm6ZEZPYzbdK8MwFp/pzZ8/H8HBwYZ/sbHqnsWVEEIIIfYpOphp3LgxPD09LUph8vLyLEpr9GbPno2ioiLDv6ysLCmSSgghhBCZKDqY8fHxQdeuXZGammryeWpqKvr06WP1N1qtFkFBQSb/CCGEEOK6FN1mBgBeeuklTJo0Cd26dUPv3r3x1Vdf4cqVK3juuefkThohhBBCFEDxwcy4ceOQn5+Pd999Fzk5OUhISMDff/+NuLg4uZNGCCGEEAVQ/DgzzioqKkLDhg2RlZVFVU6EEEKIShQXFyM2NhaFhYUIDg62u6ziS2acVVJSAgDUq4kQQghRoZKSEofBjMuXzOh0Oly7dg2BgYE2u3NzpY8W3am0x9322d32F3C/fXa3/QXcb5/dbX8B19pnhmFQUlKC6OhoeHjY76/k8iUzHh4eiImJEWXd7thbyt322d32F3C/fXa3/QXcb5/dbX8B19lnRyUyeorumk0IIYQQ4ggFM4QQQghRNQpmeNBqtZg7dy60Wq3cSZGMu+2zu+0v4H777G77C7jfPrvb/gLuuc+AGzQAJoQQQohro5IZQgghhKgaBTOEEEIIUTUKZgghhBCiahTM8PD555+jefPm8PX1RdeuXbFjxw65k+TQ/Pnz0b17dwQGBiI8PBwPPPAAzp07Z7LMlClToNFoTP716tXLZJnKykq88MILaNy4MQICAnD//ffj6tWrJssUFBRg0qRJCA4ORnBwMCZNmoTCwkKxd9FCcnKyxf5ERkYavmcYBsnJyYiOjoafnx8GDhyIU6dOmaxDTfvbrFkzi/3VaDSYNm0aANc4v9u3b8d9992H6OhoaDQa/P777ybfS3lOr1y5gvvuuw8BAQFo3LgxZsyYgaqqKsn2t7q6Gq+99hoSExMREBCA6OhoPPbYY7h27ZrJOgYOHGhx3sePH6/I/XW0z4C017Hc5xiA1Xtao9Hg3//+t2EZtZ1jUTCEk9WrVzPe3t7M119/zZw+fZqZOXMmExAQwGRmZsqdNLvuueceZvny5czJkyeZo0ePMiNHjmSaNm3K3L5927DM5MmTmeHDhzM5OTmGf/n5+Sbree6555gmTZowqampzOHDh5lBgwYxnTp1YmpqagzLDB8+nElISGB2797N7N69m0lISGBGjRol2b7qzZ07l+nQoYPJ/uTl5Rm+X7BgARMYGMj8+uuvzIkTJ5hx48YxUVFRTHFxsWEZNe1vXl6eyb6mpqYyAJitW7cyDOMa5/fvv/9m5syZw/z6668MAGbNmjUm30t1TmtqapiEhARm0KBBzOHDh5nU1FQmOjqamT59umT7W1hYyAwZMoT56aefmLNnzzJ79uxhevbsyXTt2tVkHQMGDGCefvppk/NeWFhosoxS9tfRPjOMdNexEs4xwzAm+5mTk8N8++23jEajYS5evGhYRm3nWAwUzHDUo0cP5rnnnjP5rG3btszrr78uU4r4ycvLYwAwaWlphs8mT57MjB492uZvCgsLGW9vb2b16tWGz7KzsxkPDw9m/fr1DMMwzOnTpxkAzN69ew3L7NmzhwHAnD17VvgdsWPu3LlMp06drH6n0+mYyMhIZsGCBYbPKioqmODgYOaLL75gGEZ9+2tu5syZTMuWLRmdTscwjOudX/OMX8pz+vfffzMeHh5Mdna2YZlVq1YxWq2WKSoqkmR/rdm/fz8DwOTlasCAAczMmTNt/kap+8sw1vdZqutYqed49OjRzODBg00+U/M5FgpVM3FQVVWFQ4cOYdiwYSafDxs2DLt375YpVfwUFRUBAEJCQkw+37ZtG8LDw9G6dWs8/fTTyMvLM3x36NAhVFdXm+x/dHQ0EhISDPu/Z88eBAcHo2fPnoZlevXqheDgYFmOUXp6OqKjo9G8eXOMHz8ely5dAgBkZGQgNzfXZF+0Wi0GDBhgSKca91evqqoK//3vf/HEE0+YzEnmaufXmJTndM+ePUhISEB0dLRhmXvuuQeVlZU4dOiQqPtpT1FRETQaDRo2bGjy+Y8//ojGjRujQ4cOeOWVVwwT8ALq3F8prmOl7TMAXL9+HevWrcOTTz5p8Z2rnWOuXH5uJiHdvHkTtbW1iIiIMPk8IiICubm5MqWKO4Zh8NJLL6Fv375ISEgwfD5ixAiMHTsWcXFxyMjIwFtvvYXBgwfj0KFD0Gq1yM3NhY+PDxo1amSyPuP9z83NRXh4uMU2w8PDJT9GPXv2xPfff4/WrVvj+vXrmDdvHvr06YNTp04Z0mLtXGZmZgKA6vbX2O+//47CwkJMmTLF8JmrnV9zUp7T3Nxci+00atQIPj4+sh2HiooKvP7665gwYYLJnDwTJ05E8+bNERkZiZMnT2L27Nk4duwYUlNTAahvf6W6jpW0z3orVqxAYGAgxowZY/K5q51jPiiY4cF89m2GYQSbkVsK06dPx/Hjx7Fz506Tz8eNG2f474SEBHTr1g1xcXFYt26dxc1jzHz/rR0LOY7RiBEjDP+dmJiI3r17o2XLllixYoWhwSCfc6nU/TW2bNkyjBgxwuQty9XOry1SnVMlHYfq6mqMHz8eOp0On3/+ucl3Tz/9tOG/ExISEB8fj27duuHw4cPo0qULAHXtr5TXsVL2We/bb7/FxIkT4evra/K5q51jPqiaiYPGjRvD09PTIkrNy8uziGiV6oUXXsDatWuxdetWh7OJR0VFIS4uDunp6QCAyMhIVFVVoaCgwGQ54/2PjIzE9evXLdZ148YN2Y9RQEAAEhMTkZ6ebujVZO9cqnV/MzMzsWnTJjz11FN2l3O18yvlOY2MjLTYTkFBAaqrqyU/DtXV1Xj44YeRkZGB1NRUhzMld+nSBd7e3ibnXU37a06s61hp+7xjxw6cO3fO4X0NuN45ZoOCGQ58fHzQtWtXQ9GdXmpqKvr06SNTqthhGAbTp0/Hb7/9hi1btqB58+YOf5Ofn4+srCxERUUBALp27Qpvb2+T/c/JycHJkycN+9+7d28UFRVh//79hmX27duHoqIi2Y9RZWUlzpw5g6ioKEORrPG+VFVVIS0tzZBOte7v8uXLER4ejpEjR9pdztXOr5TntHfv3jh58iRycnIMy2zcuBFarRZdu3YVdT+N6QOZ9PR0bNq0CaGhoQ5/c+rUKVRXVxvOu5r21xqxrmOl7fOyZcvQtWtXdOrUyeGyrnaOWZG0ubEL0HfNXrZsGXP69Glm1qxZTEBAAHP58mW5k2bX888/zwQHBzPbtm0z6b5XVlbGMAzDlJSUMC+//DKze/duJiMjg9m6dSvTu3dvpkmTJhbdWmNiYphNmzYxhw8fZgYPHmy1y2PHjh2ZPXv2MHv27GESExNl6ar88ssvM9u2bWMuXbrE7N27lxk1ahQTGBhoOFcLFixggoODmd9++405ceIE88gjj1jtxquW/WUYhqmtrWWaNm3KvPbaayafu8r5LSkpYY4cOcIcOXKEAcAsWrSIOXLkiKH3jlTnVN+N9e6772YOHz7MbNq0iYmJiRG8G6u9/a2urmbuv/9+JiYmhjl69KjJfV1ZWckwDMNcuHCBeeedd5gDBw4wGRkZzLp165i2bdsySUlJitxfR/ss5XWshHOsV1RUxPj7+zNLly61+L0az7EYKJjh4bPPPmPi4uIYHx8fpkuXLibdm5UKgNV/y5cvZxiGYcrKyphhw4YxYWFhjLe3N9O0aVNm8uTJzJUrV0zWU15ezkyfPp0JCQlh/Pz8mFGjRlksk5+fz0ycOJEJDAxkAgMDmYkTJzIFBQUS7Wk9/Rgj3t7eTHR0NDNmzBjm1KlThu91Oh0zd+5cJjIyktFqtUz//v2ZEydOmKxDTfvLMAyzYcMGBgBz7tw5k89d5fxu3brV6nU8efJkhmGkPaeZmZnMyJEjGT8/PyYkJISZPn06U1FRIdn+ZmRk2Lyv9WMLXblyhenfvz8TEhLC+Pj4MC1btmRmzJhhMS6LUvbX0T5LfR3LfY71vvzyS8bPz89i7BiGUec5FgPNmk0IIYQQVaM2M4QQQghRNQpmCCGEEKJqFMwQQgghRNUomCGEEEKIqlEwQwghhBBVo2CGEEIIIapGwQwhhBBCVI2CGUIIIYSoGgUzhBBBDBw4ELNmzWK17HfffYeGDRuKmh5bmjVrhsWLF8uybUKIOCiYIYTILjk5GZ07dxZ0nbYCpgMHDuCZZ54RdFuEEHl5yZ0AQgiRUlhYmNxJIIQIjEpmCCGclZaW4rHHHkODBg0QFRWFDz/80OT7qqoqvPrqq2jSpAkCAgLQs2dPbNu2zeq6vvvuO7zzzjs4duwYNBoNNBoNvvvuOwDAokWLkJiYiICAAMTGxmLq1Km4ffu2w/Rt27YNjz/+OIqKigzrTE5OBmBZzaTRaPDll19i1KhR8Pf3R7t27bBnzx5cuHABAwcOREBAAHr37o2LFy+abOPPP/9E165d4evrixYtWuCdd95BTU0N62NICBEOBTOEEM7+7//+D1u3bsWaNWuwceNGbNu2DYcOHTJ8//jjj2PXrl1YvXo1jh8/jrFjx2L48OFIT0+3WNe4cePw8ssvo0OHDsjJyUFOTg7GjRsHAPDw8MAnn3yCkydPYsWKFdiyZQteffVVh+nr06cPFi9ejKCgIMM6X3nlFZvLv/fee3jsscdw9OhRtG3bFhMmTMCzzz6L2bNn4+DBgwCA6dOnG5bfsGEDHn30UcyYMQOnT5/Gl19+ie+++w7vv/8+62NICBGQ3NN2E0LUpaSkhPHx8WFWr15t+Cw/P5/x8/NjZs6cyVy4cIHRaDRMdna2ye/uvvtuZvbs2QzDMMzy5cuZ4OBgw3dz585lOnXq5HDbP//8MxMaGsoqnebb0IuLi2M++ugjw98AmDfffNPw9549exgAzLJlywyfrVq1ivH19TX83a9fPyYlJcVkvT/88AMTFRXFKm2EEGFRmxlCCCcXL15EVVUVevfubfgsJCQEbdq0AQAcPnwYDMOgdevWJr+rrKxEaGgop21t3boVKSkpOH36NIqLi1FTU4OKigqUlpYiICDA+Z25o2PHjob/joiIAAAkJiaafFZRUYHi4mIEBQXh0KFDOHDggElJTG1tLSoqKlBWVgZ/f3/B0kYIcYyCGUIIJwzD2P1ep9PB09MThw4dgqenp8l3DRo0YL2dzMxM3HvvvXjuuefw3nvvISQkBDt37sSTTz6J6upqXmm3xdvb2/DfGo3G5mc6nc7w/++88w7GjBljsS5fX19B00YIcYyCGUIIJ61atYK3tzf27t2Lpk2bAgAKCgpw/vx5DBgwAElJSaitrUVeXh769evHap0+Pj6ora01+ezgwYOoqanBhx9+CA+PuuZ9P//8M+t0WlunULp06YJz586hVatWoqyfEMINBTOEEE4aNGiAJ598Ev/3f/+H0NBQREREYM6cOYaAo3Xr1pg4cSIee+wxfPjhh0hKSsLNmzexZcsWJCYm4t5777VYZ7NmzZCRkYGjR48iJiYGgYGBaNmyJWpqavDpp5/ivvvuw65du/DFF1+wTmezZs1w+/ZtbN68GZ06dYK/v79g1T9vv/02Ro0ahdjYWIwdOxYeHh44fvw4Tpw4gXnz5gmyDUIIe9SbiRDC2b///W/0798f999/P4YMGYK+ffuia9euhu+XL1+Oxx57DC+//DLatGmD+++/H/v27UNsbKzV9T300EMYPnw4Bg0ahLCwMKxatQqdO3fGokWL8MEHHyAhIQE//vgj5s+fzzqNffr0wXPPPYdx48YhLCwMCxcudHq/9e655x789ddfSE1NRffu3dGrVy8sWrQIcXFxgm2DEMKehnFUAU4IIYQQomBUMkMIIYQQVaNghhCiSiNGjECDBg2s/ktJSZE7eYQQCVE1EyFElbKzs1FeXm71u5CQEISEhEicIkKIXCiYIYQQQoiqUTUTIYQQQlSNghlCCCGEqBoFM4QQQghRNQpmCCGEEKJqFMwQQgghRNUomCGEEEKIqlEwQwghhBBVo2CGEEIIIar2/6pjuCzTc9NWAAAAAElFTkSuQmCC", + "text/plain": [ + "
                                                                                                                                  " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# import matplotlib.pyplot as plt\n", - "# fig, ax = plt.subplots(figsize=(14, 4))\n", - "# gdf.Canopy_Heights.plot(ax=ax, ls='', marker='.', ms=0.01)\n", - "# ax.set_xlabel('Segment ID', fontsize=12);\n", - "# ax.set_ylabel('Photon Height (m)', fontsize=12)\n", - "# ax.set_title('ICESat-2 ATL08', fontsize=14)\n", - "# ax.tick_params(axis='both', which='major', labelsize=12)" + "nsidc_object = \"s3://nsidc-cumulus-prod-protected/ATLAS/ATL08/006/2023/08/16/ATL08_20230816182927_08792008_006_01.h5\"\n", + "with s3_fsspec.open(nsidc_object) as f:\n", + " with xarray.open_dataset(f, group='gt1l/land_segments/canopy', engine=\"h5netcdf\", phony_dims='sort') as atl08_track:\n", + " #print(atl08_track)\n", + " atl08_track.h_canopy.plot()" ] } ], From 7658fa0671a1b63e7f02b034f5c293909404fdc9 Mon Sep 17 00:00:00 2001 From: smk0033 Date: Mon, 26 Feb 2024 08:27:27 -0800 Subject: [PATCH 49/77] name update --- .../science/ATL08/{IceSat_ATL08_Tutorials.ipynb => ATL08.ipynb} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename docs/source/science/ATL08/{IceSat_ATL08_Tutorials.ipynb => ATL08.ipynb} (100%) diff --git a/docs/source/science/ATL08/IceSat_ATL08_Tutorials.ipynb b/docs/source/science/ATL08/ATL08.ipynb similarity index 100% rename from docs/source/science/ATL08/IceSat_ATL08_Tutorials.ipynb rename to docs/source/science/ATL08/ATL08.ipynb From 13952291c3d8786d6b9786cb049edbcc07f5a040 Mon Sep 17 00:00:00 2001 From: smk0033 Date: Mon, 26 Feb 2024 13:30:45 -0800 Subject: [PATCH 50/77] rst update --- docs/source/science_examples.rst | 25 ++++++++++++++----------- 1 file changed, 14 insertions(+), 11 deletions(-) diff --git a/docs/source/science_examples.rst b/docs/source/science_examples.rst index 107315f0..f37edf83 100644 --- a/docs/source/science_examples.rst +++ b/docs/source/science_examples.rst @@ -2,17 +2,20 @@ Science Examples ======================================= .. toctree:: - :maxdepth: 1 + :maxdepth: 2 :caption: Science Examples: - science/HLS/HLS_search.ipynb - science/GEDI/GEDI02_A_tutorial.ipynb - science/GEDI/GEDI02_B_tutorial.ipynb - science/GEDI/SearchGEDI.ipynb - science/GEDI/GEDI_L3_tutorial.ipynb - science/GEDI/GEDI_L4A_Example.ipynb - science/GEDI/GEDI_L4B.ipynb - science/ATL03/IceSat_ATL03_Tutorials.ipynb - science/ATL08/IceSat_ATL08_Tutorials.ipynb - science/NISAR/Nisar_access_explore.ipynb + science/HLS/HLSL30.ipynb + science/GEDI/GEDI_L2A.ipynb + science/GEDI/GEDI_L2B.ipynb + science/GEDI/GEDI_L3.ipynb + science/GEDI/GEDI_L4A.ipynb + science/GEDI/GEDI_L4B.ipynb + science/ATL03/ATL03.ipynb + science/ATL08/ATL08.ipynb + science/NISAR/NISAR_access.ipynb + science/AfriSAR/AfriSAR_AGB.ipynb + science/LVIS/accessing_LVIS_data.ipynb + science/ESA_CCI/ESA_CCI_V4.ipynb + science/oss_documentation.rst \ No newline at end of file From 45f6c521eee80bb227b85b8b7dba6c556cd23be5 Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Wed, 28 Feb 2024 14:14:40 -0800 Subject: [PATCH 51/77] updated s3 command to avoid errors --- .../technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index 9f2ea9de..140d9b02 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -180,7 +180,7 @@ "\n", "You will need a test GeoTIF file as input. If you do not have one, go to the folder where you'd like to download the example file (assuming you're in the `test_run` folder as above, `cd input`) and use the following aws command (NOTE: if this step fails, it is likely that you are either in a Basic Stable workspace version prior to v3.1.4, or you do not have the vanilla conda environment activated):\n", "```\n", - "aws s3api get-object --bucket nasa-maap-data-store --key file-staging/nasa-map/ESACCI_Biomass_L4_AGB_V4_100m_2020/S40E160_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2020-fv4.0.tif S40E160_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2020-fv4.0.tif\n", + "aws s3 cp s3://nasa-maap-data-store/file-staging/nasa-map/ESACCI_Biomass_L4_AGB_V4_100m_2020/S40E160_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2020-fv4.0.tif .\n", "```\n", "\n", "To run the script we will want to do something like this (from the `test_run` folder):\n", From 44cafa4a817a7868d671ad118a81414148364092 Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Wed, 28 Feb 2024 17:09:20 -0800 Subject: [PATCH 52/77] redid all the images for registration and job-submit - interleaved instructions - updated images --- .../dps_tutorial/_static/alg-reg-2.png | Bin 0 -> 125515 bytes .../_static/tutorial_register_1.png | Bin 105171 -> 91006 bytes .../_static/tutorial_register_2.png | Bin 270399 -> 276411 bytes .../_static/tutorial_register_3.png | Bin 260264 -> 227866 bytes .../_static/tutorial_submit_1.png | Bin 197532 -> 206225 bytes .../_static/tutorial_submit_2.png | Bin 25940 -> 51690 bytes .../dps_tutorial/_static/tutorial_view_1.png | Bin 305063 -> 309844 bytes .../dps_tutorial/_static/tutorial_view_2.png | Bin 265728 -> 283416 bytes .../dps_tutorial/_static/tutorial_view_3.png | Bin 224237 -> 229491 bytes .../dps_tutorial/dps_tutorial_demo.ipynb | 90 ++++++++++++------ 10 files changed, 60 insertions(+), 30 deletions(-) create mode 100644 docs/source/technical_tutorials/dps_tutorial/_static/alg-reg-2.png diff --git 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                                                                                                                                  " ], "text/plain": [ "\n", @@ -976,14 +975,13 @@ " data_rate: Data are stored as aggregates of 100 meters." ] }, - "execution_count": 33, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nsidc_object = s3_url\n", - "with s3_fsspec.open(nsidc_object) as f:\n", + "with s3_fsspec.open(s3_url) as f:\n", " atl08_track = xarray.open_dataset(f, group='gt1l/land_segments', engine=\"h5netcdf\", phony_dims='sort')\n", "atl08_track" ] @@ -995,14 +993,14 @@ "source": [ "### 2. H5py and H5glance\n", "\n", - "Let's check the available keys and structure of the HDF5 files using `H5py` and `H5glance`. \n", + "Let's check the available keys and structure of the HDF5 files using `H5py` and `H5glance`. This will use the downloaded file that we saved locally.\n", "\n", "Open the file and list the keys:" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 10, "id": "2bebf474-efdd-44c0-8d1f-74795218712e", "metadata": { "tags": [] @@ -1026,7 +1024,7 @@ " 'quality_assessment']" ] }, - "execution_count": 31, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1041,12 +1039,12 @@ "id": "61a5f601-319a-4836-915d-61ded1d08877", "metadata": {}, "source": [ - "Use `H5glance` module to interactively check all available variables and field that can be used for further analysis and visualizations." + "Use `H5glance` module to interactively check all available variables and field that can be used for further analysis and visualizations:" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 11, "id": "639bb2f9-2793-4fda-a803-d1a4cdf139c7", "metadata": { "tags": [] @@ -1160,7 +1158,7 @@ ".h5glance-dataset-name {\n", " font-weight: bold;\n", "}\n", - "
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                                                                                                                                                                                                        • max_try [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • min_nphs [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • n_dec_mode [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • night_thresh [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • noise_class [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • outlier_filter_switch [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • p_static [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • ph_removal_percent_limit [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • proc_geoseg [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • psf [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • ref_dem_limit [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • ref_finalground_limit [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • relief_hbot [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • relief_htop [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • shp_param [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • sig_rsq_search [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • sseg [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • stat20m_thresh [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • stat_thresh [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • tc_thresh [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • te_class [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • terrain20m_thresh [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • toc_class [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • up_filt_bnd [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                        • up_gnd_bnd [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • up_toc_bnd [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • up_toc_cut [📋]: 1 entries, dtype: float32
                                                                                                                                                                                                        • yapc_switch [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • atlas_sdp_gps_epoch [📋]: 1 entries, dtype: float64
                                                                                                                                                                                                      • control [📋]: 1 entries, dtype: 100000-byte ASCII string
                                                                                                                                                                                                      • data_end_utc [📋]: 1 entries, dtype: 27-byte ASCII string
                                                                                                                                                                                                      • data_start_utc [📋]: 1 entries, dtype: 27-byte ASCII string
                                                                                                                                                                                                      • end_cycle [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • end_delta_time [📋]: 1 entries, dtype: float64
                                                                                                                                                                                                      • end_geoseg [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • end_gpssow [📋]: 1 entries, dtype: float64
                                                                                                                                                                                                      • end_gpsweek [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • end_orbit [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • end_region [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • end_rgt [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • granule_end_utc [📋]: 1 entries, dtype: 27-byte ASCII string
                                                                                                                                                                                                      • granule_start_utc [📋]: 1 entries, dtype: 27-byte ASCII string
                                                                                                                                                                                                      • qa_at_interval [📋]: 1 entries, dtype: float64
                                                                                                                                                                                                      • release [📋]: 1 entries, dtype: 80-byte ASCII string
                                                                                                                                                                                                      • start_cycle [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • start_delta_time [📋]: 1 entries, dtype: float64
                                                                                                                                                                                                      • start_geoseg [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • start_gpssow [📋]: 1 entries, dtype: float64
                                                                                                                                                                                                      • start_gpsweek [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • start_orbit [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • start_region [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • start_rgt [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • version [📋]: 1 entries, dtype: 80-byte ASCII string
                                                                                                                                                                                                          • can_noise [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics [📋]: 18690 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics_abs [📋]: 18690 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_openness [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • canopy_rh_conf [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                          • centroid_height [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_20m [📋]: 18690 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_abs [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_quad [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_uncertainty [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_dif_canopy [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy_abs [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy_abs [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy_abs [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy_abs [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • n_ca_photons [📋]: 18690 entries, dtype: int32
                                                                                                                                                                                                          • n_toc_photons [📋]: 18690 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_can [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • photon_rate_can_nr [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • segment_cover [📋]: 18690 entries, dtype: int16
                                                                                                                                                                                                          • subset_can_flag [📋]: 18690 × 5 entries, dtype: int8
                                                                                                                                                                                                          • toc_roughness [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit_20m [📋]: 18690 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_te_interp [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_te_max [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mean [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_te_median [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_te_min [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mode [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_te_rh25 [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_te_skew [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_te_std [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • h_te_uncertainty [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • n_te_photons [📋]: 18690 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_te [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                          • subset_te_flag [📋]: 18690 × 5 entries, dtype: int8
                                                                                                                                                                                                          • terrain_slope [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • asr [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • atlas_pa [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • beam_azimuth [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • beam_coelev [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • brightness_flag [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                        • cloud_flag_atm [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                        • cloud_fold_flag [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 18690 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_beg [📋]: 18690 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_end [📋]: 18690 entries, dtype: float64
                                                                                                                                                                                                        • dem_flag [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                        • dem_h [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • dem_removal_flag [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                        • h_dif_ref [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • last_seg_extend [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • latitude [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • latitude_20m [📋]: 18690 × 5 entries, dtype: float32
                                                                                                                                                                                                        • layer_flag [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                        • longitude [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • longitude_20m [📋]: 18690 × 5 entries, dtype: float32
                                                                                                                                                                                                        • msw_flag [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                        • n_seg_ph [📋]: 18690 entries, dtype: int32
                                                                                                                                                                                                        • night_flag [📋]: 18690 entries, dtype: int32
                                                                                                                                                                                                        • ph_ndx_beg [📋]: 18690 entries, dtype: int64
                                                                                                                                                                                                        • ph_removal_flag [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                        • psf_flag [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                        • rgt [📋]: 18690 entries, dtype: int16
                                                                                                                                                                                                        • sat_flag [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                        • segment_id_beg [📋]: 18690 entries, dtype: int32
                                                                                                                                                                                                        • segment_id_end [📋]: 18690 entries, dtype: int32
                                                                                                                                                                                                        • segment_landcover [📋]: 18690 entries, dtype: int16
                                                                                                                                                                                                        • segment_snowcover [📋]: 18690 entries, dtype: int8
                                                                                                                                                                                                        • segment_watermask [📋]: 18690 entries, dtype: int32
                                                                                                                                                                                                        • sigma_across [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • sigma_along [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • sigma_atlas_land [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • sigma_h [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • sigma_topo [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • snr [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • solar_azimuth [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • solar_elevation [📋]: 18690 entries, dtype: float32
                                                                                                                                                                                                        • surf_type [📋]: 18690 × 5 entries, dtype: int8
                                                                                                                                                                                                        • terrain_flg [📋]: 18690 entries, dtype: int32
                                                                                                                                                                                                        • urban_flag [📋]: 18690 entries, dtype: int32
                                                                                                                                                                                                        • classed_pc_flag [📋]: 4876093 entries, dtype: int8
                                                                                                                                                                                                        • classed_pc_indx [📋]: 4876093 entries, dtype: int32
                                                                                                                                                                                                        • d_flag [📋]: 4876093 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 4876093 entries, dtype: float64
                                                                                                                                                                                                        • ph_h [📋]: 4876093 entries, dtype: float32
                                                                                                                                                                                                        • ph_segment_id [📋]: 4876093 entries, dtype: int32
                                                                                                                                                                                                          • can_noise [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics [📋]: 11436 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics_abs [📋]: 11436 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_openness [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • canopy_rh_conf [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                          • centroid_height [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_20m [📋]: 11436 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_abs [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_quad [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_uncertainty [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_dif_canopy [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy_abs [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy_abs [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy_abs [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy_abs [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • n_ca_photons [📋]: 11436 entries, dtype: int32
                                                                                                                                                                                                          • n_toc_photons [📋]: 11436 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_can [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • photon_rate_can_nr [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • segment_cover [📋]: 11436 entries, dtype: int16
                                                                                                                                                                                                          • subset_can_flag [📋]: 11436 × 5 entries, dtype: int8
                                                                                                                                                                                                          • toc_roughness [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit_20m [📋]: 11436 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_te_interp [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_te_max [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mean [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_te_median [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_te_min [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mode [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_te_rh25 [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_te_skew [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_te_std [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • h_te_uncertainty [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • n_te_photons [📋]: 11436 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_te [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                          • subset_te_flag [📋]: 11436 × 5 entries, dtype: int8
                                                                                                                                                                                                          • terrain_slope [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • asr [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • atlas_pa [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • beam_azimuth [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • beam_coelev [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • brightness_flag [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                        • cloud_flag_atm [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                        • cloud_fold_flag [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 11436 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_beg [📋]: 11436 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_end [📋]: 11436 entries, dtype: float64
                                                                                                                                                                                                        • dem_flag [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                        • dem_h [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • dem_removal_flag [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                        • h_dif_ref [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • last_seg_extend [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • latitude [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • latitude_20m [📋]: 11436 × 5 entries, dtype: float32
                                                                                                                                                                                                        • layer_flag [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                        • longitude [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • longitude_20m [📋]: 11436 × 5 entries, dtype: float32
                                                                                                                                                                                                        • msw_flag [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                        • n_seg_ph [📋]: 11436 entries, dtype: int32
                                                                                                                                                                                                        • night_flag [📋]: 11436 entries, dtype: int32
                                                                                                                                                                                                        • ph_ndx_beg [📋]: 11436 entries, dtype: int64
                                                                                                                                                                                                        • ph_removal_flag [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                        • psf_flag [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                        • rgt [📋]: 11436 entries, dtype: int16
                                                                                                                                                                                                        • sat_flag [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                        • segment_id_beg [📋]: 11436 entries, dtype: int32
                                                                                                                                                                                                        • segment_id_end [📋]: 11436 entries, dtype: int32
                                                                                                                                                                                                        • segment_landcover [📋]: 11436 entries, dtype: int16
                                                                                                                                                                                                        • segment_snowcover [📋]: 11436 entries, dtype: int8
                                                                                                                                                                                                        • segment_watermask [📋]: 11436 entries, dtype: int32
                                                                                                                                                                                                        • sigma_across [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • sigma_along [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • sigma_atlas_land [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • sigma_h [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • sigma_topo [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • snr [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • solar_azimuth [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • solar_elevation [📋]: 11436 entries, dtype: float32
                                                                                                                                                                                                        • surf_type [📋]: 11436 × 5 entries, dtype: int8
                                                                                                                                                                                                        • terrain_flg [📋]: 11436 entries, dtype: int32
                                                                                                                                                                                                        • urban_flag [📋]: 11436 entries, dtype: int32
                                                                                                                                                                                                        • classed_pc_flag [📋]: 1372978 entries, dtype: int8
                                                                                                                                                                                                        • classed_pc_indx [📋]: 1372978 entries, dtype: int32
                                                                                                                                                                                                        • d_flag [📋]: 1372978 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 1372978 entries, dtype: float64
                                                                                                                                                                                                        • ph_h [📋]: 1372978 entries, dtype: float32
                                                                                                                                                                                                        • ph_segment_id [📋]: 1372978 entries, dtype: int32
                                                                                                                                                                                                          • can_noise [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics [📋]: 18612 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics_abs [📋]: 18612 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_openness [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • canopy_rh_conf [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                          • centroid_height [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_20m [📋]: 18612 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_abs [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_quad [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_uncertainty [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_dif_canopy [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy_abs [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy_abs [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy_abs [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy_abs [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • n_ca_photons [📋]: 18612 entries, dtype: int32
                                                                                                                                                                                                          • n_toc_photons [📋]: 18612 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_can [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • photon_rate_can_nr [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • segment_cover [📋]: 18612 entries, dtype: int16
                                                                                                                                                                                                          • subset_can_flag [📋]: 18612 × 5 entries, dtype: int8
                                                                                                                                                                                                          • toc_roughness [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit_20m [📋]: 18612 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_te_interp [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_te_max [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mean [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_te_median [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_te_min [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mode [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_te_rh25 [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_te_skew [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_te_std [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • h_te_uncertainty [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • n_te_photons [📋]: 18612 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_te [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                          • subset_te_flag [📋]: 18612 × 5 entries, dtype: int8
                                                                                                                                                                                                          • terrain_slope [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • asr [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • atlas_pa [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • beam_azimuth [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • beam_coelev [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • brightness_flag [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                        • cloud_flag_atm [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                        • cloud_fold_flag [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 18612 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_beg [📋]: 18612 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_end [📋]: 18612 entries, dtype: float64
                                                                                                                                                                                                        • dem_flag [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                        • dem_h [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • dem_removal_flag [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                        • h_dif_ref [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • last_seg_extend [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • latitude [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • latitude_20m [📋]: 18612 × 5 entries, dtype: float32
                                                                                                                                                                                                        • layer_flag [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                        • longitude [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • longitude_20m [📋]: 18612 × 5 entries, dtype: float32
                                                                                                                                                                                                        • msw_flag [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                        • n_seg_ph [📋]: 18612 entries, dtype: int32
                                                                                                                                                                                                        • night_flag [📋]: 18612 entries, dtype: int32
                                                                                                                                                                                                        • ph_ndx_beg [📋]: 18612 entries, dtype: int64
                                                                                                                                                                                                        • ph_removal_flag [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                        • psf_flag [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                        • rgt [📋]: 18612 entries, dtype: int16
                                                                                                                                                                                                        • sat_flag [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                        • segment_id_beg [📋]: 18612 entries, dtype: int32
                                                                                                                                                                                                        • segment_id_end [📋]: 18612 entries, dtype: int32
                                                                                                                                                                                                        • segment_landcover [📋]: 18612 entries, dtype: int16
                                                                                                                                                                                                        • segment_snowcover [📋]: 18612 entries, dtype: int8
                                                                                                                                                                                                        • segment_watermask [📋]: 18612 entries, dtype: int32
                                                                                                                                                                                                        • sigma_across [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • sigma_along [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • sigma_atlas_land [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • sigma_h [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • sigma_topo [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • snr [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • solar_azimuth [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • solar_elevation [📋]: 18612 entries, dtype: float32
                                                                                                                                                                                                        • surf_type [📋]: 18612 × 5 entries, dtype: int8
                                                                                                                                                                                                        • terrain_flg [📋]: 18612 entries, dtype: int32
                                                                                                                                                                                                        • urban_flag [📋]: 18612 entries, dtype: int32
                                                                                                                                                                                                        • classed_pc_flag [📋]: 3117451 entries, dtype: int8
                                                                                                                                                                                                        • classed_pc_indx [📋]: 3117451 entries, dtype: int32
                                                                                                                                                                                                        • d_flag [📋]: 3117451 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 3117451 entries, dtype: float64
                                                                                                                                                                                                        • ph_h [📋]: 3117451 entries, dtype: float32
                                                                                                                                                                                                        • ph_segment_id [📋]: 3117451 entries, dtype: int32
                                                                                                                                                                                                          • can_noise [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics [📋]: 10243 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics_abs [📋]: 10243 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_openness [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • canopy_rh_conf [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                          • centroid_height [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_20m [📋]: 10243 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_abs [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_quad [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_uncertainty [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_dif_canopy [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy_abs [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy_abs [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy_abs [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy_abs [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • n_ca_photons [📋]: 10243 entries, dtype: int32
                                                                                                                                                                                                          • n_toc_photons [📋]: 10243 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_can [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • photon_rate_can_nr [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • segment_cover [📋]: 10243 entries, dtype: int16
                                                                                                                                                                                                          • subset_can_flag [📋]: 10243 × 5 entries, dtype: int8
                                                                                                                                                                                                          • toc_roughness [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit_20m [📋]: 10243 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_te_interp [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_te_max [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mean [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_te_median [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_te_min [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mode [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_te_rh25 [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_te_skew [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_te_std [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • h_te_uncertainty [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • n_te_photons [📋]: 10243 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_te [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                          • subset_te_flag [📋]: 10243 × 5 entries, dtype: int8
                                                                                                                                                                                                          • terrain_slope [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • asr [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • atlas_pa [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • beam_azimuth [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • beam_coelev [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • brightness_flag [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                        • cloud_flag_atm [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                        • cloud_fold_flag [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 10243 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_beg [📋]: 10243 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_end [📋]: 10243 entries, dtype: float64
                                                                                                                                                                                                        • dem_flag [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                        • dem_h [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • dem_removal_flag [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                        • h_dif_ref [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • last_seg_extend [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • latitude [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • latitude_20m [📋]: 10243 × 5 entries, dtype: float32
                                                                                                                                                                                                        • layer_flag [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                        • longitude [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • longitude_20m [📋]: 10243 × 5 entries, dtype: float32
                                                                                                                                                                                                        • msw_flag [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                        • n_seg_ph [📋]: 10243 entries, dtype: int32
                                                                                                                                                                                                        • night_flag [📋]: 10243 entries, dtype: int32
                                                                                                                                                                                                        • ph_ndx_beg [📋]: 10243 entries, dtype: int64
                                                                                                                                                                                                        • ph_removal_flag [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                        • psf_flag [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                        • rgt [📋]: 10243 entries, dtype: int16
                                                                                                                                                                                                        • sat_flag [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                        • segment_id_beg [📋]: 10243 entries, dtype: int32
                                                                                                                                                                                                        • segment_id_end [📋]: 10243 entries, dtype: int32
                                                                                                                                                                                                        • segment_landcover [📋]: 10243 entries, dtype: int16
                                                                                                                                                                                                        • segment_snowcover [📋]: 10243 entries, dtype: int8
                                                                                                                                                                                                        • segment_watermask [📋]: 10243 entries, dtype: int32
                                                                                                                                                                                                        • sigma_across [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • sigma_along [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • sigma_atlas_land [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • sigma_h [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • sigma_topo [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • snr [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • solar_azimuth [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • solar_elevation [📋]: 10243 entries, dtype: float32
                                                                                                                                                                                                        • surf_type [📋]: 10243 × 5 entries, dtype: int8
                                                                                                                                                                                                        • terrain_flg [📋]: 10243 entries, dtype: int32
                                                                                                                                                                                                        • urban_flag [📋]: 10243 entries, dtype: int32
                                                                                                                                                                                                        • classed_pc_flag [📋]: 1107244 entries, dtype: int8
                                                                                                                                                                                                        • classed_pc_indx [📋]: 1107244 entries, dtype: int32
                                                                                                                                                                                                        • d_flag [📋]: 1107244 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 1107244 entries, dtype: float64
                                                                                                                                                                                                        • ph_h [📋]: 1107244 entries, dtype: float32
                                                                                                                                                                                                        • ph_segment_id [📋]: 1107244 entries, dtype: int32
                                                                                                                                                                                                          • can_noise [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics [📋]: 19575 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics_abs [📋]: 19575 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_openness [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • canopy_rh_conf [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                          • centroid_height [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_20m [📋]: 19575 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_abs [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_quad [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_uncertainty [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_dif_canopy [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy_abs [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy_abs [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy_abs [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy_abs [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • n_ca_photons [📋]: 19575 entries, dtype: int32
                                                                                                                                                                                                          • n_toc_photons [📋]: 19575 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_can [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • photon_rate_can_nr [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • segment_cover [📋]: 19575 entries, dtype: int16
                                                                                                                                                                                                          • subset_can_flag [📋]: 19575 × 5 entries, dtype: int8
                                                                                                                                                                                                          • toc_roughness [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit_20m [📋]: 19575 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_te_interp [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_te_max [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mean [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_te_median [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_te_min [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mode [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_te_rh25 [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_te_skew [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_te_std [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • h_te_uncertainty [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • n_te_photons [📋]: 19575 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_te [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                          • subset_te_flag [📋]: 19575 × 5 entries, dtype: int8
                                                                                                                                                                                                          • terrain_slope [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • asr [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • atlas_pa [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • beam_azimuth [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • beam_coelev [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • brightness_flag [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                        • cloud_flag_atm [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                        • cloud_fold_flag [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 19575 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_beg [📋]: 19575 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_end [📋]: 19575 entries, dtype: float64
                                                                                                                                                                                                        • dem_flag [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                        • dem_h [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • dem_removal_flag [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                        • h_dif_ref [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • last_seg_extend [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • latitude [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • latitude_20m [📋]: 19575 × 5 entries, dtype: float32
                                                                                                                                                                                                        • layer_flag [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                        • longitude [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • longitude_20m [📋]: 19575 × 5 entries, dtype: float32
                                                                                                                                                                                                        • msw_flag [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                        • n_seg_ph [📋]: 19575 entries, dtype: int32
                                                                                                                                                                                                        • night_flag [📋]: 19575 entries, dtype: int32
                                                                                                                                                                                                        • ph_ndx_beg [📋]: 19575 entries, dtype: int64
                                                                                                                                                                                                        • ph_removal_flag [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                        • psf_flag [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                        • rgt [📋]: 19575 entries, dtype: int16
                                                                                                                                                                                                        • sat_flag [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                        • segment_id_beg [📋]: 19575 entries, dtype: int32
                                                                                                                                                                                                        • segment_id_end [📋]: 19575 entries, dtype: int32
                                                                                                                                                                                                        • segment_landcover [📋]: 19575 entries, dtype: int16
                                                                                                                                                                                                        • segment_snowcover [📋]: 19575 entries, dtype: int8
                                                                                                                                                                                                        • segment_watermask [📋]: 19575 entries, dtype: int32
                                                                                                                                                                                                        • sigma_across [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • sigma_along [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • sigma_atlas_land [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • sigma_h [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • sigma_topo [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • snr [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • solar_azimuth [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • solar_elevation [📋]: 19575 entries, dtype: float32
                                                                                                                                                                                                        • surf_type [📋]: 19575 × 5 entries, dtype: int8
                                                                                                                                                                                                        • terrain_flg [📋]: 19575 entries, dtype: int32
                                                                                                                                                                                                        • urban_flag [📋]: 19575 entries, dtype: int32
                                                                                                                                                                                                        • classed_pc_flag [📋]: 3880512 entries, dtype: int8
                                                                                                                                                                                                        • classed_pc_indx [📋]: 3880512 entries, dtype: int32
                                                                                                                                                                                                        • d_flag [📋]: 3880512 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 3880512 entries, dtype: float64
                                                                                                                                                                                                        • ph_h [📋]: 3880512 entries, dtype: float32
                                                                                                                                                                                                        • ph_segment_id [📋]: 3880512 entries, dtype: int32
                                                                                                                                                                                                          • can_noise [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics [📋]: 10803 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_h_metrics_abs [📋]: 10803 × 18 entries, dtype: float32
                                                                                                                                                                                                          • canopy_openness [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • canopy_rh_conf [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                          • centroid_height [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_20m [📋]: 10803 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_abs [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_quad [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_canopy_uncertainty [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_dif_canopy [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_max_canopy_abs [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_mean_canopy_abs [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_median_canopy_abs [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_min_canopy_abs [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • n_ca_photons [📋]: 10803 entries, dtype: int32
                                                                                                                                                                                                          • n_toc_photons [📋]: 10803 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_can [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • photon_rate_can_nr [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • segment_cover [📋]: 10803 entries, dtype: int16
                                                                                                                                                                                                          • subset_can_flag [📋]: 10803 × 5 entries, dtype: int8
                                                                                                                                                                                                          • toc_roughness [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_te_best_fit_20m [📋]: 10803 × 5 entries, dtype: float32
                                                                                                                                                                                                          • h_te_interp [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_te_max [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mean [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_te_median [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_te_min [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_te_mode [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_te_rh25 [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_te_skew [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_te_std [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • h_te_uncertainty [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • n_te_photons [📋]: 10803 entries, dtype: int32
                                                                                                                                                                                                          • photon_rate_te [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                          • subset_te_flag [📋]: 10803 × 5 entries, dtype: int8
                                                                                                                                                                                                          • terrain_slope [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • asr [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • atlas_pa [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • beam_azimuth [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • beam_coelev [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • brightness_flag [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                        • cloud_flag_atm [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                        • cloud_fold_flag [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 10803 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_beg [📋]: 10803 entries, dtype: float64
                                                                                                                                                                                                        • delta_time_end [📋]: 10803 entries, dtype: float64
                                                                                                                                                                                                        • dem_flag [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                        • dem_h [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • dem_removal_flag [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                        • h_dif_ref [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • last_seg_extend [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • latitude [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • latitude_20m [📋]: 10803 × 5 entries, dtype: float32
                                                                                                                                                                                                        • layer_flag [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                        • longitude [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • longitude_20m [📋]: 10803 × 5 entries, dtype: float32
                                                                                                                                                                                                        • msw_flag [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                        • n_seg_ph [📋]: 10803 entries, dtype: int32
                                                                                                                                                                                                        • night_flag [📋]: 10803 entries, dtype: int32
                                                                                                                                                                                                        • ph_ndx_beg [📋]: 10803 entries, dtype: int64
                                                                                                                                                                                                        • ph_removal_flag [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                        • psf_flag [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                        • rgt [📋]: 10803 entries, dtype: int16
                                                                                                                                                                                                        • sat_flag [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                        • segment_id_beg [📋]: 10803 entries, dtype: int32
                                                                                                                                                                                                        • segment_id_end [📋]: 10803 entries, dtype: int32
                                                                                                                                                                                                        • segment_landcover [📋]: 10803 entries, dtype: int16
                                                                                                                                                                                                        • segment_snowcover [📋]: 10803 entries, dtype: int8
                                                                                                                                                                                                        • segment_watermask [📋]: 10803 entries, dtype: int32
                                                                                                                                                                                                        • sigma_across [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • sigma_along [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • sigma_atlas_land [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • sigma_h [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • sigma_topo [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • snr [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • solar_azimuth [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • solar_elevation [📋]: 10803 entries, dtype: float32
                                                                                                                                                                                                        • surf_type [📋]: 10803 × 5 entries, dtype: int8
                                                                                                                                                                                                        • terrain_flg [📋]: 10803 entries, dtype: int32
                                                                                                                                                                                                        • urban_flag [📋]: 10803 entries, dtype: int32
                                                                                                                                                                                                        • classed_pc_flag [📋]: 1146212 entries, dtype: int8
                                                                                                                                                                                                        • classed_pc_indx [📋]: 1146212 entries, dtype: int32
                                                                                                                                                                                                        • d_flag [📋]: 1146212 entries, dtype: int8
                                                                                                                                                                                                        • delta_time [📋]: 1146212 entries, dtype: float64
                                                                                                                                                                                                        • ph_h [📋]: 1146212 entries, dtype: float32
                                                                                                                                                                                                        • ph_segment_id [📋]: 1146212 entries, dtype: int32
                                                                                                                                                                                                      • bounding_polygon_lat1 [📋]: 11 entries, dtype: float64
                                                                                                                                                                                                      • bounding_polygon_lon1 [📋]: 11 entries, dtype: float64
                                                                                                                                                                                                      • crossing_time [📋]: 1 entries, dtype: float64
                                                                                                                                                                                                      • cycle_number [📋]: 1 entries, dtype: int8
                                                                                                                                                                                                      • lan [📋]: 1 entries, dtype: float64
                                                                                                                                                                                                      • orbit_number [📋]: 1 entries, dtype: uint16
                                                                                                                                                                                                      • rgt [📋]: 1 entries, dtype: int16
                                                                                                                                                                                                      • sc_orient [📋]: 1 entries, dtype: int8
                                                                                                                                                                                                      • sc_orient_time [📋]: 1 entries, dtype: float64
                                                                                                                                                                                                      • qa_granule_fail_reason [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                      • qa_granule_pass_fail [📋]: 1 entries, dtype: int32
                                                                                                                                                                                                    • ds_geosegments [📋]: 5 entries, dtype: int8
                                                                                                                                                                                                    • ds_metrics [📋]: 18 entries, dtype: int8
                                                                                                                                                                                                    • ds_surf_type [📋]: 5 entries, dtype: int32
                                                                                                                                                                                                  " @@ -1256,7 +1254,7 @@ "└quality_assessment\t(2 children) (1 attributes)" ] }, - "execution_count": 32, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1277,11 +1275,9 @@ }, { "cell_type": "code", - "execution_count": 34, - "id": "4ca91e06-8eae-498d-bf63-95be8d64d8ee", - "metadata": { - "tags": [] - }, + "execution_count": 12, + "id": "a3decea5-672f-4c74-9e52-a8d11a3ed335", + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1325,10 +1321,10 @@ } ], "source": [ - "with s3_fsspec.open(nsidc_object) as f:\n", - " with xarray.open_dataset(f, group='gt1l/land_segments', engine=\"h5netcdf\", phony_dims='sort') as atl08_track:\n", - " print(atl08_track)\n", - " atl08_track.dem_h.plot()" + "with s3_fsspec.open(s3_url) as f:\n", + " atl08_track = xarray.open_dataset(f, group='gt1l/land_segments', engine=\"h5netcdf\", phony_dims='sort')\n", + " print(atl08_track)\n", + " atl08_track.dem_h.plot()" ] }, { @@ -1343,7 +1339,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 13, "id": "8003da8f-ded1-4f52-b6f3-cc9e110be1f5", "metadata": {}, "outputs": [ @@ -1359,9 +1355,9 @@ } ], "source": [ - "with s3_fsspec.open(nsidc_object) as f:\n", - " with xarray.open_dataset(f, group='gt1l/land_segments/canopy', engine=\"h5netcdf\", phony_dims='sort') as atl08_track:\n", - " atl08_track.h_canopy.plot()" + "with s3_fsspec.open(s3_url) as f:\n", + " atl08_track = xarray.open_dataset(f, group='gt1l/land_segments/canopy', engine=\"h5netcdf\", phony_dims='sort')\n", + " atl08_track.h_canopy.plot()" ] } ], From 44268569d3dee9e1cf21bbfcf2022096929bc8fa Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Thu, 7 Mar 2024 17:32:40 -0800 Subject: [PATCH 56/77] update comments to shift from source -> conda run --- .../dps_tutorial/dps_tutorial_demo.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index 4cf14df4..65ebe01b 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -259,13 +259,13 @@ "\n", "- `run_gdal.sh` is a bash script to call the `gdal_wrapper.py` algorithm: make sure for DPS you have inputs and outputs in the right places. If you look at `run_gdal.sh` you will see that it is reading all the files from the `input/` folder and writing to the `output/` folder.\n", "- sets the correct python environment for your code to run\n", - "- remember to use `source activate` instead of `conda activate` as conda uses an interactive shell and on the DPS your code is run non-interactively. \n", + "- the best way to execute your algorithm with a custom environment is to use `conda run`, as shown in this script (`conda run --live-stream --name dps_tutorial python ${basedir}/gdal_wrapper.py --input_file ${INPUT_FILENAME} --output_file output/${OUTPUT_FILENAME} --outsize ${REDUCTION_SIZE}`)\n", "\n", "Run your scripts as if DPS is executing them:\n", "\n", "- activate the default conda environment, in this case `conda activate vanilla`\n", - "- run `build-env.sh`\n", - "- run `run_gdal.sh`\n", + "- run `build-env.sh` to create or update your custom environment\n", + "- run `run_gdal.sh` to execute your algorithm using the custom environment\n", "\n", "Future topics:\n", "\n", From 1e25f152c1eedb5dd704b06370231ad7f7e1824e Mon Sep 17 00:00:00 2001 From: smk0033 Date: Fri, 8 Mar 2024 08:50:31 -0800 Subject: [PATCH 57/77] description and workspace update --- docs/source/science/ATL08/ATL08.ipynb | 81 +++++++++++++++------------ 1 file changed, 45 insertions(+), 36 deletions(-) diff --git a/docs/source/science/ATL08/ATL08.ipynb b/docs/source/science/ATL08/ATL08.ipynb index a542fbb0..87267e91 100644 --- a/docs/source/science/ATL08/ATL08.ipynb +++ b/docs/source/science/ATL08/ATL08.ipynb @@ -11,7 +11,7 @@ "\n", "Date: March 7, 2024\n", "\n", - "Description: In this example, we'll walk through two methods accessing ATL08 data from the NSIDC DAAC S3 and NASA's Earthdata search using `maap-py`. We'll then explore the data using `H5py`, `h5Glance`, and `xarray`. Finally, we'll visualize some of the data using `xarray`." + "Description: In this example, we'll walk through accessing ATL08 data using both cloud access and through downloading. We'll then explore the data using `H5py`, `h5Glance`, and `xarray`. Finally, we'll visualize some of the data using `xarray`." ] }, { @@ -23,7 +23,7 @@ "\n", "To access and run this tutorial within MAAP's Algorithm Development Environment (ADE), please refer to the [\"Getting started with the MAAP\"](https://docs.maap-project.org/en/latest/getting_started/getting_started.html) section of our documentation.\n", "\n", - "Disclaimer: This tutorial will use an experimental feature to allow access to the DAAC without using EarthDataLogin. This tutorial will need to be ran within MAAP's ADE to allow this experimental feature to work. Running the tutorial outside of the MAAP ADE will result in errors." + "Disclaimer: This tutorial will use an experimental feature to allow access to the DAAC without using EarthDataLogin. This tutorial will need to be ran within MAAP's ADE to allow this experimental feature to work. Running the tutorial outside of the MAAP ADE will result in errors. Additionally, it is recommended to use the `Pangeo` workspace within the MAAP ADE." ] }, { @@ -78,28 +78,37 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "3a9b3e53-c67b-4294-999a-04e7cc2c149c", "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", - "\u001b[0m" - ] - } - ], + "outputs": [], + "source": [ + "# !pip install -q h5py h5glance requests fsspec s3fs h5netcdf" + ] + }, + { + "cell_type": "markdown", + "id": "69ee9aed-39a7-42fa-aa85-e5185a7ffc7f", + "metadata": {}, "source": [ - "# !pip install -q h5py h5glance requests rioxarray fsspec s3fs h5netcdf" + "Optional download (do not need to download if you're using the Pangeo workspace. Uncomment if using other workspaces):" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, + "id": "c9665604-ce0e-47b1-b7b9-5648d62a6b2e", + "metadata": {}, + "outputs": [], + "source": [ + "# !pip install -q rioxarray" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "id": "43dc9655", "metadata": {}, "outputs": [], @@ -144,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 12, "id": "23c1abf0-0369-4833-85ef-3e556409959a", "metadata": {}, "outputs": [], @@ -186,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "9d93b99d-37a3-4f9e-a4e8-4939a8275506", "metadata": { "tags": [] @@ -219,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 14, "id": "e87a6048", "metadata": {}, "outputs": [], @@ -242,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 15, "id": "1fff1d07", "metadata": {}, "outputs": [ @@ -422,7 +431,7 @@ " 'MimeType': 'image/jpeg'}]}}}" ] }, - "execution_count": 6, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -444,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 16, "id": "419c6e78", "metadata": {}, "outputs": [ @@ -454,7 +463,7 @@ "'./data/ATL08_20230816182927_08792008_006_01.h5'" ] }, - "execution_count": 7, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -496,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 17, "id": "162ed41f", "metadata": {}, "outputs": [ @@ -506,7 +515,7 @@ "'s3://nsidc-cumulus-prod-protected/ATLAS/ATL08/006/2023/08/16/ATL08_20230816182927_08792008_006_01.h5'" ] }, - "execution_count": 8, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -526,7 +535,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 18, "id": "6d30ef03-4878-4e9b-beef-b535476db455", "metadata": { "tags": [] @@ -921,11 +930,11 @@ " urban_flag (delta_time) float64 ...\n", "Attributes:\n", " Description: Contains data categorized as land at 100 meter intervals.\n", - " data_rate: Data are stored as aggregates of 100 meters.
                                                                                                                                                                                                • Description :
                                                                                                                                                                                                  Contains data categorized as land at 100 meter intervals.
                                                                                                                                                                                                  data_rate :
                                                                                                                                                                                                  Data are stored as aggregates of 100 meters.
                                                                                                                                                                                                • " ], "text/plain": [ "\n", @@ -975,7 +984,7 @@ " data_rate: Data are stored as aggregates of 100 meters." ] }, - "execution_count": 9, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1000,7 +1009,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 19, "id": "2bebf474-efdd-44c0-8d1f-74795218712e", "metadata": { "tags": [] @@ -1024,7 +1033,7 @@ " 'quality_assessment']" ] }, - "execution_count": 10, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1044,7 +1053,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 20, "id": "639bb2f9-2793-4fda-a803-d1a4cdf139c7", "metadata": { "tags": [] @@ -1254,7 +1263,7 @@ "└quality_assessment\t(2 children) (1 attributes)" ] }, - "execution_count": 11, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1275,7 +1284,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 21, "id": "a3decea5-672f-4c74-9e52-a8d11a3ed335", "metadata": {}, "outputs": [ @@ -1339,7 +1348,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 22, "id": "8003da8f-ded1-4f52-b6f3-cc9e110be1f5", "metadata": {}, "outputs": [ From 8e4861254abe3dcfa470ca6df92dc2d0d8467ce3 Mon Sep 17 00:00:00 2001 From: smk0033 Date: Fri, 8 Mar 2024 11:52:00 -0800 Subject: [PATCH 58/77] added cloud native geoguide links --- docs/source/science/ESA_CCI/ESA_CCI_V4.ipynb | 4 +++- .../source/technical_tutorials/access/accessing_cod.ipynb | 8 +++++--- .../source/technical_tutorials/access/edav_wcs_data.ipynb | 4 +++- .../user_data/create-datasets-for-dashboard.ipynb | 4 +++- .../visualization/interval_color_mapping.ipynb | 6 ++++-- 5 files changed, 18 insertions(+), 8 deletions(-) diff --git a/docs/source/science/ESA_CCI/ESA_CCI_V4.ipynb b/docs/source/science/ESA_CCI/ESA_CCI_V4.ipynb index 27727306..df6b38a7 100644 --- a/docs/source/science/ESA_CCI/ESA_CCI_V4.ipynb +++ b/docs/source/science/ESA_CCI/ESA_CCI_V4.ipynb @@ -32,6 +32,8 @@ "This dataset comprises estimates of forest Above-Ground Biomass (AGB) for the years 2017, 2018, 2019 and 2020, version 4. They are derived from a combination of Earth Observation (EO) data, depending on the year, from the Copernicus Sentinel-1 mission, Envisat’s ASAR instrument and JAXA’s Advanced Land Observing Satellite (ALOS-1 and ALOS-2), along with additional information from Earth observation sources. The data has been produced as part of the European Space Agency's (ESA's) Climate Change Initiative (CCI) programme by the Biomass CCI team.\n", "\n", "### Additional Resources\n", + "* [Cloud Native Geoguide](https://guide.cloudnativegeo.org/)\n", + "* [Examples of Working with COGs](https://guide.cloudnativegeo.org/cloud-optimized-geotiffs/cogs-examples.html)\n", "* [ESA’s Climate Change Initiative Biomass project](https://climate.esa.int/en/odp/#/project/biomass)\n", "* [xarray Documentation](https://docs.xarray.dev/en/stable/index.html)\n", " " @@ -1582,7 +1584,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/docs/source/technical_tutorials/access/accessing_cod.ipynb b/docs/source/technical_tutorials/access/accessing_cod.ipynb index 323871b5..33b583ea 100644 --- a/docs/source/technical_tutorials/access/accessing_cod.ipynb +++ b/docs/source/technical_tutorials/access/accessing_cod.ipynb @@ -35,6 +35,8 @@ "source": [ "## Additional Resources\n", "\n", + "- [Cloud Native Geoguide](https://guide.cloudnativegeo.org/)\n", + "- [Examples of Working with COGs](https://guide.cloudnativegeo.org/cloud-optimized-geotiffs/cogs-examples.html)\n", "- [Using pystac-client](https://pystac-client.readthedocs.io/en/stable/api.html)\n" ] }, @@ -1156,9 +1158,9 @@ ], "metadata": { "kernelspec": { - "display_name": "gedi_subset", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "gedi_subset" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1170,7 +1172,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/docs/source/technical_tutorials/access/edav_wcs_data.ipynb b/docs/source/technical_tutorials/access/edav_wcs_data.ipynb index 7dab1074..5d7186b8 100644 --- a/docs/source/technical_tutorials/access/edav_wcs_data.ipynb +++ b/docs/source/technical_tutorials/access/edav_wcs_data.ipynb @@ -28,6 +28,8 @@ "metadata": {}, "source": [ "## Additional Resources\n", + "- [Cloud Optimized Geoguide](https://guide.cloudnativegeo.org/)\n", + "- [Examples of Working with COGs](https://guide.cloudnativegeo.org/cloud-optimized-geotiffs/cogs-examples.html)\n", "- [Raster data handling with Python](https://geoscripting-wur.github.io/PythonRaster/)\n", "- [OWSLib Github](https://github.com/geopython/OWSLib)\n", "- [rioxarray Documentation](https://corteva.github.io/rioxarray)" @@ -440,7 +442,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/docs/source/technical_tutorials/user_data/create-datasets-for-dashboard.ipynb b/docs/source/technical_tutorials/user_data/create-datasets-for-dashboard.ipynb index 08d54bc0..a5cc78ea 100644 --- a/docs/source/technical_tutorials/user_data/create-datasets-for-dashboard.ipynb +++ b/docs/source/technical_tutorials/user_data/create-datasets-for-dashboard.ipynb @@ -48,6 +48,8 @@ "metadata": {}, "source": [ "## Additional Resources\n", + "- [Cloud Optimized Geoguide](https://guide.cloudnativegeo.org/)\n", + "- [Examples of Working with COGs](https://guide.cloudnativegeo.org/cloud-optimized-geotiffs/cogs-examples.html)\n", "- [Rio Tiler Colors](https://cogeotiff.github.io/rio-tiler/colormap/)\n", "- [Matplotlib Colors](https://matplotlib.org/stable/tutorials/colors/colormaps.html) " ] @@ -1195,7 +1197,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/docs/source/technical_tutorials/visualization/interval_color_mapping.ipynb b/docs/source/technical_tutorials/visualization/interval_color_mapping.ipynb index dc7ace14..4bc935e1 100644 --- a/docs/source/technical_tutorials/visualization/interval_color_mapping.ipynb +++ b/docs/source/technical_tutorials/visualization/interval_color_mapping.ipynb @@ -37,6 +37,8 @@ "metadata": {}, "source": [ "## Additional Resources \n", + "- [Cloud Optimized Geoguide](https://guide.cloudnativegeo.org/)\n", + "- [Examples of Working with COGs](https://guide.cloudnativegeo.org/cloud-optimized-geotiffs/cogs-examples.html)\n", "- [Predefined Color Maps](https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html)\n", "- [CSS RGBA Colors](https://www.w3schools.com/css/css3_colors.asp)\n", "- [Using Python Zip Function](https://www.w3schools.com/python/ref_func_zip.asp)\n" @@ -465,7 +467,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.11.2 64-bit", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -479,7 +481,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" + "version": "3.10.13" }, "vscode": { "interpreter": { From 08e0e9ffd50db4a32dfd5e78a6a036a2e5f44ce1 Mon Sep 17 00:00:00 2001 From: smk0033 Date: Fri, 8 Mar 2024 11:54:32 -0800 Subject: [PATCH 59/77] updates --- docs/source/technical_tutorials/access/edav_wcs_data.ipynb | 2 +- .../user_data/create-datasets-for-dashboard.ipynb | 2 +- .../visualization/interval_color_mapping.ipynb | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/source/technical_tutorials/access/edav_wcs_data.ipynb b/docs/source/technical_tutorials/access/edav_wcs_data.ipynb index 5d7186b8..346ffe2c 100644 --- a/docs/source/technical_tutorials/access/edav_wcs_data.ipynb +++ b/docs/source/technical_tutorials/access/edav_wcs_data.ipynb @@ -28,7 +28,7 @@ "metadata": {}, "source": [ "## Additional Resources\n", - "- [Cloud Optimized Geoguide](https://guide.cloudnativegeo.org/)\n", + "- [Cloud Native Geoguide](https://guide.cloudnativegeo.org/)\n", "- [Examples of Working with COGs](https://guide.cloudnativegeo.org/cloud-optimized-geotiffs/cogs-examples.html)\n", "- [Raster data handling with Python](https://geoscripting-wur.github.io/PythonRaster/)\n", "- [OWSLib Github](https://github.com/geopython/OWSLib)\n", diff --git a/docs/source/technical_tutorials/user_data/create-datasets-for-dashboard.ipynb b/docs/source/technical_tutorials/user_data/create-datasets-for-dashboard.ipynb index a5cc78ea..43ed897f 100644 --- a/docs/source/technical_tutorials/user_data/create-datasets-for-dashboard.ipynb +++ b/docs/source/technical_tutorials/user_data/create-datasets-for-dashboard.ipynb @@ -48,7 +48,7 @@ "metadata": {}, "source": [ "## Additional Resources\n", - "- [Cloud Optimized Geoguide](https://guide.cloudnativegeo.org/)\n", + "- [Cloud Native Geoguide](https://guide.cloudnativegeo.org/)\n", "- [Examples of Working with COGs](https://guide.cloudnativegeo.org/cloud-optimized-geotiffs/cogs-examples.html)\n", "- [Rio Tiler Colors](https://cogeotiff.github.io/rio-tiler/colormap/)\n", "- [Matplotlib Colors](https://matplotlib.org/stable/tutorials/colors/colormaps.html) " diff --git a/docs/source/technical_tutorials/visualization/interval_color_mapping.ipynb b/docs/source/technical_tutorials/visualization/interval_color_mapping.ipynb index 4bc935e1..907a8c0b 100644 --- a/docs/source/technical_tutorials/visualization/interval_color_mapping.ipynb +++ b/docs/source/technical_tutorials/visualization/interval_color_mapping.ipynb @@ -37,7 +37,7 @@ "metadata": {}, "source": [ "## Additional Resources \n", - "- [Cloud Optimized Geoguide](https://guide.cloudnativegeo.org/)\n", + "- [Cloud Native Geoguide](https://guide.cloudnativegeo.org/)\n", "- [Examples of Working with COGs](https://guide.cloudnativegeo.org/cloud-optimized-geotiffs/cogs-examples.html)\n", "- [Predefined Color Maps](https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html)\n", "- [CSS RGBA Colors](https://www.w3schools.com/css/css3_colors.asp)\n", From b8c1d4b462a76d604232df22f4822afe243e0f0d Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Tue, 12 Mar 2024 16:15:34 -0700 Subject: [PATCH 60/77] added hysds <-> maap job status mapping --- .../system_reference_guide/jobs_maappy.ipynb | 14 +++++++++++++- docs/source/system_reference_guide/jobsui.ipynb | 14 +++++++++++++- 2 files changed, 26 insertions(+), 2 deletions(-) diff --git a/docs/source/system_reference_guide/jobs_maappy.ipynb b/docs/source/system_reference_guide/jobs_maappy.ipynb index e9e70e66..e1471f39 100644 --- a/docs/source/system_reference_guide/jobs_maappy.ipynb +++ b/docs/source/system_reference_guide/jobs_maappy.ipynb @@ -75,7 +75,19 @@ "\n", "```\n", "'86fbac52-24b0-4963-8b67-59d0fc09946aSucceeded'\n", - "```" + "```\n", + "\n", + "### Job Status\n", + "Job status may be different between the HySDS Figaro job-monitoring dashboard and the Jobs UI. Below is a mapping of status terms:\n", + "```\n", + "MAAP <- HySDS\n", + "Accepted <- job-queued\n", + "Running <- job-started\n", + "Success <- job-completed\n", + "Failed <- job-offline or job-failed\n", + "\n", + "HySDS state not valid/used in MAAP: job-deduped\n", + "```\n" ] }, { diff --git a/docs/source/system_reference_guide/jobsui.ipynb b/docs/source/system_reference_guide/jobsui.ipynb index a5316b58..b7147825 100644 --- a/docs/source/system_reference_guide/jobsui.ipynb +++ b/docs/source/system_reference_guide/jobsui.ipynb @@ -33,7 +33,19 @@ "\n", "Users can sort jobs by queued, start, and end time in ascending/descending order. Users may use the search bar to filter the job list down to jobs containing the user-provided string in any of the fields shown. \n", "\n", - "![jobs_ui_overview](../_static/jobs_ui_overview.png)\n" + "![jobs_ui_overview](../_static/jobs_ui_overview.png)\n", + "\n", + "### Job Status\n", + "Job status may be different between the HySDS Figaro job-monitoring dashboard and the Jobs UI. Below is a mapping of status terms:\n", + "```\n", + "MAAP <- HySDS\n", + "Accepted <- job-queued\n", + "Running <- job-started\n", + "Success <- job-completed\n", + "Failed <- job-offline or job-failed\n", + "\n", + "HySDS state not valid/used in MAAP: job-deduped\n", + "```\n" ] }, { From e937036674d5fec0924f50dcbda49018532b04cc Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Fri, 15 Mar 2024 14:53:18 -0700 Subject: [PATCH 61/77] added job-revoked info --- docs/source/system_reference_guide/jobs_maappy.ipynb | 1 + docs/source/system_reference_guide/jobsui.ipynb | 1 + 2 files changed, 2 insertions(+) diff --git a/docs/source/system_reference_guide/jobs_maappy.ipynb b/docs/source/system_reference_guide/jobs_maappy.ipynb index e1471f39..7b8084ba 100644 --- a/docs/source/system_reference_guide/jobs_maappy.ipynb +++ b/docs/source/system_reference_guide/jobs_maappy.ipynb @@ -85,6 +85,7 @@ "Running <- job-started\n", "Success <- job-completed\n", "Failed <- job-offline or job-failed\n", + "job-revoked <- job-revoked (when a queued or running job is stopped before completion)\n", "\n", "HySDS state not valid/used in MAAP: job-deduped\n", "```\n" diff --git a/docs/source/system_reference_guide/jobsui.ipynb b/docs/source/system_reference_guide/jobsui.ipynb index b7147825..ffb866e9 100644 --- a/docs/source/system_reference_guide/jobsui.ipynb +++ b/docs/source/system_reference_guide/jobsui.ipynb @@ -43,6 +43,7 @@ "Running <- job-started\n", "Success <- job-completed\n", "Failed <- job-offline or job-failed\n", + "job-revoked <- job-revoked (when a queued or running job is stopped before completion)\n", "\n", "HySDS state not valid/used in MAAP: job-deduped\n", "```\n" From 1162e8b95317ffbf6bdc466915083862ad5aa5cf Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Fri, 15 Mar 2024 15:11:26 -0700 Subject: [PATCH 62/77] fixed a section title --- .../technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index 65ebe01b..c5670e37 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -153,7 +153,7 @@ "\n", "- **Logging**: It is a good practice to write out a log file during the execution of your code making it easier to debug. When running on the DPS, any logs written to the `output` directory or written to `stdout` or `stderr` will automatically be preserved. \n", "\n", - "### Testing as a DPS job locally within the workspace\n", + "### Testing the Python script locally within the workspace\n", "\n", "Before registering your algorithm you can test it locally to catch common errors related to input parsing and storing output. To test your algorithm locally before registration follow the below steps:\n", "\n", From bcd574bffab26134440f79d3fa2cb18d5c98bcf8 Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Fri, 15 Mar 2024 15:49:04 -0700 Subject: [PATCH 63/77] some reformatting - swap "input" image vs. instruction - put some code/script names into code format --- .../dps_tutorial/dps_tutorial_demo.ipynb | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index c5670e37..c53aaf63 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -273,7 +273,7 @@ "- How does file management happen?\n", "- Relative paths vs. absolute for input/output\n", "- Mimic what’s happening on DPS (basedir)\n", - "- This wrapper run_gdal.sh script needs to manage the input files the way that your python script requires them (e.g. pass single file at a time vs. multiple files at once, etc.)\n", + "- This wrapper `run_gdal.sh` script needs to manage the input files the way that your python script requires them (e.g. pass single file at a time vs. multiple files at once, etc.)\n", "\n" ] }, @@ -297,7 +297,7 @@ "\n", "- The Repository URL is the .git URL. In the tutorial copy this author created, it is `https://github.com/MAAP-Project/dps_tutorial.git`\n", "- Repository Branch is used as a version when this algorithm is registered. For your test it is likely `main`\n", - "- The Run and Build Commands must be the full path of the scripts that will be used by the DPS to build and execute the algorithm. Typically these will be the repository_name/script_name.sh. In this case we have run command: `dps_tutorial/gdal_wrapper/run_gdal.sh` and build command: `dps_tutorial/gdal_wrapper/build-env.sh`.\n", + "- The Run and Build Commands must be the full path of the scripts that will be used by the DPS to build and execute the algorithm. Typically these will be the `repository_name/script_name.sh`. In this case we have run command: `dps_tutorial/gdal_wrapper/run_gdal.sh` and build command: `dps_tutorial/gdal_wrapper/build-env.sh`.\n", "\n", "#### Then fill in the rest of the algorithm information:\n", "![Algorithm information](_static/tutorial_register_2.png)\n", @@ -310,9 +310,9 @@ "See [the Getting Started guide](../../getting_started/running_at_scale.ipynb#Container-URLs) for more information on Containers.\n", "\n", "#### Finally you fill in the input section:\n", - "![Algorithm-Inputs information](_static/tutorial_register_3.png)\n", + "- There are File Inputs and Positional Inputs (command-line parameters to adjust how the algorithm runs). In our example we have a File Input called `input_file` and two Positional Inputs: an output file called `output_file` and a parameter called `outsize` describing how much file-size reduction we want to get. For each input you can add a Description, a Default Value, and mark whether it’s required or optional.\n", "\n", - "- There are File Inputs and Positional Inputs (command-line parameters to adjust how the algorithm runs). In our example we have a File Input called `input_file` and two Positional Inputs: an output file called `output_file` and a parameters called `outsize` describing how much file-size reduction we want to get. For each input you can add a Description, a Default Value, and mark whether it’s required or optional.\n", + "![Algorithm-Inputs information](_static/tutorial_register_3.png)\n", "\n", "4. Press Register and there will a popup dialog with a link to view progress of the build (you should copy the link and paste it into a new page; if try to simply follow the link to the build, it will be difficult to edit the form and fix any mistakes).\n", "![Register confirmation popup information](_static/tutorial_register_4.png)\n" From c34da8f88bc991550107612b7a4830975372f55b Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Wed, 20 Mar 2024 15:52:50 -0700 Subject: [PATCH 64/77] several updates from testing --- .../dps_tutorial/dps_tutorial_demo.ipynb | 40 ++++++++++++++----- 1 file changed, 31 insertions(+), 9 deletions(-) diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index c53aaf63..ce07b27f 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -177,18 +177,23 @@ "```\n", "mkdir input\n", "mkdir output\n", - "\n", + "```\n", + "```\n", "# ls -F\n", "input/ output/\n", "```\n", "- You will need a test GeoTIF file as input. If you do not have one, go to the folder where you'd like to download the example file (assuming you're in the `dps_test_run` folder as above, `cd input`) and use the following aws command (NOTE: if this step fails, it is likely that you are either in a Basic Stable workspace version prior to v3.1.4, or you do not have the vanilla conda environment activated):\n", "```\n", "cd input\n", + "```\n", + "```\n", "aws s3 cp s3://nasa-maap-data-store/file-staging/nasa-map/ESACCI_Biomass_L4_AGB_V4_100m_2020/S40E160_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2020-fv4.0.tif .\n", "```\n", "- Once the input directory is set up, `cd ..` back to the `dps_test_run` directory and call your run script. This is the script you would like the DPS to run when your code is executing on the cloud. Note: This assumes you have already built the environment with required custom packages as mentioned in the build-env.sh of your algorithm. We did this above.\n", "```\n", "cd ~/algorithms/dps_test_run\n", + "```\n", + "```\n", "python ../dps_tutorial/gdal_wrapper/gdal_wrapper.py --input_file input/S40E160_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2020-fv4.0.tif --output_file output/TestFile-30.tif --outsize 30\n", "```\n", "- Successful output of the script should look like this:\n", @@ -223,10 +228,14 @@ "The `gdal_wrapper` files are already prepared for DPS. When running from DPS we will have the `run_gdal.sh` shell script do the execution, so we should test it first:\n", "```\n", "cd ~/algorithms/dps_test_run\n", + "```\n", + "```\n", "../dps_tutorial/gdal_wrapper/run_gdal.sh output_from_shell.tif 25\n", "```\n", "\n", "This should write a similar message to STDOUT that you saw when executing `gdal_wrapper.py` above. You should see an output file that is slightly smaller than the original test run because we chose a smaller value for the `outsize` parameter.\n", + "\n", + "The shell script is wrapping the Python script that we ran above. Note that there are different parameters—-in the shell script we read all the input files from `input/` and write outputs into the `output/` folder. If you read the shell script you will see how this is happening.\n", "```\n", "# ../dps_tutorial/gdal_wrapper/run_gdal.sh output_from_shell.tif 25\n", "Installed GDAL Version: 3.7.0\n", @@ -253,7 +262,7 @@ "\n", "- this script is used for installing custom packages using pip or conda \n", "- can take conda environment definition from `environment.yaml`\n", - "- Have it activate the environment with `source activate base` (or whatever your env is) before installing packages in it\n", + "- current practice is to update the default environment for the Container that you're using\n", "\n", "File: `run_gdal.sh`\n", "\n", @@ -288,16 +297,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "1. Commit and push any changes to Github that you have made to the Algorithm while testing. The registration process will pull the code from Github as part of registration.\n", - "2. Open up Launcher: Register Algorithm (the same as the Register Algorithm option from the Command Palette)\n", - "3. Fill in the fields as described below.\n", + "0. When you are registering your own algorithm, make sure that all your changes are commited and pushed into Github. The registration process will pull the code from Github as part of registration. In this case, we will simply use the existing demonstration repo.\n", + "1. Open up [Launcher: Register Algorithm](../../getting_started/running_at_scale.ipynb#Register-an-Algorithm) (the same as the Register Algorithm option from the Command Palette)\n", + "2. Fill in the fields as described below.\n", "\n", "#### First you fill in the public code-repository information:\n", "![Code repo information](_static/tutorial_register_1.png)\n", "\n", - "- The Repository URL is the .git URL. In the tutorial copy this author created, it is `https://github.com/MAAP-Project/dps_tutorial.git`\n", + "- The Repository URL is the .git URL. In the demo repository, it is\n", + "```\n", + "https://github.com/MAAP-Project/dps_tutorial.git\n", + "```\n", "- Repository Branch is used as a version when this algorithm is registered. For your test it is likely `main`\n", - "- The Run and Build Commands must be the full path of the scripts that will be used by the DPS to build and execute the algorithm. Typically these will be the `repository_name/script_name.sh`. In this case we have run command: `dps_tutorial/gdal_wrapper/run_gdal.sh` and build command: `dps_tutorial/gdal_wrapper/build-env.sh`.\n", + "- The Run and Build Commands must be the full path of the scripts that will be used by the DPS to build and execute the algorithm. Typically these will be the `repository_name/script_name.sh`. In this case we have a run command:\n", + "```\n", + "dps_tutorial/gdal_wrapper/run_gdal.sh\n", + "```\n", + "and a build command:\n", + "```\n", + "dps_tutorial/gdal_wrapper/build-env.sh\n", + "```\n", "\n", "#### Then fill in the rest of the algorithm information:\n", "![Algorithm information](_static/tutorial_register_2.png)\n", @@ -314,7 +333,7 @@ "\n", "![Algorithm-Inputs information](_static/tutorial_register_3.png)\n", "\n", - "4. Press Register and there will a popup dialog with a link to view progress of the build (you should copy the link and paste it into a new page; if try to simply follow the link to the build, it will be difficult to edit the form and fix any mistakes).\n", + "4. Press Register and there will a popup dialog with a link to view progress of the build (you should copy the link and paste it into a new page, or open it in a new browser tab). If you close this modal, you can look for your Algorithm build at https://repo.maap-project.org/root/register-job-hysds-v4/-/jobs/\n", "![Register confirmation popup information](_static/tutorial_register_4.png)\n" ] }, @@ -334,7 +353,10 @@ "- Choose the Algorithm you just registered using the dropdown menu.\n", "- The Job Tag can be empty or any list of short terms that you would like to associate with your job. This will help you sort and filter the job list later. It is a comma-separated list of tags.\n", "- The Resource is likely to be the same as the one you chose when registering the Algorithm. For the tutorial it can be the smallest one (8 GB).\n", - "- The input file can be any GeoTIF file that is accessible by the system. For example, you can browse the [MAAP STAC](https://stac-browser.maap-project.org/collections/ESACCI_Biomass_L4_AGB_V4_100m?.language=en) and find a GeoTIF. For example `s3://nasa-maap-data-store/file-staging/nasa-map/ESACCI_Biomass_L4_AGB_V4_100m_2020/S40E160_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2020-fv4.0.tif`\n", + "- The input file can be any GeoTIF file that is accessible by the system. For example, you can browse the [MAAP STAC](https://stac-browser.maap-project.org/collections/ESACCI_Biomass_L4_AGB_V4_100m?.language=en) and find a GeoTIF. For example\n", + "```\n", + "s3://nasa-maap-data-store/file-staging/nasa-map/ESACCI_Biomass_L4_AGB_V4_100m_2020/S40E160_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2020-fv4.0.tif\n", + "```\n", "- The output file can have any name. It should end with .tif because it will be a GeoTIF also.\n", "- Outsize is a number from 1 to 100.\n", "![Submit Job Page](_static/tutorial_submit_1.png)\n", From 9b67f7a30783b5a7bab89d93e328811f27c3389f Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Wed, 20 Mar 2024 16:09:12 -0700 Subject: [PATCH 65/77] clarity around the registration process --- .../_static/tutorial_register_6.png | Bin 0 -> 279692 bytes .../dps_tutorial/dps_tutorial_demo.ipynb | 14 +++++++++++--- 2 files changed, 11 insertions(+), 3 deletions(-) create mode 100644 docs/source/technical_tutorials/dps_tutorial/_static/tutorial_register_6.png diff --git a/docs/source/technical_tutorials/dps_tutorial/_static/tutorial_register_6.png b/docs/source/technical_tutorials/dps_tutorial/_static/tutorial_register_6.png new file mode 100644 index 0000000000000000000000000000000000000000..62bc40590da83aad5f2204bd0466b38f61c6c6fe GIT binary patch literal 279692 zcmeFYcT^P3wg(ELBB0`j0xB6KXOJ8PNlH?3&N&ZpfC0%Wk|gJ(AUWqG8HcEZA!mj# 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zlZ`h8Mr=-h_j}x!z|}P-r`ccpp0srPXx@@yKIlrx&m7`rJF8)nI6zlicusP#W3dXN ziUxM0w=)Zm5Wfh^YO5->F<{jywV$=NoB6f*QxHKMR(^ys$ zkI8B=88v6G=a%~3R!CL%5<9=w7}KG!W6Eo*Zra?82qBZ$bb5RxBsh2;nc4M-a7nLr zV&`FTx*2gT%XMzWG^F!!h)!^6RV=2+Hp_{CaZ6cif@#X}*JhW=!tEU)&+H`47ZaQ~ z&R*K!)$LRs2a2toVK-Hzv7kx_J~xMbgwdI}U;^U#cg<&D*%6NoKm|(Be9^$hd(l+S z?O>#~ZO<~y0Bn$`PVb8#>E|M_+~RY5Qe=aKmu_CNH=`obQ@Gs>Qh1&Ex93x!Te_1# zxeT|#T#jS7F{gee(FnRtFRY^81IN|T>MW(vHq%EO%>{Fq#|0OFx)3r?gPx0^H+ti+lMW+iq)e}nMPJ-uTeVBVhs160M$2}OR?+D(f#H}ms({>O*mXCJPHmKNL#1!Jh9 b^TY7{-qDV?H`jav_ Date: Thu, 21 Mar 2024 14:58:03 -0700 Subject: [PATCH 66/77] added 3.1.5 release notes --- docs/source/release_notes.rst | 41 +++++++++++++++++++++++++++++++++++ 1 file changed, 41 insertions(+) diff --git a/docs/source/release_notes.rst b/docs/source/release_notes.rst index 28ee6788..cb6a9014 100644 --- a/docs/source/release_notes.rst +++ b/docs/source/release_notes.rst @@ -1,6 +1,47 @@ Release Notes ======================================= +------------------------------------------------------------- +3.1.5 +------------------------------------------------------------- +| April 1, 2024 +| Minor feature additions and bug fixes. + + +Added +^^^^^^^^^^^^ +* Open in file browser button for output of completed jobs in Jobs UI: https://github.com/MAAP-Project/Community/issues/656 +* Bug submission reporting new option for help menu: https://github.com/MAAP-Project/Community/issues/302 +* Cancel/dismiss a job from the Jobs UI: https://github.com/MAAP-Project/Community/issues/753 +* Added more packages to pangeo/r images: https://github.com/MAAP-Project/Community/issues/898, https://github.com/MAAP-Project/Community/issues/902 +* Implement cache for /edcCredentials: https://github.com/MAAP-Project/Community/issues/910 +* Added stac_ipyleaflet to all ADE images: https://github.com/MAAP-Project/Community/issues/884 +* Upgrade PHP to 8.x: https://github.com/MAAP-Project/Community/issues/921 +* Upgrade WordPress to 6.4.3 and disable auto updates: https://github.com/MAAP-Project/Community/issues/899, https://github.com/MAAP-Project/Community/issues/912 +* Removed the need for tracking maap.cfg file location: https://github.com/MAAP-Project/Community/issues/909 +* New algorithm UI frontend jupyter extension: https://github.com/MAAP-Project/Community/issues/686, https://github.com/MAAP-Project/Community/issues/832 +* EBS encryption on all instances in MCP: https://github.com/MAAP-Project/Community/issues/892 + + +Fixed +^^^^^^^^^^^^ +* SSH key uploads: https://github.com/MAAP-Project/Community/issues/850 +* Link updates for MAAP API and MAAP logo in help menu: https://github.com/MAAP-Project/Community/issues/920, https://github.com/MAAP-Project/Community/issues/945 +* Buttons for Jobs UI don't remain grayed out after click: https://github.com/MAAP-Project/Community/issues/911 +* Jobs inputs numbers now appear properly in Jobs UI Inputs tab: https://github.com/MAAP-Project/Community/issues/858 +* Duplicate Job tag in Jobs UI resolved: https://github.com/MAAP-Project/Community/issues/797 +* Mounting for triaged-jobs folder: https://github.com/MAAP-Project/Community/issues/933 +* Added missing dependency for awscli: https://github.com/MAAP-Project/Community/issues/938 +* Fixed triaged-jobs s3fs mapping: https://github.com/MAAP-Project/Community/issues/932 +* Shared buckets no longer dropping frequently: https://github.com/MAAP-Project/Community/issues/759 + +Changed +^^^^^^^^^^^^ +* rio_tiler package now in base image so available for DPS images: https://github.com/MAAP-Project/Community/issues/929 +* All jupyter extensions now available on pip: https://github.com/MAAP-Project/Community/issues/817 +* Removed ability to navigate to /search from our homepage: https://github.com/MAAP-Project/Community/issues/924 + + ------------------------------------------------------------- 3.1.4 ------------------------------------------------------------- From cfda9a9b90d9e1b801b24e94dd361f064b0bfc78 Mon Sep 17 00:00:00 2001 From: grallewellyn Date: Thu, 21 Mar 2024 16:26:32 -0700 Subject: [PATCH 67/77] wording updates --- docs/source/release_notes.rst | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/docs/source/release_notes.rst b/docs/source/release_notes.rst index cb6a9014..8e3c787a 100644 --- a/docs/source/release_notes.rst +++ b/docs/source/release_notes.rst @@ -14,20 +14,20 @@ Added * Bug submission reporting new option for help menu: https://github.com/MAAP-Project/Community/issues/302 * Cancel/dismiss a job from the Jobs UI: https://github.com/MAAP-Project/Community/issues/753 * Added more packages to pangeo/r images: https://github.com/MAAP-Project/Community/issues/898, https://github.com/MAAP-Project/Community/issues/902 -* Implement cache for /edcCredentials: https://github.com/MAAP-Project/Community/issues/910 +* Implemented cache for /edcCredentials: https://github.com/MAAP-Project/Community/issues/910 * Added stac_ipyleaflet to all ADE images: https://github.com/MAAP-Project/Community/issues/884 -* Upgrade PHP to 8.x: https://github.com/MAAP-Project/Community/issues/921 -* Upgrade WordPress to 6.4.3 and disable auto updates: https://github.com/MAAP-Project/Community/issues/899, https://github.com/MAAP-Project/Community/issues/912 +* Upgraded PHP to 8.x: https://github.com/MAAP-Project/Community/issues/921 +* Upgraded WordPress to 6.4.3 and disabled auto updates: https://github.com/MAAP-Project/Community/issues/899, https://github.com/MAAP-Project/Community/issues/912 * Removed the need for tracking maap.cfg file location: https://github.com/MAAP-Project/Community/issues/909 * New algorithm UI frontend jupyter extension: https://github.com/MAAP-Project/Community/issues/686, https://github.com/MAAP-Project/Community/issues/832 * EBS encryption on all instances in MCP: https://github.com/MAAP-Project/Community/issues/892 - +* All jupyter extensions now available on pip: https://github.com/MAAP-Project/Community/issues/817 Fixed ^^^^^^^^^^^^ -* SSH key uploads: https://github.com/MAAP-Project/Community/issues/850 +* SSH key uploads fixed: https://github.com/MAAP-Project/Community/issues/850 * Link updates for MAAP API and MAAP logo in help menu: https://github.com/MAAP-Project/Community/issues/920, https://github.com/MAAP-Project/Community/issues/945 -* Buttons for Jobs UI don't remain grayed out after click: https://github.com/MAAP-Project/Community/issues/911 +* Buttons for Jobs UI no longer remain grayed out after click: https://github.com/MAAP-Project/Community/issues/911 * Jobs inputs numbers now appear properly in Jobs UI Inputs tab: https://github.com/MAAP-Project/Community/issues/858 * Duplicate Job tag in Jobs UI resolved: https://github.com/MAAP-Project/Community/issues/797 * Mounting for triaged-jobs folder: https://github.com/MAAP-Project/Community/issues/933 @@ -38,7 +38,6 @@ Fixed Changed ^^^^^^^^^^^^ * rio_tiler package now in base image so available for DPS images: https://github.com/MAAP-Project/Community/issues/929 -* All jupyter extensions now available on pip: https://github.com/MAAP-Project/Community/issues/817 * Removed ability to navigate to /search from our homepage: https://github.com/MAAP-Project/Community/issues/924 From 7c5079c289a4bfb3d7e4c8308cf25b623238920e Mon Sep 17 00:00:00 2001 From: grallewellyn Date: Mon, 25 Mar 2024 15:46:40 -0700 Subject: [PATCH 68/77] added line about removing rgedi and isce2 images --- docs/source/release_notes.rst | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/source/release_notes.rst b/docs/source/release_notes.rst index 8e3c787a..aec6700d 100644 --- a/docs/source/release_notes.rst +++ b/docs/source/release_notes.rst @@ -39,6 +39,7 @@ Changed ^^^^^^^^^^^^ * rio_tiler package now in base image so available for DPS images: https://github.com/MAAP-Project/Community/issues/929 * Removed ability to navigate to /search from our homepage: https://github.com/MAAP-Project/Community/issues/924 +* Removed rgedi and isce2 workspaces: https://github.com/MAAP-Project/Community/issues/893 ------------------------------------------------------------- From ab807dd732d7aa45d7d994873b66942aeae04e8f Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Thu, 28 Mar 2024 18:07:52 -0700 Subject: [PATCH 69/77] upper-case some bullets --- .../dps_tutorial/dps_tutorial_demo.ipynb | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index 7a5c347a..6fd078c6 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -370,15 +370,15 @@ "![Submit Job Page](_static/tutorial_submit_1.png)\n", "\n", "3. Submit the job and go back to the View tab\n", - "- when you submit you should see a notification in the bottom right, and a note just under the Submit button, saying that it was successful\n", + "- When you submit you should see a notification in the bottom right, and a note just under the Submit button, saying that it was successful\n", "![Submit Success Notification](_static/tutorial_submit_2.png)\n", "- at that point, open the Launcher -> View Jobs icon\n", "\n", "4. You can observe the progress of your job while it runs, and the status (complete or fail) when it completes using the View Jobs tab\n", "![View Jobs Page](_static/tutorial_view_1.png)\n", - "- by selecting a row from the table (top panel) it will show Job Details (in the bottom panel)\n", - "- the status should go from queued to running, to completed or failed\n", - "- check the Inputs and Outputs sections of the Job Details\n", + "- By selecting a row from the table (top panel) it will show Job Details (in the bottom panel)\n", + "- The status should go from queued to running, to completed or failed\n", + "- Check the Inputs and Outputs sections of the Job Details\n", "\n", "5. From the Outputs section, you can copy the path of your output file starting with `dps_outputs` and find it by going to your `~/my-private-bucket` folder and then following the remainder of the path. \n", "![Copy the Path information](_static/tutorial_view_2.png)\n", From 579242e0e3340b59370c7a7b5036ce240549bf1d Mon Sep 17 00:00:00 2001 From: Marjorie Lucas Date: Wed, 3 Apr 2024 14:55:24 -0700 Subject: [PATCH 70/77] revoke docs | minor updates --- .../_static/{ => jobs_ui}/jobs_ui_access.png | Bin .../{ => jobs_ui}/jobs_ui_copy_code.png | Bin .../{ => jobs_ui}/jobs_ui_failed_toast.png | Bin .../{ => jobs_ui}/jobs_ui_overview.png | Bin .../_static/{ => jobs_ui}/jobs_ui_submit.png | Bin .../{ => jobs_ui}/jobs_ui_submit_detail.png | Bin .../{ => jobs_ui}/jobs_ui_submit_toast.png | Bin docs/source/_static/jobs_ui/revoke_failed.png | Bin 0 -> 31655 bytes docs/source/_static/jobs_ui/revoke_job.png | Bin 0 -> 97006 bytes .../_static/jobs_ui/revoke_successful.png | Bin 0 -> 25178 bytes .../getting_started/running_at_scale.ipynb | 2 +- .../ade_custom_extensions.rst | 2 +- .../ade_custom_extensions/maap_help.ipynb | 2 +- .../system_reference_guide/jobsui.ipynb | 43 +++++++++++++++--- 14 files changed, 39 insertions(+), 10 deletions(-) rename docs/source/_static/{ => jobs_ui}/jobs_ui_access.png (100%) rename docs/source/_static/{ => jobs_ui}/jobs_ui_copy_code.png (100%) rename docs/source/_static/{ => jobs_ui}/jobs_ui_failed_toast.png (100%) rename docs/source/_static/{ => jobs_ui}/jobs_ui_overview.png (100%) rename docs/source/_static/{ => jobs_ui}/jobs_ui_submit.png (100%) rename docs/source/_static/{ => jobs_ui}/jobs_ui_submit_detail.png (100%) rename docs/source/_static/{ => jobs_ui}/jobs_ui_submit_toast.png (100%) create mode 100644 docs/source/_static/jobs_ui/revoke_failed.png create mode 100644 docs/source/_static/jobs_ui/revoke_job.png create mode 100644 docs/source/_static/jobs_ui/revoke_successful.png diff --git a/docs/source/_static/jobs_ui_access.png 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zx0j9NVcUPKAL2yn9Fk{*^Uw1mU@V!}uLWP6p|}yU3WR9NUAYi#vjw%csKN;?c;^mm zn_|(QcqfygYRxpL3h|zo250;aYIf^g|LjNwKF?)@U@6IMz!Mg{Oaff4k*~zq^igZ5 zaZ}5$^G-IxT8TGBvNN#z3Zh?k5+Xf6XvS(}v-XlK%hc=T(+_V)314$hJync4nf?7% z@1%~uyBGnuuT91Mczhg&MPNC3KWM0DA}$T2$0@I$Jr=>e_JL9~$d9fz_ zwkWrEKabiZlT&ru;Z=4milzjnb5~wu6lZcrf585vgecC%#aqX~e;0Bl`<8nElR$h$ z_dC`1Yoj%yXlD6pXx;GlNwV9JewB9pGIkH2NSda@Iq`mYwev7SL5^f+=+nfzSe#+K zebeK=|1V2DEVEO!B^j=0Qa>+|vvR7q2L5~Hbqwz)d_AJ)+o@cx@SUnNVy`&xH#YGX z+9^ssOtq7+nx*gw>b^heMTY`bMSQ!DMN_~jin{31H*c29CqJw`F6tZ1?+sx qD{hUwU1)~d2vGWDx?y+x^FkSwJUGB^r1dY-PeS#ZtC$}E literal 0 HcmV?d00001 diff --git a/docs/source/getting_started/running_at_scale.ipynb b/docs/source/getting_started/running_at_scale.ipynb index 858d0876..c2295829 100644 --- a/docs/source/getting_started/running_at_scale.ipynb +++ b/docs/source/getting_started/running_at_scale.ipynb @@ -80,7 +80,7 @@ "\n", "The Jobs UI will let you run and monitor jobs easily. You can find full documentation in the system reference guide for [the Jobs UI](../system_reference_guide/jobsui.ipynb) or [using maap-py](../system_reference_guide/jobs_maappy.ipynb) with Python in the System Reference Guide FAQs.\n", "\n", - "![job_ui_access](../_static/jobs_ui_access.png)\n", + "![job_ui_access](../_static/jobs_ui/jobs_ui_access.png)\n", "\n", "Some alternative methods of running the job are found below.\n", "\n", diff --git a/docs/source/system_reference_guide/ade_custom_extensions.rst b/docs/source/system_reference_guide/ade_custom_extensions.rst index caf09bb1..151349ae 100644 --- a/docs/source/system_reference_guide/ade_custom_extensions.rst +++ b/docs/source/system_reference_guide/ade_custom_extensions.rst @@ -1,4 +1,4 @@ -ADE Custom Extensions +Other Custom Extensions ======================================= .. toctree:: diff --git a/docs/source/system_reference_guide/ade_custom_extensions/maap_help.ipynb b/docs/source/system_reference_guide/ade_custom_extensions/maap_help.ipynb index e591685c..554a9ead 100644 --- a/docs/source/system_reference_guide/ade_custom_extensions/maap_help.ipynb +++ b/docs/source/system_reference_guide/ade_custom_extensions/maap_help.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Maap Help Jupyter Extension\n", + "# MAAP Help Jupyter Extension\n", "This Jupyter extension provides an interactive tutorial on a new user's first launch of the ADE and adds MAAP specific information to the help tab. The interactive tutorial can be accessed again from the help menu. " ] }, diff --git a/docs/source/system_reference_guide/jobsui.ipynb b/docs/source/system_reference_guide/jobsui.ipynb index ffb866e9..ce5cbe47 100644 --- a/docs/source/system_reference_guide/jobsui.ipynb +++ b/docs/source/system_reference_guide/jobsui.ipynb @@ -19,7 +19,7 @@ "\n", "1. From your workspace click on the __View & Submit Jobs__ card on the Launcher tab.\n", "\n", - "![job_ui_access](../_static/jobs_ui_access.png)\n" + "![job_ui_access](../_static/jobs_ui/jobs_ui_access.png)\n" ] }, { @@ -33,7 +33,7 @@ "\n", "Users can sort jobs by queued, start, and end time in ascending/descending order. Users may use the search bar to filter the job list down to jobs containing the user-provided string in any of the fields shown. \n", "\n", - "![jobs_ui_overview](../_static/jobs_ui_overview.png)\n", + "![jobs_ui_overview](../_static/jobs_ui/jobs_ui_overview.png)\n", "\n", "### Job Status\n", "Job status may be different between the HySDS Figaro job-monitoring dashboard and the Jobs UI. Below is a mapping of status terms:\n", @@ -86,19 +86,19 @@ ".. note::\n", "Experimental feature: The output data will be put into a folder named for your Algorithm and the Job Tag. You can use the same Job Tag on several jobs (e.g. in a batch) to group related output data in one place. In [maap.py submitJob](jobs_maappy.ipynb#Submit-a-Job) this is the `identifier` field when you use submitJob().\n", "\n", - "![jobs_ui_submit](../_static/jobs_ui_submit.png)\n", + "![jobs_ui_submit](../_static/jobs_ui/jobs_ui_submit.png)\n", "\n", "Algorithms may contain additional inputs that users may have to provide.\n", "\n", - "![jobs_ui_submit_detail](../_static/jobs_ui_submit_detail.png)\n", + "![jobs_ui_submit_detail](../_static/jobs_ui/jobs_ui_submit_detail.png)\n", "\n", "Once all inputs have been provided, the user may click __Submit Job__ to submit the job. If the job was submitted successfully, a toast will appear in the bottom right corner containing the unique job id. Please give the __Submit Job__ button a second to execute. \n", "\n", - "![jobs_ui_submit_toast](../_static/jobs_ui_submit_toast.png)\n", + "![jobs_ui_submit_toast](../_static/jobs_ui/jobs_ui_submit_toast.png)\n", "\n", "If the job failed to submit, a toast will appear indicating the job failed to submit.\n", "\n", - "![jobs_ui_failed_toast](../_static/jobs_ui_failed_toast.png)" + "![jobs_ui_failed_toast](../_static/jobs_ui/jobs_ui_failed_toast.png)" ] }, { @@ -110,7 +110,36 @@ "\n", "Users may fill out the job submission form and - instead of submitting the job - click the __Copy Jupyter Notebook Code__ button to copy the __maap-py__ job submission command to their clipboard to then paste it into a Jupyter notebook.\n", "\n", - "![jobs_ui_copy_code](../_static/jobs_ui_copy_code.png)" + "![jobs_ui_copy_code](../_static/jobs_ui/jobs_ui_copy_code.png)" + ] + }, + { + "cell_type": "markdown", + "id": "84cf6298", + "metadata": {}, + "source": [ + "## Cancel Jobs\n", + "\n", + "Users may cancel queued or running jobs. Queued jobs that are cancelled will be deleted and no longer listed in the __View Jobs__ table. Running jobs that are cancelled will be stopped, but still viewable in the __View Jobs__ table. These jobs will have the status __job-revoked__.\n", + "\n", + ".. note::\n", + "Jobs that are listed as queued in the UI, then cancelled, may remain in the View Jobs table after the cancel request was submitted. This is due to a delay within the DPS between job state change and report of job state change. In these cases, the cancelled job was not really queued but had already started.\n", + "\n", + "1. In the View Jobs table, hover over the job entry you want to cancel to display the action bar.\n", + "\n", + "2. Click the cancel job button.\n", + "\n", + "![jobs_ui_revoke_job](../_static/jobs_ui/revoke_job.png)\n", + "\n", + "Once the cancel request is submitted, a toast will appear in the bottom right of the workspace indicating whether or not the request was successful.\n", + "\n", + "Successful submission:\n", + "![jobs_ui_revoke_success](../_static/jobs_ui/revoke_successful.png)\n", + "\n", + "Unsuccessful submission:\n", + "![jobs_ui_revoke_failed](../_static/jobs_ui/revoke_failed.png)\n", + "\n", + " " ] } ], From 26979c0c4978c0b4a665b1a8fea29f9e67be8d9d Mon Sep 17 00:00:00 2001 From: grallewellyn Date: Thu, 4 Apr 2024 14:22:41 -0700 Subject: [PATCH 71/77] removed added item of removing need for maap.cfg because we had to undo that change due to a bug --- docs/source/release_notes.rst | 1 - 1 file changed, 1 deletion(-) diff --git a/docs/source/release_notes.rst b/docs/source/release_notes.rst index aec6700d..8f112941 100644 --- a/docs/source/release_notes.rst +++ b/docs/source/release_notes.rst @@ -18,7 +18,6 @@ Added * Added stac_ipyleaflet to all ADE images: https://github.com/MAAP-Project/Community/issues/884 * Upgraded PHP to 8.x: https://github.com/MAAP-Project/Community/issues/921 * Upgraded WordPress to 6.4.3 and disabled auto updates: https://github.com/MAAP-Project/Community/issues/899, https://github.com/MAAP-Project/Community/issues/912 -* Removed the need for tracking maap.cfg file location: https://github.com/MAAP-Project/Community/issues/909 * New algorithm UI frontend jupyter extension: https://github.com/MAAP-Project/Community/issues/686, https://github.com/MAAP-Project/Community/issues/832 * EBS encryption on all instances in MCP: https://github.com/MAAP-Project/Community/issues/892 * All jupyter extensions now available on pip: https://github.com/MAAP-Project/Community/issues/817 From fc7ac481847a07f6c264f78659a8d0ea2e74fd2f Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Mon, 8 Apr 2024 11:39:37 -0700 Subject: [PATCH 72/77] updated basedir example in docs - updated basedir command to be more cross-platform friendly --- .../dps_tutorial/dps_tutorial_demo.ipynb | 22 +------------------ 1 file changed, 1 insertion(+), 21 deletions(-) diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index 6fd078c6..8c44d279 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -501,7 +501,7 @@ }, "outputs": [], "source": [ - "#basedir=$( cd \"$(dirname \"$0\")\" ; pwd -P )" + "#basedir=$(dirname \"$(readlink -f \"$0\")\")" ] }, { @@ -513,26 +513,6 @@ "allows you to get the absolute path of the directory in which your run script is present allowing you to set any other executable paths as required by your algorithm. \n", "\n" ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Future:\n", - "TODO\n", - "- This wrapper run_gdal.sh script needs to manage the input files the way that your python script requires them (e.g. pass single file at a time vs. multiple files at once, etc.)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [] } ], "metadata": { From 2d5ca50e5713b649303cd231f5a3fcb578b48d9a Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Mon, 8 Apr 2024 11:40:47 -0700 Subject: [PATCH 73/77] added more contributor info --- .../technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index 8c44d279..a5c19158 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -12,8 +12,9 @@ "metadata": {}, "source": [ "Authors: Sujen Shah and Rob Tapella\n", + "Review and Editing: Chuck Daniels and Rajat Shinde\n", "\n", - "Date: October, 2023\n", + "Date: April, 2024\n", "\n", "Description: This DPS tutorial is intended to demonstrate the steps needed to create, register, run, monitor and view outputs of algorithm jobs run at scale. It includes a template repository with various files needed to set up and run a job. " ] From e6d17b05a017fe34add2040ddc46676031ca6f47 Mon Sep 17 00:00:00 2001 From: Rob Tapella Date: Mon, 8 Apr 2024 12:03:56 -0700 Subject: [PATCH 74/77] update format of author/review section --- .../technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index a5c19158..1b72d081 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -12,6 +12,7 @@ "metadata": {}, "source": [ "Authors: Sujen Shah and Rob Tapella\n", + "\n", "Review and Editing: Chuck Daniels and Rajat Shinde\n", "\n", "Date: April, 2024\n", From 267c9954fc27d59d66dede94bc8d01e914c1c77d Mon Sep 17 00:00:00 2001 From: grallewellyn Date: Tue, 9 Apr 2024 15:48:29 -0700 Subject: [PATCH 75/77] changing to less blurry edsc image --- 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After setting your search parameters or adding layers using the green plus, switch tabs back to your Jupyter notebook. At the top, open the Data Search menu, and select *Paste Search Results*.\n", + "Launch EarthData Search by Data Search-> Open EarthData Search. After setting your search parameters or adding layers using the green plus, switch tabs back to your Jupyter notebook. At the top, open the Data Search menu, and select *Paste Granule Search Results*.\n", "\n", " ![Import Granules](../../_static/faq_images/import_granules_1.png) \n", " \n", - "Caveat: This call uses the MAAP Python library. Make sure you import it before running the inserted code. You can do this by clicking on the blue “MAAP” text just below your notebook name (circled in red)." + "Caveat: The *Paste Granule Search Query* call uses the MAAP Python library. Make sure you import it before running the inserted code. You can do this by clicking on the blue “MAAP” button just below your notebook name (upper left corner)." ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.11.1 64-bit", + "display_name": "Python 3.12.2 64-bit", "language": "python", "name": "python3" }, @@ -31,11 +31,11 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.1" + "version": "3.12.2" }, "vscode": { "interpreter": { - "hash": "5c7b89af1651d0b8571dde13640ecdccf7d5a6204171d6ab33e7c296e100e08a" + "hash": "b0fa6594d8f4cbf19f97940f81e996739fb7646882a419484c72d19e05852a7e" } } }, From 81bd6b083e450056659e8f6af16bfe5af7b102e4 Mon Sep 17 00:00:00 2001 From: grallewellyn Date: Tue, 9 Apr 2024 16:08:22 -0700 Subject: [PATCH 76/77] added granule image --- .../_static/faq_images/import_granules_1.png | Bin 133424 -> 0 bytes .../faq/import_granules.ipynb | 2 +- 2 files changed, 1 insertion(+), 1 deletion(-) delete mode 100644 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zVWR#G`~Uuw{PJ(u|M&d!Z?^w=w)s9||7QFD;kEm3w*T+1-T&)F&g$;Z2}-?nPBM+# Qz(0*Ey1!vB-+1u90Mcd4TmS$7 diff --git a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb index 2510243b..8da02c48 100644 --- a/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb +++ b/docs/source/technical_tutorials/dps_tutorial/dps_tutorial_demo.ipynb @@ -188,7 +188,7 @@ "metadata": {}, "source": [ "1. Commit and push any changes to Github that you have made to the Algorithm while testing. The registration process will pull the code from Github as part of registration.\n", - "2. Open up Launcher: Register Algorithm\n", + "2. Open up Launcher: Register Algorithm (the same as the Register Algorithm option from the Command Palette)\n", "3. Fill in the fields as described below.\n", "\n", "#### First you fill in the public code-repository information:\n", @@ -197,7 +197,6 @@ "- The Repository URL is the .git URL. In the tutorial copy this author created, it is `https://github.com/rtapella/dps_tutorial_rt.git`\n", "- Repository Branch is used as a version when this algorithm is registered. For your test it is likely `main`\n", "- The Run and Build Commands must be the full path of the scripts that will be used by the DPS to build and execute the algorithm. Typically these will be the repository_name/script_name.sh. In this case we have run command: `dps_tutorial_rt/gdal_wrapper/run_gdal.sh` and build command: `dps_tutorial_rt/gdal_wrapper/build-env.sh`.\n", - "- Press the \"Add General Information\" button.\n", "\n", "#### Then fill in the rest of the algorithm information:\n", "![Algorithm information](_static/tutorial_register_2.png)\n", @@ -205,7 +204,7 @@ "- The Algorithm Name will be the unique identifier for the algorithm in the MAAP system. It can be whatever you want. \n", "- Algorithm Description is additional free-form text to describe what this algorithm does.\n", "- Disk Space is the minimum amount of space you expect—including all inputs, scratch, and outputs—it gives the DPS an approximation to help optimize the run.\n", - "- The Container URL is a URL of the Stack (workspace image environment) you are using as a base for the algorithm. In this example we use: `mas.maap-project.org/root/maap-workspaces/base_images/vanilla:v3.1.1`\n", + "- The Container URL is a URL of the Stack (workspace image environment) you are using as a base for the algorithm. The user-interface will pre-fill this with the Container of your current workspace; if this is the correct base workspace for the Algorithm (i.e., you successfully ran the Algorithm in a Terminal without requiring a custom base-Container), then you can leave it as is. In this example we use: `mas.maap-project.org/root/maap-workspaces/base_images/vanilla:v3.1.1`\n", "See [the Getting Started guide](../../getting_started/running_at_scale.ipynb#Container-URLs) for more information on Containers.\n", "\n", "#### Finally you fill in the input section:\n", @@ -228,7 +227,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "1. Launcher: View & Submit Jobs\n", + "1. Open the Launcher and select View & Submit Jobs\n", + "\n", "2. Choose the Submit tab\n", "3. 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